From 515ebaf9dae3ef3b65b0906b7afd73f4b4319635 Mon Sep 17 00:00:00 2001
From: Vitaly Terentyev <vitaly.terentyev@akvelon.com>
Date: Tue, 19 May 2026 22:43:36 +0400
Subject: [PATCH] Ugrade to Beam 2.74.0

---
 .../apache/beam/it/gcp/TemplateTestBase.java  |  35 +-
 pom.xml                                       |   4 +-
 .../requirements_all.txt                      | 384 ++++++++---------
 .../job-builder-server/requirements.txt       | 400 +++++++++---------
 .../python/streaming-llm/requirements.txt     | 130 ++++--
 .../python/word-count-python/requirements.txt | 384 ++++++++---------
 .../python/yaml-template/requirements.txt     | 400 +++++++++---------
 .../src/main/resources/requirements.txt       | 400 +++++++++---------
 .../src/main/resources/requirements.txt       | 400 +++++++++---------
 .../src/main/resources/requirements.txt       | 400 +++++++++---------
 .../src/main/resources/requirements.txt       | 400 +++++++++---------
 .../src/main/resources/requirements.txt       | 400 +++++++++---------
 yaml/src/main/python/requirements.txt         | 400 +++++++++---------
 13 files changed, 2125 insertions(+), 2012 deletions(-)

diff --git a/it/google-cloud-platform/src/main/java/org/apache/beam/it/gcp/TemplateTestBase.java b/it/google-cloud-platform/src/main/java/org/apache/beam/it/gcp/TemplateTestBase.java
index 78ca1299b4..547b6e4aa6 100644
--- a/it/google-cloud-platform/src/main/java/org/apache/beam/it/gcp/TemplateTestBase.java
+++ b/it/google-cloud-platform/src/main/java/org/apache/beam/it/gcp/TemplateTestBase.java
@@ -63,7 +63,6 @@
 import org.apache.beam.it.common.PipelineOperator;
 import org.apache.beam.it.common.PipelineOperator.Config;
 import org.apache.beam.it.common.TestProperties;
-import org.apache.beam.it.common.utils.IORedirectUtil;
 import org.apache.beam.it.common.utils.PipelineUtils;
 import org.apache.beam.it.gcp.artifacts.utils.ArtifactUtils;
 import org.apache.beam.it.gcp.dataflow.ClassicTemplateClient;
@@ -364,11 +363,35 @@ private String getSpecPath(
             LOG.info("Running command to stage templates: {}", String.join(" ", mavenCmd));
 
             try {
-              Process exec = Runtime.getRuntime().exec(mavenCmd);
-
-              if (exec.waitFor() != 0) {
-                IORedirectUtil.redirectLinesLog(exec.getInputStream(), LOG);
-                IORedirectUtil.redirectLinesLog(exec.getErrorStream(), LOG);
+              ProcessBuilder pb = new ProcessBuilder(mavenCmd);
+              pb.redirectErrorStream(true);
+              Process exec = pb.start();
+
+              List<String> outputLines = Collections.synchronizedList(new ArrayList<>());
+              Thread streamReaderThread =
+                  new Thread(
+                      () -> {
+                        try (java.io.BufferedReader reader =
+                            new java.io.BufferedReader(
+                                new java.io.InputStreamReader(exec.getInputStream(), UTF_8))) {
+                          String line;
+                          while ((line = reader.readLine()) != null) {
+                            outputLines.add(line);
+                          }
+                        } catch (IOException e) {
+                          LOG.error("Error reading process output", e);
+                        }
+                      });
+              streamReaderThread.start();
+
+              int exitCode = exec.waitFor();
+              streamReaderThread.join();
+
+              if (exitCode != 0) {
+                LOG.error("Error staging template, check Maven logs below:");
+                for (String line : outputLines) {
+                  LOG.error(line);
+                }
                 throw new RuntimeException("Error staging template, check Maven logs.");
               }
 
diff --git a/pom.xml b/pom.xml
index 2a48cf6465..51d2636924 100644
--- a/pom.xml
+++ b/pom.xml
@@ -51,8 +51,8 @@
     <jacoco.version>0.8.13</jacoco.version>
 
     <!-- Beam and linked versions -->
-    <beam.version>2.73.0</beam.version>
-    <beam-python.version>2.73.0</beam-python.version>
+    <beam.version>2.74.0</beam.version>
+    <beam-python.version>2.74.0</beam-python.version>
     <beam-maven-repo></beam-maven-repo>
 
     <!-- Common dependency versions -->
diff --git a/python/src/main/python/bigquery-anomaly-detection/requirements_all.txt b/python/src/main/python/bigquery-anomaly-detection/requirements_all.txt
index b6eecaf141..6b04c57210 100644
--- a/python/src/main/python/bigquery-anomaly-detection/requirements_all.txt
+++ b/python/src/main/python/bigquery-anomaly-detection/requirements_all.txt
@@ -23,7 +23,7 @@
 # This file is autogenerated by pip-compile with Python 3.11
 # by the following command:
 #
-#    pip-compile --allow-unsafe --generate-hashes --output-file=python/__build__/bqmonitor_requirements.txt python/default_base_bqmonitor_requirements.txt
+#    pip-compile --allow-unsafe --generate-hashes --output-file=./python/__build__/bqmonitor_requirements.txt ./python/default_base_bqmonitor_requirements.txt
 #
 aiofiles==25.1.0 \
     --hash=sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2 \
@@ -33,127 +33,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
+aiohttp==3.14.0 \
+    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
+    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
+    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
+    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
+    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
+    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
+    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
+    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
+    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
+    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
+    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
+    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
+    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
+    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
+    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
+    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
+    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
+    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
+    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
+    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
+    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
+    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
+    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
+    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
+    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
+    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
+    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
+    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
+    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
+    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
+    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
+    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
+    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
+    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
+    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
+    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
+    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
+    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
+    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
+    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
+    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
+    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
+    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
+    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
+    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
+    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
+    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
+    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
+    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
+    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
+    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
+    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
+    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
+    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
+    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
+    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
+    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
+    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
+    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
+    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
+    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
+    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
+    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
+    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
+    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
+    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
+    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
+    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
+    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
+    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
+    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
+    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
+    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
+    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
+    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
+    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
+    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
+    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
+    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
+    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
+    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
+    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
+    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
+    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
+    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
+    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
+    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
+    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
+    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
+    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
+    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
+    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
+    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
+    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
+    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
+    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
+    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
+    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
+    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
+    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
+    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
+    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
+    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
+    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
+    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
+    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
+    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
+    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
+    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
+    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
+    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
+    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
+    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
+    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
+    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
+    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
+    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
+    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
+    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
     # via cloud-sql-python-connector
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
@@ -169,33 +168,33 @@ anyio==4.13.0 \
     # via
     #   google-genai
     #   httpx
-apache-beam[gcp]==2.73.0 \
-    --hash=sha256:000ecb654497943f729c3195489ffdb2a22cf328919d2c279a9682ecb8ec4550 \
-    --hash=sha256:03b8b849a1ee4e7f22368dbd227a4c31d2e11262ee6f450eac71eb0a51e44b39 \
-    --hash=sha256:2725e862fa577ae8bc8411970e8f51b1418bd2cf9b2174900d86eb9a3add4887 \
-    --hash=sha256:459ac4b803b9e37a5ea7002a39a0d3eca23a4fe475c8d839e87beb52f3cf2726 \
-    --hash=sha256:4eb9fd06f3c011630b1b4f52f44e9e3187c3f489ebd9f7917e1391ccbdb6f5df \
-    --hash=sha256:4f12dc7235803ff3b32053838422af7c0d792f9736fcda221e91a8b3a9342033 \
-    --hash=sha256:5845bd726d4a724b4a80ffcd8908a179777ef3d360d1e635ec25315f2292561d \
-    --hash=sha256:59c96215d0661acd955cb82814689f2f7e5dc84d8916a4ec348ec18f18e7a1ee \
-    --hash=sha256:5b56da8da361f1d8df9c57e04d91c6d1cf3856164e74e4cc50b3489fb7305078 \
-    --hash=sha256:65c23529ede80d970494a602af18c64686e1ac609ae89f941527b1932197177e \
-    --hash=sha256:6f49a4537983a602ca42b4697d8a2b9274d228b32832168f9deaf2b69eed17ce \
-    --hash=sha256:70b8d253866b9fec9e58d142b39af94f3249fdefad9db3fff9d787e9c568eaf1 \
-    --hash=sha256:799ccecf8ba8d0a762981f4dae46a5c7cdc0601083cea0fb9cd73e534f6dba65 \
-    --hash=sha256:7a53e08ab11eb15ec69e07b9532877180bf8eeeec3d95c68e959503a51de4236 \
-    --hash=sha256:7ff342ae4f833f92434b8b8ae42765953a72976dd7b494d3320bd44208cd8abb \
-    --hash=sha256:84258f653a7a57fdbd2652154aebea66524f65ceef5791f8565958c5d02d1bc1 \
-    --hash=sha256:8b4fb5e0993db8d6a7d7b6ebef4dffab4087d31f4d43f61560ee5d783ff22080 \
-    --hash=sha256:8fb999aae2aab0cad8ab713df6e812d5f6c7dcefa2f14609a2e1e18cc2da5f12 \
-    --hash=sha256:940da90c516d21b7fd0198a4a6c137ef61f6f84a9317705deb4c44ff8f9e7efb \
-    --hash=sha256:b47249eb614b4b6ecfa75aca2c1be060b6cc4579b72d14f9993895f39ed57c18 \
-    --hash=sha256:c2dd20fae4cfc3a6603bc01451763efb56a2ba34cac55db398ec9796a1dc6db9 \
-    --hash=sha256:de64076ec85312c9ae1c5e89c046709afed19e1e76f2a8637cfc00163d308691 \
-    --hash=sha256:dec2fb013affb7b8ffb33aa574de6b5a0206aa6d3d041cc9db48dd342c8b8c4e \
-    --hash=sha256:ec35d5e4b779262c9b4f9589f745b65cb21e5ca2f40308412a8b6b6ccf40f285 \
-    --hash=sha256:fb2f7a537e21c7fec806d1ae7c246d6983a1c38467a41949c35a40fdb9388fbe \
-    --hash=sha256:ff9b6b320729051ce97c9809f64b825c9056694cc4c9afd3385fe124dcc60b80
+apache-beam[gcp]==2.74.0 \
+    --hash=sha256:009658bf30088daaca2086817c44f013d4291b3cb1eb1d10db4965b196e33326 \
+    --hash=sha256:155ea1d842013cc9c9cb63922591418b73b3fe53f212adaf8e17cc873f124273 \
+    --hash=sha256:2bab02d6ca488372c4063e003b068a0918dd55aa094a3102493ba3ff258e7938 \
+    --hash=sha256:2fc4dbed5c3439dfaccdbdd705908c396409e1debefeed199775abccb6555be6 \
+    --hash=sha256:325d53db346ebc15eb907ae9627a0d7ff685b81ee0c7d6a33bd775b182f4a499 \
+    --hash=sha256:498042637fe8b0381f7de85d42ca5587e7842e93263073e8a7eb4d2878e914c2 \
+    --hash=sha256:58230e471645016843fc18a314ef4a5f8786102a5a67bda81cbefefde5c74dd8 \
+    --hash=sha256:5bdd896383288564749709023b3dd80268bab0a5f3a66ec2d83a63aa34190801 \
+    --hash=sha256:5c907f9746f23b60773f3fc84108b35900e2881d6c58d59dbe82e6e645f0c36f \
+    --hash=sha256:5e499f97bdb607b5e638318b27d3ff224e8c5a6a8bfd3e36ccb529e09875b96e \
+    --hash=sha256:77d0501f580e9182186253d2cb639b10c84d22e8620ec3d7f4c82b056a48b784 \
+    --hash=sha256:893e2ab7350c71d9b466e1b1dcad1f30cbfded3dcdcdf91d5398090fe52781f9 \
+    --hash=sha256:8af761859708f825482c25e54511e52bef40f544a087b321c06373f31d54d396 \
+    --hash=sha256:90011b88401d164c54de218662a556b7a8ec1469d63550a93d4a003cda199e52 \
+    --hash=sha256:96c17988131a056b55c6506b89bc411b3952a42d3fee535ebc62589f609cb494 \
+    --hash=sha256:9ba0172f3e03a08d41ccb95fe2dabe5a107c5ce3795e5cbd711ad1e5ae214cde \
+    --hash=sha256:9c138d8042d3289aa169e5cf573c7d895ac958276b84fad87eef80a94a16a709 \
+    --hash=sha256:9ed30f753a68b0876b7dbec76d210dc14d0849bd5a42c2fd853e6548c89ba092 \
+    --hash=sha256:c685b2db8330ad220ae39815dcfa5a0493ceb471f872568e746f34f7a04fe1a4 \
+    --hash=sha256:dad6e993f5d5faa34d18979d93ac6155a8271107676eecd89269cb076341d09a \
+    --hash=sha256:de931ba5264e23f0f1208c3e855074ed208be5db20807c55c636ec8cd0e12245 \
+    --hash=sha256:eb9fd400b0bce1a78e50d9bea383eef5bc960cc1876346a2c68ed22789dc4f83 \
+    --hash=sha256:ef53ecb4e2bc7a7ef93e286e11f0b1329d6b238bc310f60f19581b54d255b613 \
+    --hash=sha256:f043f8e25ec12209595d58f823bb4a9630a6ddb9f6e5bad04d667640b2fa2cc6 \
+    --hash=sha256:f8a816454ea315e033a258a00b153d96f00b72693d58911c679a0dd4306bc545 \
+    --hash=sha256:fe425771fa3d3a6349d590980a122a3f32f7ec42033f7bd2123e7853d12337cd
     # via -r python/default_base_bqmonitor_requirements.txt
 asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
@@ -715,9 +714,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.31.0 \
+    --hash=sha256:2be84ee0f584c48e6bde1b36766e23348b361fb7e55e56135fc76ce1c397f9c2 \
+    --hash=sha256:ef79fb3784c71cbac89cbd03301ba0c8fb8ad2aa95d7f9204dd9628f7adf59ab
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -766,6 +765,7 @@ google-auth[requests]==2.53.0 \
     #   google-cloud-recommendations-ai
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-storage
     #   google-cloud-videointelligence
     #   google-cloud-vision
@@ -775,9 +775,9 @@ google-auth-httplib2==0.2.1 \
     --hash=sha256:1be94c611db91c01f9703e7f62b0a59bbd5587a95571c7b6fade510d648bc08b \
     --hash=sha256:5ef03be3927423c87fb69607b42df23a444e434ddb2555b73b3679793187b7de
     # via apache-beam
-google-cloud-aiplatform==1.154.0 \
-    --hash=sha256:3cfb5afb9006ee202eab93ffc19aeeb111d9e62b574ebf80d7ab91aa9f463677 \
-    --hash=sha256:62128634cfe8343aab94fd7ba27d74794f4023cd61b65ae176c972abe53e8a84
+google-cloud-aiplatform==1.156.0 \
+    --hash=sha256:ae78ee795b571d3801ac472e155ba66e7de9e7243ffe3092382329f230df5533 \
+    --hash=sha256:b2f8c92d7e3fd50a1570e433d596fb863f8ced528ede657e85d46e25b8445a25
     # via apache-beam
 google-cloud-bigquery==3.41.0 \
     --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
@@ -785,9 +785,9 @@ google-cloud-bigquery==3.41.0 \
     # via
     #   apache-beam
     #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.38.0 \
-    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
-    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via
     #   -r python/default_base_bqmonitor_requirements.txt
     #   apache-beam
@@ -795,9 +795,9 @@ google-cloud-bigtable==2.38.0 \
     --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
     --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via apache-beam
-google-cloud-build==3.36.0 \
-    --hash=sha256:4a350eb90c384a8ce08649a3384c3813bf4708590e02353f953cc57b1aa2e15f \
-    --hash=sha256:f70de0882ffd0f48ff39b7fcb8b543c2eaeda06c2f067b8aa61125b9427d3ffc
+google-cloud-build==3.37.0 \
+    --hash=sha256:38a119fa1ab0461c930233ad6c98bc2534e375f033b52269e1a75ebe2e08cb98 \
+    --hash=sha256:5b06bb2831e1ed74b13eb72c420c7416ec7cd166dd8b97f257843c0da2d21e3a
     # via apache-beam
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -809,13 +809,13 @@ google-cloud-core==2.6.0 \
     #   google-cloud-datastore
     #   google-cloud-spanner
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.25.0 \
+    --hash=sha256:dd646a3d8f99c2750bb5f6e0f18ece7bed95fd76e02dacaddbfa35a2b22328ff \
+    --hash=sha256:e47e25933bcfad7118335015b0de2f2b2b5444e81f6f029a62040f568f4f52eb
     # via apache-beam
-google-cloud-dlp==3.36.0 \
-    --hash=sha256:a239a214303ca08ccdcdd7b6ee270d2ce4e4e81955a05648ffdb383204bf5ca6 \
-    --hash=sha256:e215c4d74e87108449838fb81f60875f3811772f645aa0455753d74069395dec
+google-cloud-dlp==3.37.0 \
+    --hash=sha256:2d7a0254c0b7de5e11d392250c55b9ce7f579d34e56ef9ae0fb1bf9f453317f8 \
+    --hash=sha256:ce339706e777f1a704db42c524b63c3b382b029d77b755813a01ad82e7d0e932
     # via apache-beam
 google-cloud-kms==3.13.0 \
     --hash=sha256:672fdc594b928b0415c22e41f3d67c854e940a8a5917e8ff16a6566096b12407 \
@@ -825,13 +825,13 @@ google-cloud-language==2.20.0 \
     --hash=sha256:32844e562f7f15e9f8136186913c818513e1f40c3bd685ddd44c3b5b2855dc93 \
     --hash=sha256:c290c2f6debde9e874523d03b7fdf1cef699f7360605829b087ea71be34f3988
     # via apache-beam
-google-cloud-monitoring==2.30.0 \
-    --hash=sha256:2729f3b88a4798b7757b1d9d31b6cb562bb3544e8173765e4e5cd44d8685b1ed \
-    --hash=sha256:a9530aa9aa246c490810dfa7be32d67e8340d19108acc99cbc02d1ed494fba76
+google-cloud-monitoring==2.31.0 \
+    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
+    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
     # via google-cloud-spanner
-google-cloud-pubsub==2.38.0 \
-    --hash=sha256:9212309f8d6cfaefb577bca52492b13464b56e584505408685d63e69346c56cf \
-    --hash=sha256:fed2c40cfb77d58f6dced563a8146a8c34319c7dfbbb4d045b6c9c101e043db9
+google-cloud-pubsub==2.39.0 \
+    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
+    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
     # via apache-beam
 google-cloud-recommendations-ai==0.10.18 \
     --hash=sha256:a6bccb45744fd89f038aa3e19502d1f46ea61c438dd2c08528533f8e185ec469 \
@@ -841,17 +841,17 @@ google-cloud-resource-manager==1.17.0 \
     --hash=sha256:0f486b62e2c58ff992a3a50fa0f4a96eef7750aa6c971bb373398ccb91828660 \
     --hash=sha256:e479baf4b014a57f298e01b8279e3290b032e3476d69c8e5e1427af8f82739a5
     # via google-cloud-aiplatform
-google-cloud-secret-manager==2.28.0 \
-    --hash=sha256:15bcb9d7d3442d842ebac94e2d6e428a11d79cf1aeb91a005a0576f257643317 \
-    --hash=sha256:5763f42a449c27597fb42d40fa93e2c56b02dbceba0c41da202fb97e810cb278
+google-cloud-secret-manager==2.29.0 \
+    --hash=sha256:21bac2d0adb0bb3c13c346d7223832f197c2266534528a1bf1402774e06395a3 \
+    --hash=sha256:ee64133af8fdb3780affb65ec6ccf10ab15a0113d8edeba388665f4be87ce1be
     # via apache-beam
-google-cloud-spanner==3.66.0 \
-    --hash=sha256:a5de352c9cce75ba1b1b2e767816b14c6d147815c7450dbf42aae34773fad3f5 \
-    --hash=sha256:a5ec48576022fc064d7217ec5011ce1f159eb8eac669de0acd8a4497c205d872
+google-cloud-spanner==3.67.0 \
+    --hash=sha256:0a01173c2e29aa371173809a15ecb10794b168f1f2edad7c5789a44e47c25d15 \
+    --hash=sha256:d83b9267db6486972affa69711bc0a182541d58c5931cf4956ca71956f427251
     # via apache-beam
-google-cloud-storage==2.19.0 \
-    --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
-    --hash=sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2
+google-cloud-storage==3.11.0 \
+    --hash=sha256:498bf37c999028f69a245f586b5e50d89f59df1fafc0e3a93783ac56be2a456b \
+    --hash=sha256:cfcc33aa6b899ec9dd1771286f8e79fbed5c35c1c174718071b079aa827f37c2
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -901,13 +901,13 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==2.7.0 \
-    --hash=sha256:21cac381e09a869151706aba797b6a4f96cfe92c484e13204d092caee7ff11cb \
-    --hash=sha256:3c6f32f5ced9877ededd1b384b5e5b7f09c20046ec3390b662b16d8cd1882ac5
+google-genai==2.8.0 \
+    --hash=sha256:37a9b3cb127d763e7f4ca47452ae3562c87728773bd1b149f7b559c239da2bc1 \
+    --hash=sha256:4da0a223a100f4b37f609a68b835e3326ab0fa313314dc0fd9d34e76ee293844
     # via google-cloud-aiplatform
-google-resumable-media==2.9.0 \
-    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
-    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
@@ -999,6 +999,7 @@ grpcio==1.81.0 \
     #   google-cloud-pubsub
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-videointelligence
     #   google-cloud-vision
     #   googleapis-common-protos
@@ -1101,9 +1102,9 @@ hyperframe==6.1.0 \
     --hash=sha256:b03380493a519fce58ea5af42e4a42317bf9bd425596f7a0835ffce80f1a42e5 \
     --hash=sha256:f630908a00854a7adeabd6382b43923a4c4cd4b821fcb527e6ab9e15382a3b08
     # via h2
-idna==3.17 \
-    --hash=sha256:466e48829084efe2548012b855df21540b96f2e20e51bd124c851536556a592c \
-    --hash=sha256:5eb0cb53bc467c12eadcf6de83163ad8527cec9416f44b9b61b19caedad2b87f
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
@@ -2424,6 +2425,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   apache-beam
diff --git a/python/src/main/python/job-builder-server/requirements.txt b/python/src/main/python/job-builder-server/requirements.txt
index e9ec4cf0d5..b6ccf2c977 100644
--- a/python/src/main/python/job-builder-server/requirements.txt
+++ b/python/src/main/python/job-builder-server/requirements.txt
@@ -33,127 +33,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
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+    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
+    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
+    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
+    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
+    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
+    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
+    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
+    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
+    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
+    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
+    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
+    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
+    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
+    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
+    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
+    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
+    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
+    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
+    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
+    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
+    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
     # via cloud-sql-python-connector
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
@@ -169,33 +168,33 @@ anyio==4.13.0 \
     # via
     #   google-genai
     #   httpx
-apache-beam[aws,dataframe,gcp,test,yaml]==2.73.0 \
-    --hash=sha256:000ecb654497943f729c3195489ffdb2a22cf328919d2c279a9682ecb8ec4550 \
-    --hash=sha256:03b8b849a1ee4e7f22368dbd227a4c31d2e11262ee6f450eac71eb0a51e44b39 \
-    --hash=sha256:2725e862fa577ae8bc8411970e8f51b1418bd2cf9b2174900d86eb9a3add4887 \
-    --hash=sha256:459ac4b803b9e37a5ea7002a39a0d3eca23a4fe475c8d839e87beb52f3cf2726 \
-    --hash=sha256:4eb9fd06f3c011630b1b4f52f44e9e3187c3f489ebd9f7917e1391ccbdb6f5df \
-    --hash=sha256:4f12dc7235803ff3b32053838422af7c0d792f9736fcda221e91a8b3a9342033 \
-    --hash=sha256:5845bd726d4a724b4a80ffcd8908a179777ef3d360d1e635ec25315f2292561d \
-    --hash=sha256:59c96215d0661acd955cb82814689f2f7e5dc84d8916a4ec348ec18f18e7a1ee \
-    --hash=sha256:5b56da8da361f1d8df9c57e04d91c6d1cf3856164e74e4cc50b3489fb7305078 \
-    --hash=sha256:65c23529ede80d970494a602af18c64686e1ac609ae89f941527b1932197177e \
-    --hash=sha256:6f49a4537983a602ca42b4697d8a2b9274d228b32832168f9deaf2b69eed17ce \
-    --hash=sha256:70b8d253866b9fec9e58d142b39af94f3249fdefad9db3fff9d787e9c568eaf1 \
-    --hash=sha256:799ccecf8ba8d0a762981f4dae46a5c7cdc0601083cea0fb9cd73e534f6dba65 \
-    --hash=sha256:7a53e08ab11eb15ec69e07b9532877180bf8eeeec3d95c68e959503a51de4236 \
-    --hash=sha256:7ff342ae4f833f92434b8b8ae42765953a72976dd7b494d3320bd44208cd8abb \
-    --hash=sha256:84258f653a7a57fdbd2652154aebea66524f65ceef5791f8565958c5d02d1bc1 \
-    --hash=sha256:8b4fb5e0993db8d6a7d7b6ebef4dffab4087d31f4d43f61560ee5d783ff22080 \
-    --hash=sha256:8fb999aae2aab0cad8ab713df6e812d5f6c7dcefa2f14609a2e1e18cc2da5f12 \
-    --hash=sha256:940da90c516d21b7fd0198a4a6c137ef61f6f84a9317705deb4c44ff8f9e7efb \
-    --hash=sha256:b47249eb614b4b6ecfa75aca2c1be060b6cc4579b72d14f9993895f39ed57c18 \
-    --hash=sha256:c2dd20fae4cfc3a6603bc01451763efb56a2ba34cac55db398ec9796a1dc6db9 \
-    --hash=sha256:de64076ec85312c9ae1c5e89c046709afed19e1e76f2a8637cfc00163d308691 \
-    --hash=sha256:dec2fb013affb7b8ffb33aa574de6b5a0206aa6d3d041cc9db48dd342c8b8c4e \
-    --hash=sha256:ec35d5e4b779262c9b4f9589f745b65cb21e5ca2f40308412a8b6b6ccf40f285 \
-    --hash=sha256:fb2f7a537e21c7fec806d1ae7c246d6983a1c38467a41949c35a40fdb9388fbe \
-    --hash=sha256:ff9b6b320729051ce97c9809f64b825c9056694cc4c9afd3385fe124dcc60b80
+apache-beam[aws,dataframe,gcp,test,yaml]==2.74.0 \
+    --hash=sha256:009658bf30088daaca2086817c44f013d4291b3cb1eb1d10db4965b196e33326 \
+    --hash=sha256:155ea1d842013cc9c9cb63922591418b73b3fe53f212adaf8e17cc873f124273 \
+    --hash=sha256:2bab02d6ca488372c4063e003b068a0918dd55aa094a3102493ba3ff258e7938 \
+    --hash=sha256:2fc4dbed5c3439dfaccdbdd705908c396409e1debefeed199775abccb6555be6 \
+    --hash=sha256:325d53db346ebc15eb907ae9627a0d7ff685b81ee0c7d6a33bd775b182f4a499 \
+    --hash=sha256:498042637fe8b0381f7de85d42ca5587e7842e93263073e8a7eb4d2878e914c2 \
+    --hash=sha256:58230e471645016843fc18a314ef4a5f8786102a5a67bda81cbefefde5c74dd8 \
+    --hash=sha256:5bdd896383288564749709023b3dd80268bab0a5f3a66ec2d83a63aa34190801 \
+    --hash=sha256:5c907f9746f23b60773f3fc84108b35900e2881d6c58d59dbe82e6e645f0c36f \
+    --hash=sha256:5e499f97bdb607b5e638318b27d3ff224e8c5a6a8bfd3e36ccb529e09875b96e \
+    --hash=sha256:77d0501f580e9182186253d2cb639b10c84d22e8620ec3d7f4c82b056a48b784 \
+    --hash=sha256:893e2ab7350c71d9b466e1b1dcad1f30cbfded3dcdcdf91d5398090fe52781f9 \
+    --hash=sha256:8af761859708f825482c25e54511e52bef40f544a087b321c06373f31d54d396 \
+    --hash=sha256:90011b88401d164c54de218662a556b7a8ec1469d63550a93d4a003cda199e52 \
+    --hash=sha256:96c17988131a056b55c6506b89bc411b3952a42d3fee535ebc62589f609cb494 \
+    --hash=sha256:9ba0172f3e03a08d41ccb95fe2dabe5a107c5ce3795e5cbd711ad1e5ae214cde \
+    --hash=sha256:9c138d8042d3289aa169e5cf573c7d895ac958276b84fad87eef80a94a16a709 \
+    --hash=sha256:9ed30f753a68b0876b7dbec76d210dc14d0849bd5a42c2fd853e6548c89ba092 \
+    --hash=sha256:c685b2db8330ad220ae39815dcfa5a0493ceb471f872568e746f34f7a04fe1a4 \
+    --hash=sha256:dad6e993f5d5faa34d18979d93ac6155a8271107676eecd89269cb076341d09a \
+    --hash=sha256:de931ba5264e23f0f1208c3e855074ed208be5db20807c55c636ec8cd0e12245 \
+    --hash=sha256:eb9fd400b0bce1a78e50d9bea383eef5bc960cc1876346a2c68ed22789dc4f83 \
+    --hash=sha256:ef53ecb4e2bc7a7ef93e286e11f0b1329d6b238bc310f60f19581b54d255b613 \
+    --hash=sha256:f043f8e25ec12209595d58f823bb4a9630a6ddb9f6e5bad04d667640b2fa2cc6 \
+    --hash=sha256:f8a816454ea315e033a258a00b153d96f00b72693d58911c679a0dd4306bc545 \
+    --hash=sha256:fe425771fa3d3a6349d590980a122a3f32f7ec42033f7bd2123e7853d12337cd
     # via
     #   -r python/default_base_yaml_requirements.txt
     #   job-builder-util-transforms
@@ -222,13 +221,13 @@ betterproto==2.0.0b6 \
     --hash=sha256:720ae92697000f6fcf049c69267d957f0871654c8b0d7458906607685daee784 \
     --hash=sha256:a0839ec165d110a69d0d116f4d0e2bec8d186af4db826257931f0831dab73fcf
     # via envoy-data-plane
-boto3==1.43.18 \
-    --hash=sha256:33138883e984eb1937d1553da699182c8ad2099138091e885b65c9accbccea16 \
-    --hash=sha256:7b62ce5c0a51428d692aa4f2adc9dc2a4a4c2989bf65a0a12834eeffa99b0b84
+boto3==1.43.23 \
+    --hash=sha256:5d26498702ffd021dc0d57d0eefcc7101cd995ea0ed08c057c9b631efccbaa48 \
+    --hash=sha256:8afc058924ef8a5c62467fe2e1e2e0304c22018587a044714da89f9c602ba856
     # via apache-beam
-botocore==1.43.18 \
-    --hash=sha256:dc8c105351b49688c667065cd5a45fc5b9db982657cefc9e3fbfb9417a55c7df \
-    --hash=sha256:e2610fce16df9f89deab5f3c163430a814e6804034eb95bef8957c8db60b7dbc
+botocore==1.43.23 \
+    --hash=sha256:69ff3d951cb644d1d84db646663c7eb919dc9c0c47e5768e947c8a71121b3d77 \
+    --hash=sha256:a6737c598750f330bfa8ef2be2d9fa84b5d2d643b6bbb0d22e129e03b7535df1
     # via
     #   boto3
     #   s3transfer
@@ -746,9 +745,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.31.0 \
+    --hash=sha256:2be84ee0f584c48e6bde1b36766e23348b361fb7e55e56135fc76ce1c397f9c2 \
+    --hash=sha256:ef79fb3784c71cbac89cbd03301ba0c8fb8ad2aa95d7f9204dd9628f7adf59ab
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -797,6 +796,7 @@ google-auth[requests]==2.53.0 \
     #   google-cloud-recommendations-ai
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-storage
     #   google-cloud-videointelligence
     #   google-cloud-vision
@@ -806,9 +806,9 @@ google-auth-httplib2==0.2.1 \
     --hash=sha256:1be94c611db91c01f9703e7f62b0a59bbd5587a95571c7b6fade510d648bc08b \
     --hash=sha256:5ef03be3927423c87fb69607b42df23a444e434ddb2555b73b3679793187b7de
     # via apache-beam
-google-cloud-aiplatform==1.154.0 \
-    --hash=sha256:3cfb5afb9006ee202eab93ffc19aeeb111d9e62b574ebf80d7ab91aa9f463677 \
-    --hash=sha256:62128634cfe8343aab94fd7ba27d74794f4023cd61b65ae176c972abe53e8a84
+google-cloud-aiplatform==1.156.0 \
+    --hash=sha256:ae78ee795b571d3801ac472e155ba66e7de9e7243ffe3092382329f230df5533 \
+    --hash=sha256:b2f8c92d7e3fd50a1570e433d596fb863f8ced528ede657e85d46e25b8445a25
     # via apache-beam
 google-cloud-bigquery==3.41.0 \
     --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
@@ -816,17 +816,17 @@ google-cloud-bigquery==3.41.0 \
     # via
     #   apache-beam
     #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.38.0 \
-    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
-    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via apache-beam
 google-cloud-bigtable==2.38.0 \
     --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
     --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via apache-beam
-google-cloud-build==3.36.0 \
-    --hash=sha256:4a350eb90c384a8ce08649a3384c3813bf4708590e02353f953cc57b1aa2e15f \
-    --hash=sha256:f70de0882ffd0f48ff39b7fcb8b543c2eaeda06c2f067b8aa61125b9427d3ffc
+google-cloud-build==3.37.0 \
+    --hash=sha256:38a119fa1ab0461c930233ad6c98bc2534e375f033b52269e1a75ebe2e08cb98 \
+    --hash=sha256:5b06bb2831e1ed74b13eb72c420c7416ec7cd166dd8b97f257843c0da2d21e3a
     # via apache-beam
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -838,13 +838,13 @@ google-cloud-core==2.6.0 \
     #   google-cloud-datastore
     #   google-cloud-spanner
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.25.0 \
+    --hash=sha256:dd646a3d8f99c2750bb5f6e0f18ece7bed95fd76e02dacaddbfa35a2b22328ff \
+    --hash=sha256:e47e25933bcfad7118335015b0de2f2b2b5444e81f6f029a62040f568f4f52eb
     # via apache-beam
-google-cloud-dlp==3.36.0 \
-    --hash=sha256:a239a214303ca08ccdcdd7b6ee270d2ce4e4e81955a05648ffdb383204bf5ca6 \
-    --hash=sha256:e215c4d74e87108449838fb81f60875f3811772f645aa0455753d74069395dec
+google-cloud-dlp==3.37.0 \
+    --hash=sha256:2d7a0254c0b7de5e11d392250c55b9ce7f579d34e56ef9ae0fb1bf9f453317f8 \
+    --hash=sha256:ce339706e777f1a704db42c524b63c3b382b029d77b755813a01ad82e7d0e932
     # via apache-beam
 google-cloud-kms==3.13.0 \
     --hash=sha256:672fdc594b928b0415c22e41f3d67c854e940a8a5917e8ff16a6566096b12407 \
@@ -854,13 +854,13 @@ google-cloud-language==2.20.0 \
     --hash=sha256:32844e562f7f15e9f8136186913c818513e1f40c3bd685ddd44c3b5b2855dc93 \
     --hash=sha256:c290c2f6debde9e874523d03b7fdf1cef699f7360605829b087ea71be34f3988
     # via apache-beam
-google-cloud-monitoring==2.30.0 \
-    --hash=sha256:2729f3b88a4798b7757b1d9d31b6cb562bb3544e8173765e4e5cd44d8685b1ed \
-    --hash=sha256:a9530aa9aa246c490810dfa7be32d67e8340d19108acc99cbc02d1ed494fba76
+google-cloud-monitoring==2.31.0 \
+    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
+    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
     # via google-cloud-spanner
-google-cloud-pubsub==2.38.0 \
-    --hash=sha256:9212309f8d6cfaefb577bca52492b13464b56e584505408685d63e69346c56cf \
-    --hash=sha256:fed2c40cfb77d58f6dced563a8146a8c34319c7dfbbb4d045b6c9c101e043db9
+google-cloud-pubsub==2.39.0 \
+    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
+    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
     # via apache-beam
 google-cloud-recommendations-ai==0.10.18 \
     --hash=sha256:a6bccb45744fd89f038aa3e19502d1f46ea61c438dd2c08528533f8e185ec469 \
@@ -870,17 +870,17 @@ google-cloud-resource-manager==1.17.0 \
     --hash=sha256:0f486b62e2c58ff992a3a50fa0f4a96eef7750aa6c971bb373398ccb91828660 \
     --hash=sha256:e479baf4b014a57f298e01b8279e3290b032e3476d69c8e5e1427af8f82739a5
     # via google-cloud-aiplatform
-google-cloud-secret-manager==2.28.0 \
-    --hash=sha256:15bcb9d7d3442d842ebac94e2d6e428a11d79cf1aeb91a005a0576f257643317 \
-    --hash=sha256:5763f42a449c27597fb42d40fa93e2c56b02dbceba0c41da202fb97e810cb278
+google-cloud-secret-manager==2.29.0 \
+    --hash=sha256:21bac2d0adb0bb3c13c346d7223832f197c2266534528a1bf1402774e06395a3 \
+    --hash=sha256:ee64133af8fdb3780affb65ec6ccf10ab15a0113d8edeba388665f4be87ce1be
     # via apache-beam
-google-cloud-spanner==3.66.0 \
-    --hash=sha256:a5de352c9cce75ba1b1b2e767816b14c6d147815c7450dbf42aae34773fad3f5 \
-    --hash=sha256:a5ec48576022fc064d7217ec5011ce1f159eb8eac669de0acd8a4497c205d872
+google-cloud-spanner==3.67.0 \
+    --hash=sha256:0a01173c2e29aa371173809a15ecb10794b168f1f2edad7c5789a44e47c25d15 \
+    --hash=sha256:d83b9267db6486972affa69711bc0a182541d58c5931cf4956ca71956f427251
     # via apache-beam
-google-cloud-storage==2.19.0 \
-    --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
-    --hash=sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2
+google-cloud-storage==3.11.0 \
+    --hash=sha256:498bf37c999028f69a245f586b5e50d89f59df1fafc0e3a93783ac56be2a456b \
+    --hash=sha256:cfcc33aa6b899ec9dd1771286f8e79fbed5c35c1c174718071b079aa827f37c2
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -930,13 +930,13 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==2.7.0 \
-    --hash=sha256:21cac381e09a869151706aba797b6a4f96cfe92c484e13204d092caee7ff11cb \
-    --hash=sha256:3c6f32f5ced9877ededd1b384b5e5b7f09c20046ec3390b662b16d8cd1882ac5
+google-genai==2.8.0 \
+    --hash=sha256:37a9b3cb127d763e7f4ca47452ae3562c87728773bd1b149f7b559c239da2bc1 \
+    --hash=sha256:4da0a223a100f4b37f609a68b835e3326ab0fa313314dc0fd9d34e76ee293844
     # via google-cloud-aiplatform
-google-resumable-media==2.9.0 \
-    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
-    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
@@ -1109,6 +1109,7 @@ grpcio==1.81.0 \
     #   google-cloud-pubsub
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-videointelligence
     #   google-cloud-vision
     #   googleapis-common-protos
@@ -1215,9 +1216,9 @@ hypothesis==6.148.3 \
     --hash=sha256:bd81221740d8658473060ad900dc831f889f156fdb41210ba2f47cfad10a66ed \
     --hash=sha256:e7dd193da9800234ec5e1541c1eddde4bddff49b53faf690ba68a0af55a7abb3
     # via apache-beam
-idna==3.17 \
-    --hash=sha256:466e48829084efe2548012b855df21540b96f2e20e51bd124c851536556a592c \
-    --hash=sha256:5eb0cb53bc467c12eadcf6de83163ad8527cec9416f44b9b61b19caedad2b87f
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
@@ -2604,9 +2605,9 @@ pyparsing==3.3.2 \
     # via
     #   httplib2
     #   pydot
-pytest==8.4.2 \
-    --hash=sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01 \
-    --hash=sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79
+pytest==9.0.3 \
+    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9 \
+    --hash=sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c
     # via
     #   apache-beam
     #   pytest-timeout
@@ -3214,6 +3215,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   apache-beam
diff --git a/python/src/main/python/streaming-llm/requirements.txt b/python/src/main/python/streaming-llm/requirements.txt
index 06f873d1ff..d2680f6448 100644
--- a/python/src/main/python/streaming-llm/requirements.txt
+++ b/python/src/main/python/streaming-llm/requirements.txt
@@ -23,7 +23,7 @@
 # This file is autogenerated by pip-compile with Python 3.11
 # by the following command:
 #
-#    pip-compile --allow-unsafe --generate-hashes --output-file=python/../python/src/main/python/streaming-llm/requirements.txt python/../python/src/main/python/streaming-llm/base_requirements.txt
+#    pip-compile --allow-unsafe --generate-hashes --output-file=./python/../python/src/main/python/streaming-llm/requirements.txt ./python/../python/src/main/python/streaming-llm/base_requirements.txt
 #
 aiofiles==25.1.0 \
     --hash=sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2 \
@@ -173,28 +173,33 @@ anyio==4.13.0 \
     # via
     #   google-genai
     #   httpx
-apache-beam[gcp]==2.72.0 \
-    --hash=sha256:0674cb64ea27290b2303d3348125e244ba0fc551a94fc061775dc6a8ee3cd26d \
-    --hash=sha256:06e3ec4cbf97b4c5a8c6e73823cee6d85b87d47c6edb485e8b6ed18a8886e836 \
-    --hash=sha256:178d6fcc84e7ce1448adaaa0d6583e8467a12bd4d3556c30289f361aacc9e3a9 \
-    --hash=sha256:2c9dd7d5730c0fd97ae33ddc4912d126c62043b2936dea80ec1023da203a1e2d \
-    --hash=sha256:2d44e2ff6b40ce447fd23e9d3d02429647b5bbbe14574198b4870be66ca0dace \
-    --hash=sha256:3c3a260948fd60684747e8b68ea482eaa6eb06cdae7c723e9385ee91c093dbce \
-    --hash=sha256:4470453c76b2d86558e916b86cfa0e5dc9d0d525ad12d680e5684aa8226c77c7 \
-    --hash=sha256:4be89be9c916cf8c25184ea84d0e3fe2d950a2e9fa92f360b7f49bdbd3176553 \
-    --hash=sha256:4e2b13e6e19b044c23f2800269f59c902bf569f5cecc892e9040efde1fd52b78 \
-    --hash=sha256:517758c7dfcbade1f580822a9371aa626df0b93adbede6f605c12e82707961a2 \
-    --hash=sha256:6ec591e09d125c93ae0c0286cdc1fe21f6c2f6b0fed7090704e1f9a3ea54af63 \
-    --hash=sha256:6f1097ff9969276f35dd31b2247f06dd844510be3f93d5370fb6237eae462d4e \
-    --hash=sha256:7608878eecde0cc023df26a15960c0e6ae2546bd9f7cb197b66417a51a846517 \
-    --hash=sha256:8138c8772803c432e3218a3dee5190feece4a7216883a0ec42cc71476db080ac \
-    --hash=sha256:818fa1625b4b5fa12852f7a347982d978b19146ca13c06a2b1bc5f96a91ccc45 \
-    --hash=sha256:a5c1688894f7dd60da68111168d0abdb3a997c9277ae1ca0f5692b32f3205bd7 \
-    --hash=sha256:c9b1c13f081aed2e1c7c411827d6d3c3cc6ffc9aa0c0445fe5e132de1d20071a \
-    --hash=sha256:ccb2647dce66f7820bb7baf8dee4424ab11b36c14bdf5c4b7c5635c4464a54c4 \
-    --hash=sha256:cdb8fa6c08c8dea0ad1f9e7d8b36b99f6dd3c49f58c12cc0dcb44f8c912b811b \
-    --hash=sha256:d0230a274a0db161fc6bff52f2887ecfe777717f43c925c4bc161f805191d21c \
-    --hash=sha256:eab8631b15e0015cd9125e6a3648d0d6960ddda0f6a18b4bd62b9ad72153b6ff
+apache-beam[gcp]==2.74.0 \
+    --hash=sha256:009658bf30088daaca2086817c44f013d4291b3cb1eb1d10db4965b196e33326 \
+    --hash=sha256:155ea1d842013cc9c9cb63922591418b73b3fe53f212adaf8e17cc873f124273 \
+    --hash=sha256:2bab02d6ca488372c4063e003b068a0918dd55aa094a3102493ba3ff258e7938 \
+    --hash=sha256:2fc4dbed5c3439dfaccdbdd705908c396409e1debefeed199775abccb6555be6 \
+    --hash=sha256:325d53db346ebc15eb907ae9627a0d7ff685b81ee0c7d6a33bd775b182f4a499 \
+    --hash=sha256:498042637fe8b0381f7de85d42ca5587e7842e93263073e8a7eb4d2878e914c2 \
+    --hash=sha256:58230e471645016843fc18a314ef4a5f8786102a5a67bda81cbefefde5c74dd8 \
+    --hash=sha256:5bdd896383288564749709023b3dd80268bab0a5f3a66ec2d83a63aa34190801 \
+    --hash=sha256:5c907f9746f23b60773f3fc84108b35900e2881d6c58d59dbe82e6e645f0c36f \
+    --hash=sha256:5e499f97bdb607b5e638318b27d3ff224e8c5a6a8bfd3e36ccb529e09875b96e \
+    --hash=sha256:77d0501f580e9182186253d2cb639b10c84d22e8620ec3d7f4c82b056a48b784 \
+    --hash=sha256:893e2ab7350c71d9b466e1b1dcad1f30cbfded3dcdcdf91d5398090fe52781f9 \
+    --hash=sha256:8af761859708f825482c25e54511e52bef40f544a087b321c06373f31d54d396 \
+    --hash=sha256:90011b88401d164c54de218662a556b7a8ec1469d63550a93d4a003cda199e52 \
+    --hash=sha256:96c17988131a056b55c6506b89bc411b3952a42d3fee535ebc62589f609cb494 \
+    --hash=sha256:9ba0172f3e03a08d41ccb95fe2dabe5a107c5ce3795e5cbd711ad1e5ae214cde \
+    --hash=sha256:9c138d8042d3289aa169e5cf573c7d895ac958276b84fad87eef80a94a16a709 \
+    --hash=sha256:9ed30f753a68b0876b7dbec76d210dc14d0849bd5a42c2fd853e6548c89ba092 \
+    --hash=sha256:c685b2db8330ad220ae39815dcfa5a0493ceb471f872568e746f34f7a04fe1a4 \
+    --hash=sha256:dad6e993f5d5faa34d18979d93ac6155a8271107676eecd89269cb076341d09a \
+    --hash=sha256:de931ba5264e23f0f1208c3e855074ed208be5db20807c55c636ec8cd0e12245 \
+    --hash=sha256:eb9fd400b0bce1a78e50d9bea383eef5bc960cc1876346a2c68ed22789dc4f83 \
+    --hash=sha256:ef53ecb4e2bc7a7ef93e286e11f0b1329d6b238bc310f60f19581b54d255b613 \
+    --hash=sha256:f043f8e25ec12209595d58f823bb4a9630a6ddb9f6e5bad04d667640b2fa2cc6 \
+    --hash=sha256:f8a816454ea315e033a258a00b153d96f00b72693d58911c679a0dd4306bc545 \
+    --hash=sha256:fe425771fa3d3a6349d590980a122a3f32f7ec42033f7bd2123e7853d12337cd
     # via -r python/../python/src/main/python/streaming-llm/base_requirements.txt
 asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
@@ -212,9 +217,9 @@ beartype==0.22.9 \
     --hash=sha256:8f82b54aa723a2848a56008d18875f91c1db02c32ef6a62319a002e3e25a975f \
     --hash=sha256:d16c9bbc61ea14637596c5f6fbff2ee99cbe3573e46a716401734ef50c3060c2
     # via apache-beam
-betterproto==2.0.0b7 \
-    --hash=sha256:1b1458ca5278d519bcd62556a4c236f998a91d503f0f71c67b0b954747052af2 \
-    --hash=sha256:401ab8055e2f814e77b9c88a74d0e1ae3d1e8a969cced6aeb1b59f71ad63fbd2
+betterproto==2.0.0b6 \
+    --hash=sha256:720ae92697000f6fcf049c69267d957f0871654c8b0d7458906607685daee784 \
+    --hash=sha256:a0839ec165d110a69d0d116f4d0e2bec8d186af4db826257931f0831dab73fcf
     # via envoy-data-plane
 cachetools==6.2.6 \
     --hash=sha256:16c33e1f276b9a9c0b49ab5782d901e3ad3de0dd6da9bf9bcd29ac5672f2f9e6 \
@@ -547,9 +552,9 @@ docstring-parser==0.17.0 \
     --hash=sha256:583de4a309722b3315439bb31d64ba3eebada841f2e2cee23b99df001434c912 \
     --hash=sha256:cf2569abd23dce8099b300f9b4fa8191e9582dda731fd533daf54c4551658708
     # via google-cloud-aiplatform
-envoy-data-plane==0.2.6 \
-    --hash=sha256:6341768b9cf5d6268baced4d2e8b3429f98664fbbe8958dae69ee25316ae869a \
-    --hash=sha256:d1541c8cd00677886a2f93696edf9e3589cd4ac680defc66b3013ffb082f274c
+envoy-data-plane==1.0.3 \
+    --hash=sha256:2eabfe0a98e3cf509c13c80798b93d94992a5ba436a4cdd3b5f805f50f40558f \
+    --hash=sha256:5244abb443435e312dbc42657606795071e4c4adeb3aa5779a689facb1a8e77f
     # via apache-beam
 fastavro==1.12.1 \
     --hash=sha256:00650ca533907361edda22e6ffe8cf87ab2091c5d8aee5c8000b0f2dcdda7ed3 \
@@ -1048,12 +1053,76 @@ grpcio==1.80.0 \
     #   grpc-google-iam-v1
     #   grpc-interceptor
     #   grpcio-status
+    #   grpcio-tools
 grpcio-status==1.80.0 \
     --hash=sha256:4b56990363af50dbf2c2ebb80f1967185c07d87aa25aa2bea45ddb75fc181dbe \
     --hash=sha256:df73802a4c89a3ea88aa2aff971e886fccce162bc2e6511408b3d67a144381cd
     # via
     #   google-api-core
     #   google-cloud-pubsub
+grpcio-tools==1.80.0 \
+    --hash=sha256:017945c3e98a4ed1c4e21399781b4137fc08dfc1f802c8ace2e64ef52d32b142 \
+    --hash=sha256:12f950470449dbeec78317dbc090add7a00eb6ca812af7b0538ab7441e0a42c3 \
+    --hash=sha256:13f60f8d9397c514c6745a967d22b5c8c698347e88deebca1ff2e1b94555e450 \
+    --hash=sha256:1816e8e512402ed0b3fe4a336aaff14f9cb42455aa88fa86f754d53973668bd6 \
+    --hash=sha256:1872a867eb6217de19edb70a4ce4a374ced9d94293533dfd42fa649713f55bf4 \
+    --hash=sha256:18c51e07652ac7386fcdbd11866f8d55a795de073337c12447b5805575339f74 \
+    --hash=sha256:1ba1ffbf2cff71533615e2c5a138ed5569611eec9ae7f9c67b8898e127b54ac0 \
+    --hash=sha256:1c43e5c768578fe0c6de3dbfaabe64af642951e1aa05c487cacedda63fa6c6c4 \
+    --hash=sha256:25742de5958ae4325249a37e724e7c0e5120f8e302a24a977ebd1737b48a5e97 \
+    --hash=sha256:258bc30654a9a2236be4ca8e2ad443e2ac6db7c8cc20454d34cce60265922726 \
+    --hash=sha256:26052b19c6ce0dcf52d1024496aea3e2bdfa864159f06dc7b97b22d041a94b26 \
+    --hash=sha256:31fd01a4038b5dfc4ec79504a17061344f670f851833411717fef66920f13cd7 \
+    --hash=sha256:3399b5fd7b59bcffd59c6b9975a969d9f37a3c87f3e3d63c3a09c147907acb0d \
+    --hash=sha256:3954b5d07ac19d752ee70c7d63ee0ba0f9a840c33e042decf355f04b1ff41d93 \
+    --hash=sha256:3db830eaff1f2c2797328f2fa86c9dcdbd7d81af573a68db81e27afa2182a611 \
+    --hash=sha256:3e8dcfebe34cb54df095de3d5871a4562a85a29f26d0f8bb41ee2c3dcfb11c3c \
+    --hash=sha256:4534022e4d5dd3d7d2183ff5846bf950cbaf889af0ea5290f94212001f7cad84 \
+    --hash=sha256:4c615f3b5c6f7e8e0b06f60e3fa9cebf88372296255268db9e9a23e72bb698bf \
+    --hash=sha256:51caf99c28999e7e0f97e9cea190c1405b7681a57bb2e0631205accd92b43fa4 \
+    --hash=sha256:526b4402d47a0e9b31cd6087e42b7674784617916cc73c764e0bc35ed41b4ee5 \
+    --hash=sha256:57da9e19607fac4a01c48ead333c0dd15d91ed38794dce1194eda308f73e2038 \
+    --hash=sha256:5de4eb2d08bddeee28265c10369934b2d23b8c4acc39d419ee6a58afe34d754f \
+    --hash=sha256:623ee31fc2ff7df9a987b4f3d139c30af17ce46a861ae0e25fb8c112daa32dd8 \
+    --hash=sha256:6451b3f4eb52d12c7f32d04bf8e0185f80521f3f088ad04b8d222b3a4819c71e \
+    --hash=sha256:6a35a73042dc4bbcdd7aafc141ee9966c8ae97bf4b9f0f49e10e3e1aa54139ac \
+    --hash=sha256:6c129da370c5f85f569be2e545317dda786a60dd51d7deea29b03b0c05f6aac3 \
+    --hash=sha256:6c6ce08167fd77fa057dc44fea8501c66d108eeef536073dba55c8fd3684c7a9 \
+    --hash=sha256:727477b9afa4b53f5ec70cafb41c3965d893835e0d4ea9b542fe3d0d005602bf \
+    --hash=sha256:75f00450e08fe648ad8a1eeb25bc52219679d54cdd02f04dfdddc747309d83f6 \
+    --hash=sha256:7843b9ac6ff8ca508424d0dd968bd9a1a4559967e4a290f26be5bd6f04af2234 \
+    --hash=sha256:797c08460cae16b402326eac329aec720dccf45c9f9279b95a352792eb53cf0f \
+    --hash=sha256:7982b5fe42f012686b667dda12916884de95c4b1c65ff64371fb7232a1474b23 \
+    --hash=sha256:7a0106af212748823a6ebd8ffbd9043414216f47cae3835f3187de0a62c415d3 \
+    --hash=sha256:85fe8d15f146c62cb76f38d963e256392d287442b9232717d30ae9e3bbda9bc3 \
+    --hash=sha256:865a2b8e6334c838976ab02a322cbd55c863d2eaf3c1e1a0255883c63996772a \
+    --hash=sha256:88d77bad5dd3cd5e6f952c4ecdd0ee33e0c02ecfc2e4b0cbee3391ac19e0a431 \
+    --hash=sha256:90968f751851abb8b145593609800fa70c837e1c93ba0792c480b1c8d8bc29ef \
+    --hash=sha256:95f0fffb5ca00519f3b602f938169b4dfa04b165e03258323965a9dfe8cc4d80 \
+    --hash=sha256:970ec058fa469dd6dae6ebc687501c5da670d95dead75f62f5b0933dce2c9794 \
+    --hash=sha256:9a765334d3080d147ecf7b8ab04900e56108f6457dde0a3ba7f68c270f9d6efc \
+    --hash=sha256:9c6abc08d3485b2aac99bb58afcd31dc6cd4316ce36cf263ff09cb6df15f287f \
+    --hash=sha256:a225348456575f3ac7851d8e23163195e76d2a905ee340cf73f33da62fba08aa \
+    --hash=sha256:a33e265d4db803495007a6c623eafb0f6b9bb123ff4a0af89e44567dad809b88 \
+    --hash=sha256:a447f28958a8fe84ff0d9d3d9473868feb27ee4a9c9c805e66f5b670121cec59 \
+    --hash=sha256:a9396f02820d3f51c368c2c9dee15c55c77636c91be48a4d5c702e98d6fe0fdc \
+    --hash=sha256:ac6fdd42d5bb18f0d903a067e2825be172deff70cf197164b6f65676cb506c9b \
+    --hash=sha256:b46570a68378539ee2b75a5a43202561f8d753c832798b1047099e3c551cf5d6 \
+    --hash=sha256:b69dc5d6376ab43406304d1e2fc61ccf960b287d4325d77c3d45448c37a9d2da \
+    --hash=sha256:bbf8eeef78fda1966f732f79c1c802fadd5cfd203d845d2af4d314d18569069c \
+    --hash=sha256:c18def9c38d36767946932d2cc7baf39dcae5fea5a02843ea34399871f981a09 \
+    --hash=sha256:cdaa1c9aa8d3a87891a96700cadd29beec214711d6522818d207277f6452567c \
+    --hash=sha256:d19d5a8244311947b96f749c417b32d144641c6953f1164824579e1f0a51d040 \
+    --hash=sha256:d3f9a376a29c9adf62bb56f7ff5bc81eb4abeaf53d1e7dde5015564832901a51 \
+    --hash=sha256:db122ba5ee357e3bb14e8944d69bbebcbdae91d5eace29ed4df3edc53cbc6528 \
+    --hash=sha256:ddefd48c227e6f4d640fe576fac5fb2c4a8898196f513604c8ec7671b3b3d421 \
+    --hash=sha256:e3b6d09f87eb87a8cab58f7e99cae3551467f51b2bcbab17a2fe931e94e7efef \
+    --hash=sha256:e7046837859bbfd10b01786056145480155c16b222c9e209215b68d3be13060e \
+    --hash=sha256:ee101ecda7231770f6a5da1024a9a6ed587a7785f8fe23ab8283f4a1acb3ffe6 \
+    --hash=sha256:f760ac1722f33e774814c37b6aa0444143f612e85088ead7447a0e9cd306a1f1 \
+    --hash=sha256:fb599a3dc89ed1bb24489a2724b2f6dd4cddbbf0f7bdd69c073477bab0dc7554 \
+    --hash=sha256:fc622ed4ca400695f41c9eae3266276c6ba007e4c28164ce53b44e7ccc5e492b
+    # via envoy-data-plane
 grpclib==0.4.9 \
     --hash=sha256:7762ec1c8ed94dfad597475152dd35cbd11aecaaca2f243e29702435ca24cf0e \
     --hash=sha256:cc589c330fa81004c6400a52a566407574498cb5b055fa927013361e21466c46
@@ -2107,6 +2176,7 @@ protobuf==6.33.6 \
     #   googleapis-common-protos
     #   grpc-google-iam-v1
     #   grpcio-status
+    #   grpcio-tools
     #   proto-plus
 pyarrow==23.0.1 \
     --hash=sha256:00be9576d970c31defb5c32eb72ef585bf600ef6d0a82d5eccaae96639cf9d07 \
@@ -2819,7 +2889,6 @@ typing-extensions==4.15.0 \
     #   aiosignal
     #   anyio
     #   apache-beam
-    #   betterproto
     #   google-cloud-aiplatform
     #   google-genai
     #   grpcio
@@ -3145,5 +3214,6 @@ setuptools==81.0.0 \
     --hash=sha256:fdd925d5c5d9f62e4b74b30d6dd7828ce236fd6ed998a08d81de62ce5a6310d6
     # via
     #   -r python/../python/src/main/python/streaming-llm/base_requirements.txt
+    #   grpcio-tools
     #   torch
 
diff --git a/python/src/main/python/word-count-python/requirements.txt b/python/src/main/python/word-count-python/requirements.txt
index c1e8e6cb2c..8726d93b2e 100644
--- a/python/src/main/python/word-count-python/requirements.txt
+++ b/python/src/main/python/word-count-python/requirements.txt
@@ -23,7 +23,7 @@
 # This file is autogenerated by pip-compile with Python 3.11
 # by the following command:
 #
-#    pip-compile --allow-unsafe --generate-hashes --output-file=python/__build__/default_python_requirements.txt python/default_base_python_requirements.txt
+#    pip-compile --allow-unsafe --generate-hashes --output-file=./python/__build__/default_python_requirements.txt ./python/default_base_python_requirements.txt
 #
 aiofiles==25.1.0 \
     --hash=sha256:a8d728f0a29de45dc521f18f07297428d56992a742f0cd2701ba86e44d23d5b2 \
@@ -33,127 +33,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
+aiohttp==3.14.0 \
+    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
+    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
+    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
+    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
+    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
+    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
+    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
+    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
+    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
+    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
+    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
+    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
+    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
+    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
+    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
+    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
+    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
+    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
+    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
+    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
+    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
+    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
+    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
+    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
+    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
+    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
+    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
+    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
+    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
+    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
+    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
+    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
+    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
+    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
+    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
+    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
+    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
+    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
+    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
+    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
+    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
+    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
+    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
+    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
+    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
+    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
+    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
+    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
+    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
+    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
+    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
+    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
+    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
+    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
+    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
+    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
+    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
+    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
+    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
+    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
+    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
+    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
+    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
+    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
+    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
+    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
+    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
+    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
+    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
+    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
+    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
+    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
+    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
+    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
+    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
+    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
+    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
+    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
+    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
+    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
+    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
+    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
+    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
+    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
+    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
+    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
+    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
+    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
+    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
+    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
+    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
+    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
+    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
+    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
+    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
+    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
+    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
+    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
+    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
+    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
+    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
+    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
+    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
+    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
+    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
+    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
+    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
+    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
+    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
+    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
+    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
+    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
+    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
+    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
+    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
+    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
+    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
+    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
+    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
     # via cloud-sql-python-connector
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
@@ -169,33 +168,33 @@ anyio==4.13.0 \
     # via
     #   google-genai
     #   httpx
-apache-beam[gcp]==2.73.0 \
-    --hash=sha256:000ecb654497943f729c3195489ffdb2a22cf328919d2c279a9682ecb8ec4550 \
-    --hash=sha256:03b8b849a1ee4e7f22368dbd227a4c31d2e11262ee6f450eac71eb0a51e44b39 \
-    --hash=sha256:2725e862fa577ae8bc8411970e8f51b1418bd2cf9b2174900d86eb9a3add4887 \
-    --hash=sha256:459ac4b803b9e37a5ea7002a39a0d3eca23a4fe475c8d839e87beb52f3cf2726 \
-    --hash=sha256:4eb9fd06f3c011630b1b4f52f44e9e3187c3f489ebd9f7917e1391ccbdb6f5df \
-    --hash=sha256:4f12dc7235803ff3b32053838422af7c0d792f9736fcda221e91a8b3a9342033 \
-    --hash=sha256:5845bd726d4a724b4a80ffcd8908a179777ef3d360d1e635ec25315f2292561d \
-    --hash=sha256:59c96215d0661acd955cb82814689f2f7e5dc84d8916a4ec348ec18f18e7a1ee \
-    --hash=sha256:5b56da8da361f1d8df9c57e04d91c6d1cf3856164e74e4cc50b3489fb7305078 \
-    --hash=sha256:65c23529ede80d970494a602af18c64686e1ac609ae89f941527b1932197177e \
-    --hash=sha256:6f49a4537983a602ca42b4697d8a2b9274d228b32832168f9deaf2b69eed17ce \
-    --hash=sha256:70b8d253866b9fec9e58d142b39af94f3249fdefad9db3fff9d787e9c568eaf1 \
-    --hash=sha256:799ccecf8ba8d0a762981f4dae46a5c7cdc0601083cea0fb9cd73e534f6dba65 \
-    --hash=sha256:7a53e08ab11eb15ec69e07b9532877180bf8eeeec3d95c68e959503a51de4236 \
-    --hash=sha256:7ff342ae4f833f92434b8b8ae42765953a72976dd7b494d3320bd44208cd8abb \
-    --hash=sha256:84258f653a7a57fdbd2652154aebea66524f65ceef5791f8565958c5d02d1bc1 \
-    --hash=sha256:8b4fb5e0993db8d6a7d7b6ebef4dffab4087d31f4d43f61560ee5d783ff22080 \
-    --hash=sha256:8fb999aae2aab0cad8ab713df6e812d5f6c7dcefa2f14609a2e1e18cc2da5f12 \
-    --hash=sha256:940da90c516d21b7fd0198a4a6c137ef61f6f84a9317705deb4c44ff8f9e7efb \
-    --hash=sha256:b47249eb614b4b6ecfa75aca2c1be060b6cc4579b72d14f9993895f39ed57c18 \
-    --hash=sha256:c2dd20fae4cfc3a6603bc01451763efb56a2ba34cac55db398ec9796a1dc6db9 \
-    --hash=sha256:de64076ec85312c9ae1c5e89c046709afed19e1e76f2a8637cfc00163d308691 \
-    --hash=sha256:dec2fb013affb7b8ffb33aa574de6b5a0206aa6d3d041cc9db48dd342c8b8c4e \
-    --hash=sha256:ec35d5e4b779262c9b4f9589f745b65cb21e5ca2f40308412a8b6b6ccf40f285 \
-    --hash=sha256:fb2f7a537e21c7fec806d1ae7c246d6983a1c38467a41949c35a40fdb9388fbe \
-    --hash=sha256:ff9b6b320729051ce97c9809f64b825c9056694cc4c9afd3385fe124dcc60b80
+apache-beam[gcp]==2.74.0 \
+    --hash=sha256:009658bf30088daaca2086817c44f013d4291b3cb1eb1d10db4965b196e33326 \
+    --hash=sha256:155ea1d842013cc9c9cb63922591418b73b3fe53f212adaf8e17cc873f124273 \
+    --hash=sha256:2bab02d6ca488372c4063e003b068a0918dd55aa094a3102493ba3ff258e7938 \
+    --hash=sha256:2fc4dbed5c3439dfaccdbdd705908c396409e1debefeed199775abccb6555be6 \
+    --hash=sha256:325d53db346ebc15eb907ae9627a0d7ff685b81ee0c7d6a33bd775b182f4a499 \
+    --hash=sha256:498042637fe8b0381f7de85d42ca5587e7842e93263073e8a7eb4d2878e914c2 \
+    --hash=sha256:58230e471645016843fc18a314ef4a5f8786102a5a67bda81cbefefde5c74dd8 \
+    --hash=sha256:5bdd896383288564749709023b3dd80268bab0a5f3a66ec2d83a63aa34190801 \
+    --hash=sha256:5c907f9746f23b60773f3fc84108b35900e2881d6c58d59dbe82e6e645f0c36f \
+    --hash=sha256:5e499f97bdb607b5e638318b27d3ff224e8c5a6a8bfd3e36ccb529e09875b96e \
+    --hash=sha256:77d0501f580e9182186253d2cb639b10c84d22e8620ec3d7f4c82b056a48b784 \
+    --hash=sha256:893e2ab7350c71d9b466e1b1dcad1f30cbfded3dcdcdf91d5398090fe52781f9 \
+    --hash=sha256:8af761859708f825482c25e54511e52bef40f544a087b321c06373f31d54d396 \
+    --hash=sha256:90011b88401d164c54de218662a556b7a8ec1469d63550a93d4a003cda199e52 \
+    --hash=sha256:96c17988131a056b55c6506b89bc411b3952a42d3fee535ebc62589f609cb494 \
+    --hash=sha256:9ba0172f3e03a08d41ccb95fe2dabe5a107c5ce3795e5cbd711ad1e5ae214cde \
+    --hash=sha256:9c138d8042d3289aa169e5cf573c7d895ac958276b84fad87eef80a94a16a709 \
+    --hash=sha256:9ed30f753a68b0876b7dbec76d210dc14d0849bd5a42c2fd853e6548c89ba092 \
+    --hash=sha256:c685b2db8330ad220ae39815dcfa5a0493ceb471f872568e746f34f7a04fe1a4 \
+    --hash=sha256:dad6e993f5d5faa34d18979d93ac6155a8271107676eecd89269cb076341d09a \
+    --hash=sha256:de931ba5264e23f0f1208c3e855074ed208be5db20807c55c636ec8cd0e12245 \
+    --hash=sha256:eb9fd400b0bce1a78e50d9bea383eef5bc960cc1876346a2c68ed22789dc4f83 \
+    --hash=sha256:ef53ecb4e2bc7a7ef93e286e11f0b1329d6b238bc310f60f19581b54d255b613 \
+    --hash=sha256:f043f8e25ec12209595d58f823bb4a9630a6ddb9f6e5bad04d667640b2fa2cc6 \
+    --hash=sha256:f8a816454ea315e033a258a00b153d96f00b72693d58911c679a0dd4306bc545 \
+    --hash=sha256:fe425771fa3d3a6349d590980a122a3f32f7ec42033f7bd2123e7853d12337cd
     # via -r python/default_base_python_requirements.txt
 asn1crypto==1.5.1 \
     --hash=sha256:13ae38502be632115abf8a24cbe5f4da52e3b5231990aff31123c805306ccb9c \
@@ -715,9 +714,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.31.0 \
+    --hash=sha256:2be84ee0f584c48e6bde1b36766e23348b361fb7e55e56135fc76ce1c397f9c2 \
+    --hash=sha256:ef79fb3784c71cbac89cbd03301ba0c8fb8ad2aa95d7f9204dd9628f7adf59ab
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -766,6 +765,7 @@ google-auth[requests]==2.53.0 \
     #   google-cloud-recommendations-ai
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-storage
     #   google-cloud-videointelligence
     #   google-cloud-vision
@@ -775,9 +775,9 @@ google-auth-httplib2==0.2.1 \
     --hash=sha256:1be94c611db91c01f9703e7f62b0a59bbd5587a95571c7b6fade510d648bc08b \
     --hash=sha256:5ef03be3927423c87fb69607b42df23a444e434ddb2555b73b3679793187b7de
     # via apache-beam
-google-cloud-aiplatform==1.154.0 \
-    --hash=sha256:3cfb5afb9006ee202eab93ffc19aeeb111d9e62b574ebf80d7ab91aa9f463677 \
-    --hash=sha256:62128634cfe8343aab94fd7ba27d74794f4023cd61b65ae176c972abe53e8a84
+google-cloud-aiplatform==1.156.0 \
+    --hash=sha256:ae78ee795b571d3801ac472e155ba66e7de9e7243ffe3092382329f230df5533 \
+    --hash=sha256:b2f8c92d7e3fd50a1570e433d596fb863f8ced528ede657e85d46e25b8445a25
     # via apache-beam
 google-cloud-bigquery==3.41.0 \
     --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
@@ -785,17 +785,17 @@ google-cloud-bigquery==3.41.0 \
     # via
     #   apache-beam
     #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.38.0 \
-    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
-    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via apache-beam
 google-cloud-bigtable==2.38.0 \
     --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
     --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via apache-beam
-google-cloud-build==3.36.0 \
-    --hash=sha256:4a350eb90c384a8ce08649a3384c3813bf4708590e02353f953cc57b1aa2e15f \
-    --hash=sha256:f70de0882ffd0f48ff39b7fcb8b543c2eaeda06c2f067b8aa61125b9427d3ffc
+google-cloud-build==3.37.0 \
+    --hash=sha256:38a119fa1ab0461c930233ad6c98bc2534e375f033b52269e1a75ebe2e08cb98 \
+    --hash=sha256:5b06bb2831e1ed74b13eb72c420c7416ec7cd166dd8b97f257843c0da2d21e3a
     # via apache-beam
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -807,13 +807,13 @@ google-cloud-core==2.6.0 \
     #   google-cloud-datastore
     #   google-cloud-spanner
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.25.0 \
+    --hash=sha256:dd646a3d8f99c2750bb5f6e0f18ece7bed95fd76e02dacaddbfa35a2b22328ff \
+    --hash=sha256:e47e25933bcfad7118335015b0de2f2b2b5444e81f6f029a62040f568f4f52eb
     # via apache-beam
-google-cloud-dlp==3.36.0 \
-    --hash=sha256:a239a214303ca08ccdcdd7b6ee270d2ce4e4e81955a05648ffdb383204bf5ca6 \
-    --hash=sha256:e215c4d74e87108449838fb81f60875f3811772f645aa0455753d74069395dec
+google-cloud-dlp==3.37.0 \
+    --hash=sha256:2d7a0254c0b7de5e11d392250c55b9ce7f579d34e56ef9ae0fb1bf9f453317f8 \
+    --hash=sha256:ce339706e777f1a704db42c524b63c3b382b029d77b755813a01ad82e7d0e932
     # via apache-beam
 google-cloud-kms==3.13.0 \
     --hash=sha256:672fdc594b928b0415c22e41f3d67c854e940a8a5917e8ff16a6566096b12407 \
@@ -823,13 +823,13 @@ google-cloud-language==2.20.0 \
     --hash=sha256:32844e562f7f15e9f8136186913c818513e1f40c3bd685ddd44c3b5b2855dc93 \
     --hash=sha256:c290c2f6debde9e874523d03b7fdf1cef699f7360605829b087ea71be34f3988
     # via apache-beam
-google-cloud-monitoring==2.30.0 \
-    --hash=sha256:2729f3b88a4798b7757b1d9d31b6cb562bb3544e8173765e4e5cd44d8685b1ed \
-    --hash=sha256:a9530aa9aa246c490810dfa7be32d67e8340d19108acc99cbc02d1ed494fba76
+google-cloud-monitoring==2.31.0 \
+    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
+    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
     # via google-cloud-spanner
-google-cloud-pubsub==2.38.0 \
-    --hash=sha256:9212309f8d6cfaefb577bca52492b13464b56e584505408685d63e69346c56cf \
-    --hash=sha256:fed2c40cfb77d58f6dced563a8146a8c34319c7dfbbb4d045b6c9c101e043db9
+google-cloud-pubsub==2.39.0 \
+    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
+    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
     # via apache-beam
 google-cloud-recommendations-ai==0.10.18 \
     --hash=sha256:a6bccb45744fd89f038aa3e19502d1f46ea61c438dd2c08528533f8e185ec469 \
@@ -839,17 +839,17 @@ google-cloud-resource-manager==1.17.0 \
     --hash=sha256:0f486b62e2c58ff992a3a50fa0f4a96eef7750aa6c971bb373398ccb91828660 \
     --hash=sha256:e479baf4b014a57f298e01b8279e3290b032e3476d69c8e5e1427af8f82739a5
     # via google-cloud-aiplatform
-google-cloud-secret-manager==2.28.0 \
-    --hash=sha256:15bcb9d7d3442d842ebac94e2d6e428a11d79cf1aeb91a005a0576f257643317 \
-    --hash=sha256:5763f42a449c27597fb42d40fa93e2c56b02dbceba0c41da202fb97e810cb278
+google-cloud-secret-manager==2.29.0 \
+    --hash=sha256:21bac2d0adb0bb3c13c346d7223832f197c2266534528a1bf1402774e06395a3 \
+    --hash=sha256:ee64133af8fdb3780affb65ec6ccf10ab15a0113d8edeba388665f4be87ce1be
     # via apache-beam
-google-cloud-spanner==3.66.0 \
-    --hash=sha256:a5de352c9cce75ba1b1b2e767816b14c6d147815c7450dbf42aae34773fad3f5 \
-    --hash=sha256:a5ec48576022fc064d7217ec5011ce1f159eb8eac669de0acd8a4497c205d872
+google-cloud-spanner==3.67.0 \
+    --hash=sha256:0a01173c2e29aa371173809a15ecb10794b168f1f2edad7c5789a44e47c25d15 \
+    --hash=sha256:d83b9267db6486972affa69711bc0a182541d58c5931cf4956ca71956f427251
     # via apache-beam
-google-cloud-storage==2.19.0 \
-    --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
-    --hash=sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2
+google-cloud-storage==3.11.0 \
+    --hash=sha256:498bf37c999028f69a245f586b5e50d89f59df1fafc0e3a93783ac56be2a456b \
+    --hash=sha256:cfcc33aa6b899ec9dd1771286f8e79fbed5c35c1c174718071b079aa827f37c2
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -899,13 +899,13 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==2.7.0 \
-    --hash=sha256:21cac381e09a869151706aba797b6a4f96cfe92c484e13204d092caee7ff11cb \
-    --hash=sha256:3c6f32f5ced9877ededd1b384b5e5b7f09c20046ec3390b662b16d8cd1882ac5
+google-genai==2.8.0 \
+    --hash=sha256:37a9b3cb127d763e7f4ca47452ae3562c87728773bd1b149f7b559c239da2bc1 \
+    --hash=sha256:4da0a223a100f4b37f609a68b835e3326ab0fa313314dc0fd9d34e76ee293844
     # via google-cloud-aiplatform
-google-resumable-media==2.9.0 \
-    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
-    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
@@ -997,6 +997,7 @@ grpcio==1.81.0 \
     #   google-cloud-pubsub
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-videointelligence
     #   google-cloud-vision
     #   googleapis-common-protos
@@ -1099,9 +1100,9 @@ hyperframe==6.1.0 \
     --hash=sha256:b03380493a519fce58ea5af42e4a42317bf9bd425596f7a0835ffce80f1a42e5 \
     --hash=sha256:f630908a00854a7adeabd6382b43923a4c4cd4b821fcb527e6ab9e15382a3b08
     # via h2
-idna==3.17 \
-    --hash=sha256:466e48829084efe2548012b855df21540b96f2e20e51bd124c851536556a592c \
-    --hash=sha256:5eb0cb53bc467c12eadcf6de83163ad8527cec9416f44b9b61b19caedad2b87f
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
@@ -2422,6 +2423,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   apache-beam
diff --git a/python/src/main/python/yaml-template/requirements.txt b/python/src/main/python/yaml-template/requirements.txt
index e9ec4cf0d5..b6ccf2c977 100644
--- a/python/src/main/python/yaml-template/requirements.txt
+++ b/python/src/main/python/yaml-template/requirements.txt
@@ -33,127 +33,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
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+    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
+    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
+    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
+    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
     # via cloud-sql-python-connector
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
@@ -169,33 +168,33 @@ anyio==4.13.0 \
     # via
     #   google-genai
     #   httpx
-apache-beam[aws,dataframe,gcp,test,yaml]==2.73.0 \
-    --hash=sha256:000ecb654497943f729c3195489ffdb2a22cf328919d2c279a9682ecb8ec4550 \
-    --hash=sha256:03b8b849a1ee4e7f22368dbd227a4c31d2e11262ee6f450eac71eb0a51e44b39 \
-    --hash=sha256:2725e862fa577ae8bc8411970e8f51b1418bd2cf9b2174900d86eb9a3add4887 \
-    --hash=sha256:459ac4b803b9e37a5ea7002a39a0d3eca23a4fe475c8d839e87beb52f3cf2726 \
-    --hash=sha256:4eb9fd06f3c011630b1b4f52f44e9e3187c3f489ebd9f7917e1391ccbdb6f5df \
-    --hash=sha256:4f12dc7235803ff3b32053838422af7c0d792f9736fcda221e91a8b3a9342033 \
-    --hash=sha256:5845bd726d4a724b4a80ffcd8908a179777ef3d360d1e635ec25315f2292561d \
-    --hash=sha256:59c96215d0661acd955cb82814689f2f7e5dc84d8916a4ec348ec18f18e7a1ee \
-    --hash=sha256:5b56da8da361f1d8df9c57e04d91c6d1cf3856164e74e4cc50b3489fb7305078 \
-    --hash=sha256:65c23529ede80d970494a602af18c64686e1ac609ae89f941527b1932197177e \
-    --hash=sha256:6f49a4537983a602ca42b4697d8a2b9274d228b32832168f9deaf2b69eed17ce \
-    --hash=sha256:70b8d253866b9fec9e58d142b39af94f3249fdefad9db3fff9d787e9c568eaf1 \
-    --hash=sha256:799ccecf8ba8d0a762981f4dae46a5c7cdc0601083cea0fb9cd73e534f6dba65 \
-    --hash=sha256:7a53e08ab11eb15ec69e07b9532877180bf8eeeec3d95c68e959503a51de4236 \
-    --hash=sha256:7ff342ae4f833f92434b8b8ae42765953a72976dd7b494d3320bd44208cd8abb \
-    --hash=sha256:84258f653a7a57fdbd2652154aebea66524f65ceef5791f8565958c5d02d1bc1 \
-    --hash=sha256:8b4fb5e0993db8d6a7d7b6ebef4dffab4087d31f4d43f61560ee5d783ff22080 \
-    --hash=sha256:8fb999aae2aab0cad8ab713df6e812d5f6c7dcefa2f14609a2e1e18cc2da5f12 \
-    --hash=sha256:940da90c516d21b7fd0198a4a6c137ef61f6f84a9317705deb4c44ff8f9e7efb \
-    --hash=sha256:b47249eb614b4b6ecfa75aca2c1be060b6cc4579b72d14f9993895f39ed57c18 \
-    --hash=sha256:c2dd20fae4cfc3a6603bc01451763efb56a2ba34cac55db398ec9796a1dc6db9 \
-    --hash=sha256:de64076ec85312c9ae1c5e89c046709afed19e1e76f2a8637cfc00163d308691 \
-    --hash=sha256:dec2fb013affb7b8ffb33aa574de6b5a0206aa6d3d041cc9db48dd342c8b8c4e \
-    --hash=sha256:ec35d5e4b779262c9b4f9589f745b65cb21e5ca2f40308412a8b6b6ccf40f285 \
-    --hash=sha256:fb2f7a537e21c7fec806d1ae7c246d6983a1c38467a41949c35a40fdb9388fbe \
-    --hash=sha256:ff9b6b320729051ce97c9809f64b825c9056694cc4c9afd3385fe124dcc60b80
+apache-beam[aws,dataframe,gcp,test,yaml]==2.74.0 \
+    --hash=sha256:009658bf30088daaca2086817c44f013d4291b3cb1eb1d10db4965b196e33326 \
+    --hash=sha256:155ea1d842013cc9c9cb63922591418b73b3fe53f212adaf8e17cc873f124273 \
+    --hash=sha256:2bab02d6ca488372c4063e003b068a0918dd55aa094a3102493ba3ff258e7938 \
+    --hash=sha256:2fc4dbed5c3439dfaccdbdd705908c396409e1debefeed199775abccb6555be6 \
+    --hash=sha256:325d53db346ebc15eb907ae9627a0d7ff685b81ee0c7d6a33bd775b182f4a499 \
+    --hash=sha256:498042637fe8b0381f7de85d42ca5587e7842e93263073e8a7eb4d2878e914c2 \
+    --hash=sha256:58230e471645016843fc18a314ef4a5f8786102a5a67bda81cbefefde5c74dd8 \
+    --hash=sha256:5bdd896383288564749709023b3dd80268bab0a5f3a66ec2d83a63aa34190801 \
+    --hash=sha256:5c907f9746f23b60773f3fc84108b35900e2881d6c58d59dbe82e6e645f0c36f \
+    --hash=sha256:5e499f97bdb607b5e638318b27d3ff224e8c5a6a8bfd3e36ccb529e09875b96e \
+    --hash=sha256:77d0501f580e9182186253d2cb639b10c84d22e8620ec3d7f4c82b056a48b784 \
+    --hash=sha256:893e2ab7350c71d9b466e1b1dcad1f30cbfded3dcdcdf91d5398090fe52781f9 \
+    --hash=sha256:8af761859708f825482c25e54511e52bef40f544a087b321c06373f31d54d396 \
+    --hash=sha256:90011b88401d164c54de218662a556b7a8ec1469d63550a93d4a003cda199e52 \
+    --hash=sha256:96c17988131a056b55c6506b89bc411b3952a42d3fee535ebc62589f609cb494 \
+    --hash=sha256:9ba0172f3e03a08d41ccb95fe2dabe5a107c5ce3795e5cbd711ad1e5ae214cde \
+    --hash=sha256:9c138d8042d3289aa169e5cf573c7d895ac958276b84fad87eef80a94a16a709 \
+    --hash=sha256:9ed30f753a68b0876b7dbec76d210dc14d0849bd5a42c2fd853e6548c89ba092 \
+    --hash=sha256:c685b2db8330ad220ae39815dcfa5a0493ceb471f872568e746f34f7a04fe1a4 \
+    --hash=sha256:dad6e993f5d5faa34d18979d93ac6155a8271107676eecd89269cb076341d09a \
+    --hash=sha256:de931ba5264e23f0f1208c3e855074ed208be5db20807c55c636ec8cd0e12245 \
+    --hash=sha256:eb9fd400b0bce1a78e50d9bea383eef5bc960cc1876346a2c68ed22789dc4f83 \
+    --hash=sha256:ef53ecb4e2bc7a7ef93e286e11f0b1329d6b238bc310f60f19581b54d255b613 \
+    --hash=sha256:f043f8e25ec12209595d58f823bb4a9630a6ddb9f6e5bad04d667640b2fa2cc6 \
+    --hash=sha256:f8a816454ea315e033a258a00b153d96f00b72693d58911c679a0dd4306bc545 \
+    --hash=sha256:fe425771fa3d3a6349d590980a122a3f32f7ec42033f7bd2123e7853d12337cd
     # via
     #   -r python/default_base_yaml_requirements.txt
     #   job-builder-util-transforms
@@ -222,13 +221,13 @@ betterproto==2.0.0b6 \
     --hash=sha256:720ae92697000f6fcf049c69267d957f0871654c8b0d7458906607685daee784 \
     --hash=sha256:a0839ec165d110a69d0d116f4d0e2bec8d186af4db826257931f0831dab73fcf
     # via envoy-data-plane
-boto3==1.43.18 \
-    --hash=sha256:33138883e984eb1937d1553da699182c8ad2099138091e885b65c9accbccea16 \
-    --hash=sha256:7b62ce5c0a51428d692aa4f2adc9dc2a4a4c2989bf65a0a12834eeffa99b0b84
+boto3==1.43.23 \
+    --hash=sha256:5d26498702ffd021dc0d57d0eefcc7101cd995ea0ed08c057c9b631efccbaa48 \
+    --hash=sha256:8afc058924ef8a5c62467fe2e1e2e0304c22018587a044714da89f9c602ba856
     # via apache-beam
-botocore==1.43.18 \
-    --hash=sha256:dc8c105351b49688c667065cd5a45fc5b9db982657cefc9e3fbfb9417a55c7df \
-    --hash=sha256:e2610fce16df9f89deab5f3c163430a814e6804034eb95bef8957c8db60b7dbc
+botocore==1.43.23 \
+    --hash=sha256:69ff3d951cb644d1d84db646663c7eb919dc9c0c47e5768e947c8a71121b3d77 \
+    --hash=sha256:a6737c598750f330bfa8ef2be2d9fa84b5d2d643b6bbb0d22e129e03b7535df1
     # via
     #   boto3
     #   s3transfer
@@ -746,9 +745,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.31.0 \
+    --hash=sha256:2be84ee0f584c48e6bde1b36766e23348b361fb7e55e56135fc76ce1c397f9c2 \
+    --hash=sha256:ef79fb3784c71cbac89cbd03301ba0c8fb8ad2aa95d7f9204dd9628f7adf59ab
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -797,6 +796,7 @@ google-auth[requests]==2.53.0 \
     #   google-cloud-recommendations-ai
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-storage
     #   google-cloud-videointelligence
     #   google-cloud-vision
@@ -806,9 +806,9 @@ google-auth-httplib2==0.2.1 \
     --hash=sha256:1be94c611db91c01f9703e7f62b0a59bbd5587a95571c7b6fade510d648bc08b \
     --hash=sha256:5ef03be3927423c87fb69607b42df23a444e434ddb2555b73b3679793187b7de
     # via apache-beam
-google-cloud-aiplatform==1.154.0 \
-    --hash=sha256:3cfb5afb9006ee202eab93ffc19aeeb111d9e62b574ebf80d7ab91aa9f463677 \
-    --hash=sha256:62128634cfe8343aab94fd7ba27d74794f4023cd61b65ae176c972abe53e8a84
+google-cloud-aiplatform==1.156.0 \
+    --hash=sha256:ae78ee795b571d3801ac472e155ba66e7de9e7243ffe3092382329f230df5533 \
+    --hash=sha256:b2f8c92d7e3fd50a1570e433d596fb863f8ced528ede657e85d46e25b8445a25
     # via apache-beam
 google-cloud-bigquery==3.41.0 \
     --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
@@ -816,17 +816,17 @@ google-cloud-bigquery==3.41.0 \
     # via
     #   apache-beam
     #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.38.0 \
-    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
-    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via apache-beam
 google-cloud-bigtable==2.38.0 \
     --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
     --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via apache-beam
-google-cloud-build==3.36.0 \
-    --hash=sha256:4a350eb90c384a8ce08649a3384c3813bf4708590e02353f953cc57b1aa2e15f \
-    --hash=sha256:f70de0882ffd0f48ff39b7fcb8b543c2eaeda06c2f067b8aa61125b9427d3ffc
+google-cloud-build==3.37.0 \
+    --hash=sha256:38a119fa1ab0461c930233ad6c98bc2534e375f033b52269e1a75ebe2e08cb98 \
+    --hash=sha256:5b06bb2831e1ed74b13eb72c420c7416ec7cd166dd8b97f257843c0da2d21e3a
     # via apache-beam
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -838,13 +838,13 @@ google-cloud-core==2.6.0 \
     #   google-cloud-datastore
     #   google-cloud-spanner
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.25.0 \
+    --hash=sha256:dd646a3d8f99c2750bb5f6e0f18ece7bed95fd76e02dacaddbfa35a2b22328ff \
+    --hash=sha256:e47e25933bcfad7118335015b0de2f2b2b5444e81f6f029a62040f568f4f52eb
     # via apache-beam
-google-cloud-dlp==3.36.0 \
-    --hash=sha256:a239a214303ca08ccdcdd7b6ee270d2ce4e4e81955a05648ffdb383204bf5ca6 \
-    --hash=sha256:e215c4d74e87108449838fb81f60875f3811772f645aa0455753d74069395dec
+google-cloud-dlp==3.37.0 \
+    --hash=sha256:2d7a0254c0b7de5e11d392250c55b9ce7f579d34e56ef9ae0fb1bf9f453317f8 \
+    --hash=sha256:ce339706e777f1a704db42c524b63c3b382b029d77b755813a01ad82e7d0e932
     # via apache-beam
 google-cloud-kms==3.13.0 \
     --hash=sha256:672fdc594b928b0415c22e41f3d67c854e940a8a5917e8ff16a6566096b12407 \
@@ -854,13 +854,13 @@ google-cloud-language==2.20.0 \
     --hash=sha256:32844e562f7f15e9f8136186913c818513e1f40c3bd685ddd44c3b5b2855dc93 \
     --hash=sha256:c290c2f6debde9e874523d03b7fdf1cef699f7360605829b087ea71be34f3988
     # via apache-beam
-google-cloud-monitoring==2.30.0 \
-    --hash=sha256:2729f3b88a4798b7757b1d9d31b6cb562bb3544e8173765e4e5cd44d8685b1ed \
-    --hash=sha256:a9530aa9aa246c490810dfa7be32d67e8340d19108acc99cbc02d1ed494fba76
+google-cloud-monitoring==2.31.0 \
+    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
+    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
     # via google-cloud-spanner
-google-cloud-pubsub==2.38.0 \
-    --hash=sha256:9212309f8d6cfaefb577bca52492b13464b56e584505408685d63e69346c56cf \
-    --hash=sha256:fed2c40cfb77d58f6dced563a8146a8c34319c7dfbbb4d045b6c9c101e043db9
+google-cloud-pubsub==2.39.0 \
+    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
+    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
     # via apache-beam
 google-cloud-recommendations-ai==0.10.18 \
     --hash=sha256:a6bccb45744fd89f038aa3e19502d1f46ea61c438dd2c08528533f8e185ec469 \
@@ -870,17 +870,17 @@ google-cloud-resource-manager==1.17.0 \
     --hash=sha256:0f486b62e2c58ff992a3a50fa0f4a96eef7750aa6c971bb373398ccb91828660 \
     --hash=sha256:e479baf4b014a57f298e01b8279e3290b032e3476d69c8e5e1427af8f82739a5
     # via google-cloud-aiplatform
-google-cloud-secret-manager==2.28.0 \
-    --hash=sha256:15bcb9d7d3442d842ebac94e2d6e428a11d79cf1aeb91a005a0576f257643317 \
-    --hash=sha256:5763f42a449c27597fb42d40fa93e2c56b02dbceba0c41da202fb97e810cb278
+google-cloud-secret-manager==2.29.0 \
+    --hash=sha256:21bac2d0adb0bb3c13c346d7223832f197c2266534528a1bf1402774e06395a3 \
+    --hash=sha256:ee64133af8fdb3780affb65ec6ccf10ab15a0113d8edeba388665f4be87ce1be
     # via apache-beam
-google-cloud-spanner==3.66.0 \
-    --hash=sha256:a5de352c9cce75ba1b1b2e767816b14c6d147815c7450dbf42aae34773fad3f5 \
-    --hash=sha256:a5ec48576022fc064d7217ec5011ce1f159eb8eac669de0acd8a4497c205d872
+google-cloud-spanner==3.67.0 \
+    --hash=sha256:0a01173c2e29aa371173809a15ecb10794b168f1f2edad7c5789a44e47c25d15 \
+    --hash=sha256:d83b9267db6486972affa69711bc0a182541d58c5931cf4956ca71956f427251
     # via apache-beam
-google-cloud-storage==2.19.0 \
-    --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
-    --hash=sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2
+google-cloud-storage==3.11.0 \
+    --hash=sha256:498bf37c999028f69a245f586b5e50d89f59df1fafc0e3a93783ac56be2a456b \
+    --hash=sha256:cfcc33aa6b899ec9dd1771286f8e79fbed5c35c1c174718071b079aa827f37c2
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -930,13 +930,13 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==2.7.0 \
-    --hash=sha256:21cac381e09a869151706aba797b6a4f96cfe92c484e13204d092caee7ff11cb \
-    --hash=sha256:3c6f32f5ced9877ededd1b384b5e5b7f09c20046ec3390b662b16d8cd1882ac5
+google-genai==2.8.0 \
+    --hash=sha256:37a9b3cb127d763e7f4ca47452ae3562c87728773bd1b149f7b559c239da2bc1 \
+    --hash=sha256:4da0a223a100f4b37f609a68b835e3326ab0fa313314dc0fd9d34e76ee293844
     # via google-cloud-aiplatform
-google-resumable-media==2.9.0 \
-    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
-    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
@@ -1109,6 +1109,7 @@ grpcio==1.81.0 \
     #   google-cloud-pubsub
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-videointelligence
     #   google-cloud-vision
     #   googleapis-common-protos
@@ -1215,9 +1216,9 @@ hypothesis==6.148.3 \
     --hash=sha256:bd81221740d8658473060ad900dc831f889f156fdb41210ba2f47cfad10a66ed \
     --hash=sha256:e7dd193da9800234ec5e1541c1eddde4bddff49b53faf690ba68a0af55a7abb3
     # via apache-beam
-idna==3.17 \
-    --hash=sha256:466e48829084efe2548012b855df21540b96f2e20e51bd124c851536556a592c \
-    --hash=sha256:5eb0cb53bc467c12eadcf6de83163ad8527cec9416f44b9b61b19caedad2b87f
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
@@ -2604,9 +2605,9 @@ pyparsing==3.3.2 \
     # via
     #   httplib2
     #   pydot
-pytest==8.4.2 \
-    --hash=sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01 \
-    --hash=sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79
+pytest==9.0.3 \
+    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9 \
+    --hash=sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c
     # via
     #   apache-beam
     #   pytest-timeout
@@ -3214,6 +3215,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   apache-beam
diff --git a/v2/googlecloud-and-mongodb/src/main/resources/requirements.txt b/v2/googlecloud-and-mongodb/src/main/resources/requirements.txt
index e9ec4cf0d5..b6ccf2c977 100644
--- a/v2/googlecloud-and-mongodb/src/main/resources/requirements.txt
+++ b/v2/googlecloud-and-mongodb/src/main/resources/requirements.txt
@@ -33,127 +33,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
+aiohttp==3.14.0 \
+    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
+    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
+    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
+    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
+    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
+    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
+    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
+    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
+    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
+    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
+    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
+    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
+    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
+    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
+    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
+    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
+    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
+    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
+    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
+    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
+    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
+    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
+    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
+    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
+    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
+    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
+    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
+    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
+    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
+    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
+    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
+    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
+    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
+    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
+    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
+    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
+    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
+    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
+    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
+    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
+    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
+    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
+    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
+    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
+    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
+    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
+    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
+    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
+    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
+    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
+    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
+    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
+    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
+    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
+    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
+    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
+    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
+    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
+    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
+    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
+    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
+    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
+    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
+    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
+    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
+    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
+    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
+    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
+    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
+    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
+    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
+    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
+    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
+    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
+    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
+    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
+    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
+    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
+    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
+    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
+    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
+    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
+    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
+    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
+    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
+    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
+    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
+    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
+    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
+    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
+    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
+    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
+    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
+    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
+    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
+    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
+    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
+    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
+    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
+    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
+    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
+    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
+    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
+    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
+    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
+    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
+    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
+    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
+    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
+    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
+    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
+    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
+    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
+    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
+    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
+    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
+    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
+    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
+    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
     # via cloud-sql-python-connector
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
@@ -169,33 +168,33 @@ anyio==4.13.0 \
     # via
     #   google-genai
     #   httpx
-apache-beam[aws,dataframe,gcp,test,yaml]==2.73.0 \
-    --hash=sha256:000ecb654497943f729c3195489ffdb2a22cf328919d2c279a9682ecb8ec4550 \
-    --hash=sha256:03b8b849a1ee4e7f22368dbd227a4c31d2e11262ee6f450eac71eb0a51e44b39 \
-    --hash=sha256:2725e862fa577ae8bc8411970e8f51b1418bd2cf9b2174900d86eb9a3add4887 \
-    --hash=sha256:459ac4b803b9e37a5ea7002a39a0d3eca23a4fe475c8d839e87beb52f3cf2726 \
-    --hash=sha256:4eb9fd06f3c011630b1b4f52f44e9e3187c3f489ebd9f7917e1391ccbdb6f5df \
-    --hash=sha256:4f12dc7235803ff3b32053838422af7c0d792f9736fcda221e91a8b3a9342033 \
-    --hash=sha256:5845bd726d4a724b4a80ffcd8908a179777ef3d360d1e635ec25315f2292561d \
-    --hash=sha256:59c96215d0661acd955cb82814689f2f7e5dc84d8916a4ec348ec18f18e7a1ee \
-    --hash=sha256:5b56da8da361f1d8df9c57e04d91c6d1cf3856164e74e4cc50b3489fb7305078 \
-    --hash=sha256:65c23529ede80d970494a602af18c64686e1ac609ae89f941527b1932197177e \
-    --hash=sha256:6f49a4537983a602ca42b4697d8a2b9274d228b32832168f9deaf2b69eed17ce \
-    --hash=sha256:70b8d253866b9fec9e58d142b39af94f3249fdefad9db3fff9d787e9c568eaf1 \
-    --hash=sha256:799ccecf8ba8d0a762981f4dae46a5c7cdc0601083cea0fb9cd73e534f6dba65 \
-    --hash=sha256:7a53e08ab11eb15ec69e07b9532877180bf8eeeec3d95c68e959503a51de4236 \
-    --hash=sha256:7ff342ae4f833f92434b8b8ae42765953a72976dd7b494d3320bd44208cd8abb \
-    --hash=sha256:84258f653a7a57fdbd2652154aebea66524f65ceef5791f8565958c5d02d1bc1 \
-    --hash=sha256:8b4fb5e0993db8d6a7d7b6ebef4dffab4087d31f4d43f61560ee5d783ff22080 \
-    --hash=sha256:8fb999aae2aab0cad8ab713df6e812d5f6c7dcefa2f14609a2e1e18cc2da5f12 \
-    --hash=sha256:940da90c516d21b7fd0198a4a6c137ef61f6f84a9317705deb4c44ff8f9e7efb \
-    --hash=sha256:b47249eb614b4b6ecfa75aca2c1be060b6cc4579b72d14f9993895f39ed57c18 \
-    --hash=sha256:c2dd20fae4cfc3a6603bc01451763efb56a2ba34cac55db398ec9796a1dc6db9 \
-    --hash=sha256:de64076ec85312c9ae1c5e89c046709afed19e1e76f2a8637cfc00163d308691 \
-    --hash=sha256:dec2fb013affb7b8ffb33aa574de6b5a0206aa6d3d041cc9db48dd342c8b8c4e \
-    --hash=sha256:ec35d5e4b779262c9b4f9589f745b65cb21e5ca2f40308412a8b6b6ccf40f285 \
-    --hash=sha256:fb2f7a537e21c7fec806d1ae7c246d6983a1c38467a41949c35a40fdb9388fbe \
-    --hash=sha256:ff9b6b320729051ce97c9809f64b825c9056694cc4c9afd3385fe124dcc60b80
+apache-beam[aws,dataframe,gcp,test,yaml]==2.74.0 \
+    --hash=sha256:009658bf30088daaca2086817c44f013d4291b3cb1eb1d10db4965b196e33326 \
+    --hash=sha256:155ea1d842013cc9c9cb63922591418b73b3fe53f212adaf8e17cc873f124273 \
+    --hash=sha256:2bab02d6ca488372c4063e003b068a0918dd55aa094a3102493ba3ff258e7938 \
+    --hash=sha256:2fc4dbed5c3439dfaccdbdd705908c396409e1debefeed199775abccb6555be6 \
+    --hash=sha256:325d53db346ebc15eb907ae9627a0d7ff685b81ee0c7d6a33bd775b182f4a499 \
+    --hash=sha256:498042637fe8b0381f7de85d42ca5587e7842e93263073e8a7eb4d2878e914c2 \
+    --hash=sha256:58230e471645016843fc18a314ef4a5f8786102a5a67bda81cbefefde5c74dd8 \
+    --hash=sha256:5bdd896383288564749709023b3dd80268bab0a5f3a66ec2d83a63aa34190801 \
+    --hash=sha256:5c907f9746f23b60773f3fc84108b35900e2881d6c58d59dbe82e6e645f0c36f \
+    --hash=sha256:5e499f97bdb607b5e638318b27d3ff224e8c5a6a8bfd3e36ccb529e09875b96e \
+    --hash=sha256:77d0501f580e9182186253d2cb639b10c84d22e8620ec3d7f4c82b056a48b784 \
+    --hash=sha256:893e2ab7350c71d9b466e1b1dcad1f30cbfded3dcdcdf91d5398090fe52781f9 \
+    --hash=sha256:8af761859708f825482c25e54511e52bef40f544a087b321c06373f31d54d396 \
+    --hash=sha256:90011b88401d164c54de218662a556b7a8ec1469d63550a93d4a003cda199e52 \
+    --hash=sha256:96c17988131a056b55c6506b89bc411b3952a42d3fee535ebc62589f609cb494 \
+    --hash=sha256:9ba0172f3e03a08d41ccb95fe2dabe5a107c5ce3795e5cbd711ad1e5ae214cde \
+    --hash=sha256:9c138d8042d3289aa169e5cf573c7d895ac958276b84fad87eef80a94a16a709 \
+    --hash=sha256:9ed30f753a68b0876b7dbec76d210dc14d0849bd5a42c2fd853e6548c89ba092 \
+    --hash=sha256:c685b2db8330ad220ae39815dcfa5a0493ceb471f872568e746f34f7a04fe1a4 \
+    --hash=sha256:dad6e993f5d5faa34d18979d93ac6155a8271107676eecd89269cb076341d09a \
+    --hash=sha256:de931ba5264e23f0f1208c3e855074ed208be5db20807c55c636ec8cd0e12245 \
+    --hash=sha256:eb9fd400b0bce1a78e50d9bea383eef5bc960cc1876346a2c68ed22789dc4f83 \
+    --hash=sha256:ef53ecb4e2bc7a7ef93e286e11f0b1329d6b238bc310f60f19581b54d255b613 \
+    --hash=sha256:f043f8e25ec12209595d58f823bb4a9630a6ddb9f6e5bad04d667640b2fa2cc6 \
+    --hash=sha256:f8a816454ea315e033a258a00b153d96f00b72693d58911c679a0dd4306bc545 \
+    --hash=sha256:fe425771fa3d3a6349d590980a122a3f32f7ec42033f7bd2123e7853d12337cd
     # via
     #   -r python/default_base_yaml_requirements.txt
     #   job-builder-util-transforms
@@ -222,13 +221,13 @@ betterproto==2.0.0b6 \
     --hash=sha256:720ae92697000f6fcf049c69267d957f0871654c8b0d7458906607685daee784 \
     --hash=sha256:a0839ec165d110a69d0d116f4d0e2bec8d186af4db826257931f0831dab73fcf
     # via envoy-data-plane
-boto3==1.43.18 \
-    --hash=sha256:33138883e984eb1937d1553da699182c8ad2099138091e885b65c9accbccea16 \
-    --hash=sha256:7b62ce5c0a51428d692aa4f2adc9dc2a4a4c2989bf65a0a12834eeffa99b0b84
+boto3==1.43.23 \
+    --hash=sha256:5d26498702ffd021dc0d57d0eefcc7101cd995ea0ed08c057c9b631efccbaa48 \
+    --hash=sha256:8afc058924ef8a5c62467fe2e1e2e0304c22018587a044714da89f9c602ba856
     # via apache-beam
-botocore==1.43.18 \
-    --hash=sha256:dc8c105351b49688c667065cd5a45fc5b9db982657cefc9e3fbfb9417a55c7df \
-    --hash=sha256:e2610fce16df9f89deab5f3c163430a814e6804034eb95bef8957c8db60b7dbc
+botocore==1.43.23 \
+    --hash=sha256:69ff3d951cb644d1d84db646663c7eb919dc9c0c47e5768e947c8a71121b3d77 \
+    --hash=sha256:a6737c598750f330bfa8ef2be2d9fa84b5d2d643b6bbb0d22e129e03b7535df1
     # via
     #   boto3
     #   s3transfer
@@ -746,9 +745,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.31.0 \
+    --hash=sha256:2be84ee0f584c48e6bde1b36766e23348b361fb7e55e56135fc76ce1c397f9c2 \
+    --hash=sha256:ef79fb3784c71cbac89cbd03301ba0c8fb8ad2aa95d7f9204dd9628f7adf59ab
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -797,6 +796,7 @@ google-auth[requests]==2.53.0 \
     #   google-cloud-recommendations-ai
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-storage
     #   google-cloud-videointelligence
     #   google-cloud-vision
@@ -806,9 +806,9 @@ google-auth-httplib2==0.2.1 \
     --hash=sha256:1be94c611db91c01f9703e7f62b0a59bbd5587a95571c7b6fade510d648bc08b \
     --hash=sha256:5ef03be3927423c87fb69607b42df23a444e434ddb2555b73b3679793187b7de
     # via apache-beam
-google-cloud-aiplatform==1.154.0 \
-    --hash=sha256:3cfb5afb9006ee202eab93ffc19aeeb111d9e62b574ebf80d7ab91aa9f463677 \
-    --hash=sha256:62128634cfe8343aab94fd7ba27d74794f4023cd61b65ae176c972abe53e8a84
+google-cloud-aiplatform==1.156.0 \
+    --hash=sha256:ae78ee795b571d3801ac472e155ba66e7de9e7243ffe3092382329f230df5533 \
+    --hash=sha256:b2f8c92d7e3fd50a1570e433d596fb863f8ced528ede657e85d46e25b8445a25
     # via apache-beam
 google-cloud-bigquery==3.41.0 \
     --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
@@ -816,17 +816,17 @@ google-cloud-bigquery==3.41.0 \
     # via
     #   apache-beam
     #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.38.0 \
-    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
-    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via apache-beam
 google-cloud-bigtable==2.38.0 \
     --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
     --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via apache-beam
-google-cloud-build==3.36.0 \
-    --hash=sha256:4a350eb90c384a8ce08649a3384c3813bf4708590e02353f953cc57b1aa2e15f \
-    --hash=sha256:f70de0882ffd0f48ff39b7fcb8b543c2eaeda06c2f067b8aa61125b9427d3ffc
+google-cloud-build==3.37.0 \
+    --hash=sha256:38a119fa1ab0461c930233ad6c98bc2534e375f033b52269e1a75ebe2e08cb98 \
+    --hash=sha256:5b06bb2831e1ed74b13eb72c420c7416ec7cd166dd8b97f257843c0da2d21e3a
     # via apache-beam
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -838,13 +838,13 @@ google-cloud-core==2.6.0 \
     #   google-cloud-datastore
     #   google-cloud-spanner
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.25.0 \
+    --hash=sha256:dd646a3d8f99c2750bb5f6e0f18ece7bed95fd76e02dacaddbfa35a2b22328ff \
+    --hash=sha256:e47e25933bcfad7118335015b0de2f2b2b5444e81f6f029a62040f568f4f52eb
     # via apache-beam
-google-cloud-dlp==3.36.0 \
-    --hash=sha256:a239a214303ca08ccdcdd7b6ee270d2ce4e4e81955a05648ffdb383204bf5ca6 \
-    --hash=sha256:e215c4d74e87108449838fb81f60875f3811772f645aa0455753d74069395dec
+google-cloud-dlp==3.37.0 \
+    --hash=sha256:2d7a0254c0b7de5e11d392250c55b9ce7f579d34e56ef9ae0fb1bf9f453317f8 \
+    --hash=sha256:ce339706e777f1a704db42c524b63c3b382b029d77b755813a01ad82e7d0e932
     # via apache-beam
 google-cloud-kms==3.13.0 \
     --hash=sha256:672fdc594b928b0415c22e41f3d67c854e940a8a5917e8ff16a6566096b12407 \
@@ -854,13 +854,13 @@ google-cloud-language==2.20.0 \
     --hash=sha256:32844e562f7f15e9f8136186913c818513e1f40c3bd685ddd44c3b5b2855dc93 \
     --hash=sha256:c290c2f6debde9e874523d03b7fdf1cef699f7360605829b087ea71be34f3988
     # via apache-beam
-google-cloud-monitoring==2.30.0 \
-    --hash=sha256:2729f3b88a4798b7757b1d9d31b6cb562bb3544e8173765e4e5cd44d8685b1ed \
-    --hash=sha256:a9530aa9aa246c490810dfa7be32d67e8340d19108acc99cbc02d1ed494fba76
+google-cloud-monitoring==2.31.0 \
+    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
+    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
     # via google-cloud-spanner
-google-cloud-pubsub==2.38.0 \
-    --hash=sha256:9212309f8d6cfaefb577bca52492b13464b56e584505408685d63e69346c56cf \
-    --hash=sha256:fed2c40cfb77d58f6dced563a8146a8c34319c7dfbbb4d045b6c9c101e043db9
+google-cloud-pubsub==2.39.0 \
+    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
+    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
     # via apache-beam
 google-cloud-recommendations-ai==0.10.18 \
     --hash=sha256:a6bccb45744fd89f038aa3e19502d1f46ea61c438dd2c08528533f8e185ec469 \
@@ -870,17 +870,17 @@ google-cloud-resource-manager==1.17.0 \
     --hash=sha256:0f486b62e2c58ff992a3a50fa0f4a96eef7750aa6c971bb373398ccb91828660 \
     --hash=sha256:e479baf4b014a57f298e01b8279e3290b032e3476d69c8e5e1427af8f82739a5
     # via google-cloud-aiplatform
-google-cloud-secret-manager==2.28.0 \
-    --hash=sha256:15bcb9d7d3442d842ebac94e2d6e428a11d79cf1aeb91a005a0576f257643317 \
-    --hash=sha256:5763f42a449c27597fb42d40fa93e2c56b02dbceba0c41da202fb97e810cb278
+google-cloud-secret-manager==2.29.0 \
+    --hash=sha256:21bac2d0adb0bb3c13c346d7223832f197c2266534528a1bf1402774e06395a3 \
+    --hash=sha256:ee64133af8fdb3780affb65ec6ccf10ab15a0113d8edeba388665f4be87ce1be
     # via apache-beam
-google-cloud-spanner==3.66.0 \
-    --hash=sha256:a5de352c9cce75ba1b1b2e767816b14c6d147815c7450dbf42aae34773fad3f5 \
-    --hash=sha256:a5ec48576022fc064d7217ec5011ce1f159eb8eac669de0acd8a4497c205d872
+google-cloud-spanner==3.67.0 \
+    --hash=sha256:0a01173c2e29aa371173809a15ecb10794b168f1f2edad7c5789a44e47c25d15 \
+    --hash=sha256:d83b9267db6486972affa69711bc0a182541d58c5931cf4956ca71956f427251
     # via apache-beam
-google-cloud-storage==2.19.0 \
-    --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
-    --hash=sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2
+google-cloud-storage==3.11.0 \
+    --hash=sha256:498bf37c999028f69a245f586b5e50d89f59df1fafc0e3a93783ac56be2a456b \
+    --hash=sha256:cfcc33aa6b899ec9dd1771286f8e79fbed5c35c1c174718071b079aa827f37c2
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -930,13 +930,13 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==2.7.0 \
-    --hash=sha256:21cac381e09a869151706aba797b6a4f96cfe92c484e13204d092caee7ff11cb \
-    --hash=sha256:3c6f32f5ced9877ededd1b384b5e5b7f09c20046ec3390b662b16d8cd1882ac5
+google-genai==2.8.0 \
+    --hash=sha256:37a9b3cb127d763e7f4ca47452ae3562c87728773bd1b149f7b559c239da2bc1 \
+    --hash=sha256:4da0a223a100f4b37f609a68b835e3326ab0fa313314dc0fd9d34e76ee293844
     # via google-cloud-aiplatform
-google-resumable-media==2.9.0 \
-    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
-    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
@@ -1109,6 +1109,7 @@ grpcio==1.81.0 \
     #   google-cloud-pubsub
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-videointelligence
     #   google-cloud-vision
     #   googleapis-common-protos
@@ -1215,9 +1216,9 @@ hypothesis==6.148.3 \
     --hash=sha256:bd81221740d8658473060ad900dc831f889f156fdb41210ba2f47cfad10a66ed \
     --hash=sha256:e7dd193da9800234ec5e1541c1eddde4bddff49b53faf690ba68a0af55a7abb3
     # via apache-beam
-idna==3.17 \
-    --hash=sha256:466e48829084efe2548012b855df21540b96f2e20e51bd124c851536556a592c \
-    --hash=sha256:5eb0cb53bc467c12eadcf6de83163ad8527cec9416f44b9b61b19caedad2b87f
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
@@ -2604,9 +2605,9 @@ pyparsing==3.3.2 \
     # via
     #   httplib2
     #   pydot
-pytest==8.4.2 \
-    --hash=sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01 \
-    --hash=sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79
+pytest==9.0.3 \
+    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9 \
+    --hash=sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c
     # via
     #   apache-beam
     #   pytest-timeout
@@ -3214,6 +3215,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   apache-beam
diff --git a/v2/googlecloud-to-elasticsearch/src/main/resources/requirements.txt b/v2/googlecloud-to-elasticsearch/src/main/resources/requirements.txt
index e9ec4cf0d5..b6ccf2c977 100644
--- a/v2/googlecloud-to-elasticsearch/src/main/resources/requirements.txt
+++ b/v2/googlecloud-to-elasticsearch/src/main/resources/requirements.txt
@@ -33,127 +33,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
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+    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
+    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
+    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
+    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
+    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
+    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
+    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
+    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
+    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
+    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
+    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
+    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
+    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
+    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
+    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
     # via cloud-sql-python-connector
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
@@ -169,33 +168,33 @@ anyio==4.13.0 \
     # via
     #   google-genai
     #   httpx
-apache-beam[aws,dataframe,gcp,test,yaml]==2.73.0 \
-    --hash=sha256:000ecb654497943f729c3195489ffdb2a22cf328919d2c279a9682ecb8ec4550 \
-    --hash=sha256:03b8b849a1ee4e7f22368dbd227a4c31d2e11262ee6f450eac71eb0a51e44b39 \
-    --hash=sha256:2725e862fa577ae8bc8411970e8f51b1418bd2cf9b2174900d86eb9a3add4887 \
-    --hash=sha256:459ac4b803b9e37a5ea7002a39a0d3eca23a4fe475c8d839e87beb52f3cf2726 \
-    --hash=sha256:4eb9fd06f3c011630b1b4f52f44e9e3187c3f489ebd9f7917e1391ccbdb6f5df \
-    --hash=sha256:4f12dc7235803ff3b32053838422af7c0d792f9736fcda221e91a8b3a9342033 \
-    --hash=sha256:5845bd726d4a724b4a80ffcd8908a179777ef3d360d1e635ec25315f2292561d \
-    --hash=sha256:59c96215d0661acd955cb82814689f2f7e5dc84d8916a4ec348ec18f18e7a1ee \
-    --hash=sha256:5b56da8da361f1d8df9c57e04d91c6d1cf3856164e74e4cc50b3489fb7305078 \
-    --hash=sha256:65c23529ede80d970494a602af18c64686e1ac609ae89f941527b1932197177e \
-    --hash=sha256:6f49a4537983a602ca42b4697d8a2b9274d228b32832168f9deaf2b69eed17ce \
-    --hash=sha256:70b8d253866b9fec9e58d142b39af94f3249fdefad9db3fff9d787e9c568eaf1 \
-    --hash=sha256:799ccecf8ba8d0a762981f4dae46a5c7cdc0601083cea0fb9cd73e534f6dba65 \
-    --hash=sha256:7a53e08ab11eb15ec69e07b9532877180bf8eeeec3d95c68e959503a51de4236 \
-    --hash=sha256:7ff342ae4f833f92434b8b8ae42765953a72976dd7b494d3320bd44208cd8abb \
-    --hash=sha256:84258f653a7a57fdbd2652154aebea66524f65ceef5791f8565958c5d02d1bc1 \
-    --hash=sha256:8b4fb5e0993db8d6a7d7b6ebef4dffab4087d31f4d43f61560ee5d783ff22080 \
-    --hash=sha256:8fb999aae2aab0cad8ab713df6e812d5f6c7dcefa2f14609a2e1e18cc2da5f12 \
-    --hash=sha256:940da90c516d21b7fd0198a4a6c137ef61f6f84a9317705deb4c44ff8f9e7efb \
-    --hash=sha256:b47249eb614b4b6ecfa75aca2c1be060b6cc4579b72d14f9993895f39ed57c18 \
-    --hash=sha256:c2dd20fae4cfc3a6603bc01451763efb56a2ba34cac55db398ec9796a1dc6db9 \
-    --hash=sha256:de64076ec85312c9ae1c5e89c046709afed19e1e76f2a8637cfc00163d308691 \
-    --hash=sha256:dec2fb013affb7b8ffb33aa574de6b5a0206aa6d3d041cc9db48dd342c8b8c4e \
-    --hash=sha256:ec35d5e4b779262c9b4f9589f745b65cb21e5ca2f40308412a8b6b6ccf40f285 \
-    --hash=sha256:fb2f7a537e21c7fec806d1ae7c246d6983a1c38467a41949c35a40fdb9388fbe \
-    --hash=sha256:ff9b6b320729051ce97c9809f64b825c9056694cc4c9afd3385fe124dcc60b80
+apache-beam[aws,dataframe,gcp,test,yaml]==2.74.0 \
+    --hash=sha256:009658bf30088daaca2086817c44f013d4291b3cb1eb1d10db4965b196e33326 \
+    --hash=sha256:155ea1d842013cc9c9cb63922591418b73b3fe53f212adaf8e17cc873f124273 \
+    --hash=sha256:2bab02d6ca488372c4063e003b068a0918dd55aa094a3102493ba3ff258e7938 \
+    --hash=sha256:2fc4dbed5c3439dfaccdbdd705908c396409e1debefeed199775abccb6555be6 \
+    --hash=sha256:325d53db346ebc15eb907ae9627a0d7ff685b81ee0c7d6a33bd775b182f4a499 \
+    --hash=sha256:498042637fe8b0381f7de85d42ca5587e7842e93263073e8a7eb4d2878e914c2 \
+    --hash=sha256:58230e471645016843fc18a314ef4a5f8786102a5a67bda81cbefefde5c74dd8 \
+    --hash=sha256:5bdd896383288564749709023b3dd80268bab0a5f3a66ec2d83a63aa34190801 \
+    --hash=sha256:5c907f9746f23b60773f3fc84108b35900e2881d6c58d59dbe82e6e645f0c36f \
+    --hash=sha256:5e499f97bdb607b5e638318b27d3ff224e8c5a6a8bfd3e36ccb529e09875b96e \
+    --hash=sha256:77d0501f580e9182186253d2cb639b10c84d22e8620ec3d7f4c82b056a48b784 \
+    --hash=sha256:893e2ab7350c71d9b466e1b1dcad1f30cbfded3dcdcdf91d5398090fe52781f9 \
+    --hash=sha256:8af761859708f825482c25e54511e52bef40f544a087b321c06373f31d54d396 \
+    --hash=sha256:90011b88401d164c54de218662a556b7a8ec1469d63550a93d4a003cda199e52 \
+    --hash=sha256:96c17988131a056b55c6506b89bc411b3952a42d3fee535ebc62589f609cb494 \
+    --hash=sha256:9ba0172f3e03a08d41ccb95fe2dabe5a107c5ce3795e5cbd711ad1e5ae214cde \
+    --hash=sha256:9c138d8042d3289aa169e5cf573c7d895ac958276b84fad87eef80a94a16a709 \
+    --hash=sha256:9ed30f753a68b0876b7dbec76d210dc14d0849bd5a42c2fd853e6548c89ba092 \
+    --hash=sha256:c685b2db8330ad220ae39815dcfa5a0493ceb471f872568e746f34f7a04fe1a4 \
+    --hash=sha256:dad6e993f5d5faa34d18979d93ac6155a8271107676eecd89269cb076341d09a \
+    --hash=sha256:de931ba5264e23f0f1208c3e855074ed208be5db20807c55c636ec8cd0e12245 \
+    --hash=sha256:eb9fd400b0bce1a78e50d9bea383eef5bc960cc1876346a2c68ed22789dc4f83 \
+    --hash=sha256:ef53ecb4e2bc7a7ef93e286e11f0b1329d6b238bc310f60f19581b54d255b613 \
+    --hash=sha256:f043f8e25ec12209595d58f823bb4a9630a6ddb9f6e5bad04d667640b2fa2cc6 \
+    --hash=sha256:f8a816454ea315e033a258a00b153d96f00b72693d58911c679a0dd4306bc545 \
+    --hash=sha256:fe425771fa3d3a6349d590980a122a3f32f7ec42033f7bd2123e7853d12337cd
     # via
     #   -r python/default_base_yaml_requirements.txt
     #   job-builder-util-transforms
@@ -222,13 +221,13 @@ betterproto==2.0.0b6 \
     --hash=sha256:720ae92697000f6fcf049c69267d957f0871654c8b0d7458906607685daee784 \
     --hash=sha256:a0839ec165d110a69d0d116f4d0e2bec8d186af4db826257931f0831dab73fcf
     # via envoy-data-plane
-boto3==1.43.18 \
-    --hash=sha256:33138883e984eb1937d1553da699182c8ad2099138091e885b65c9accbccea16 \
-    --hash=sha256:7b62ce5c0a51428d692aa4f2adc9dc2a4a4c2989bf65a0a12834eeffa99b0b84
+boto3==1.43.23 \
+    --hash=sha256:5d26498702ffd021dc0d57d0eefcc7101cd995ea0ed08c057c9b631efccbaa48 \
+    --hash=sha256:8afc058924ef8a5c62467fe2e1e2e0304c22018587a044714da89f9c602ba856
     # via apache-beam
-botocore==1.43.18 \
-    --hash=sha256:dc8c105351b49688c667065cd5a45fc5b9db982657cefc9e3fbfb9417a55c7df \
-    --hash=sha256:e2610fce16df9f89deab5f3c163430a814e6804034eb95bef8957c8db60b7dbc
+botocore==1.43.23 \
+    --hash=sha256:69ff3d951cb644d1d84db646663c7eb919dc9c0c47e5768e947c8a71121b3d77 \
+    --hash=sha256:a6737c598750f330bfa8ef2be2d9fa84b5d2d643b6bbb0d22e129e03b7535df1
     # via
     #   boto3
     #   s3transfer
@@ -746,9 +745,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.31.0 \
+    --hash=sha256:2be84ee0f584c48e6bde1b36766e23348b361fb7e55e56135fc76ce1c397f9c2 \
+    --hash=sha256:ef79fb3784c71cbac89cbd03301ba0c8fb8ad2aa95d7f9204dd9628f7adf59ab
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -797,6 +796,7 @@ google-auth[requests]==2.53.0 \
     #   google-cloud-recommendations-ai
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-storage
     #   google-cloud-videointelligence
     #   google-cloud-vision
@@ -806,9 +806,9 @@ google-auth-httplib2==0.2.1 \
     --hash=sha256:1be94c611db91c01f9703e7f62b0a59bbd5587a95571c7b6fade510d648bc08b \
     --hash=sha256:5ef03be3927423c87fb69607b42df23a444e434ddb2555b73b3679793187b7de
     # via apache-beam
-google-cloud-aiplatform==1.154.0 \
-    --hash=sha256:3cfb5afb9006ee202eab93ffc19aeeb111d9e62b574ebf80d7ab91aa9f463677 \
-    --hash=sha256:62128634cfe8343aab94fd7ba27d74794f4023cd61b65ae176c972abe53e8a84
+google-cloud-aiplatform==1.156.0 \
+    --hash=sha256:ae78ee795b571d3801ac472e155ba66e7de9e7243ffe3092382329f230df5533 \
+    --hash=sha256:b2f8c92d7e3fd50a1570e433d596fb863f8ced528ede657e85d46e25b8445a25
     # via apache-beam
 google-cloud-bigquery==3.41.0 \
     --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
@@ -816,17 +816,17 @@ google-cloud-bigquery==3.41.0 \
     # via
     #   apache-beam
     #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.38.0 \
-    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
-    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via apache-beam
 google-cloud-bigtable==2.38.0 \
     --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
     --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via apache-beam
-google-cloud-build==3.36.0 \
-    --hash=sha256:4a350eb90c384a8ce08649a3384c3813bf4708590e02353f953cc57b1aa2e15f \
-    --hash=sha256:f70de0882ffd0f48ff39b7fcb8b543c2eaeda06c2f067b8aa61125b9427d3ffc
+google-cloud-build==3.37.0 \
+    --hash=sha256:38a119fa1ab0461c930233ad6c98bc2534e375f033b52269e1a75ebe2e08cb98 \
+    --hash=sha256:5b06bb2831e1ed74b13eb72c420c7416ec7cd166dd8b97f257843c0da2d21e3a
     # via apache-beam
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -838,13 +838,13 @@ google-cloud-core==2.6.0 \
     #   google-cloud-datastore
     #   google-cloud-spanner
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.25.0 \
+    --hash=sha256:dd646a3d8f99c2750bb5f6e0f18ece7bed95fd76e02dacaddbfa35a2b22328ff \
+    --hash=sha256:e47e25933bcfad7118335015b0de2f2b2b5444e81f6f029a62040f568f4f52eb
     # via apache-beam
-google-cloud-dlp==3.36.0 \
-    --hash=sha256:a239a214303ca08ccdcdd7b6ee270d2ce4e4e81955a05648ffdb383204bf5ca6 \
-    --hash=sha256:e215c4d74e87108449838fb81f60875f3811772f645aa0455753d74069395dec
+google-cloud-dlp==3.37.0 \
+    --hash=sha256:2d7a0254c0b7de5e11d392250c55b9ce7f579d34e56ef9ae0fb1bf9f453317f8 \
+    --hash=sha256:ce339706e777f1a704db42c524b63c3b382b029d77b755813a01ad82e7d0e932
     # via apache-beam
 google-cloud-kms==3.13.0 \
     --hash=sha256:672fdc594b928b0415c22e41f3d67c854e940a8a5917e8ff16a6566096b12407 \
@@ -854,13 +854,13 @@ google-cloud-language==2.20.0 \
     --hash=sha256:32844e562f7f15e9f8136186913c818513e1f40c3bd685ddd44c3b5b2855dc93 \
     --hash=sha256:c290c2f6debde9e874523d03b7fdf1cef699f7360605829b087ea71be34f3988
     # via apache-beam
-google-cloud-monitoring==2.30.0 \
-    --hash=sha256:2729f3b88a4798b7757b1d9d31b6cb562bb3544e8173765e4e5cd44d8685b1ed \
-    --hash=sha256:a9530aa9aa246c490810dfa7be32d67e8340d19108acc99cbc02d1ed494fba76
+google-cloud-monitoring==2.31.0 \
+    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
+    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
     # via google-cloud-spanner
-google-cloud-pubsub==2.38.0 \
-    --hash=sha256:9212309f8d6cfaefb577bca52492b13464b56e584505408685d63e69346c56cf \
-    --hash=sha256:fed2c40cfb77d58f6dced563a8146a8c34319c7dfbbb4d045b6c9c101e043db9
+google-cloud-pubsub==2.39.0 \
+    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
+    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
     # via apache-beam
 google-cloud-recommendations-ai==0.10.18 \
     --hash=sha256:a6bccb45744fd89f038aa3e19502d1f46ea61c438dd2c08528533f8e185ec469 \
@@ -870,17 +870,17 @@ google-cloud-resource-manager==1.17.0 \
     --hash=sha256:0f486b62e2c58ff992a3a50fa0f4a96eef7750aa6c971bb373398ccb91828660 \
     --hash=sha256:e479baf4b014a57f298e01b8279e3290b032e3476d69c8e5e1427af8f82739a5
     # via google-cloud-aiplatform
-google-cloud-secret-manager==2.28.0 \
-    --hash=sha256:15bcb9d7d3442d842ebac94e2d6e428a11d79cf1aeb91a005a0576f257643317 \
-    --hash=sha256:5763f42a449c27597fb42d40fa93e2c56b02dbceba0c41da202fb97e810cb278
+google-cloud-secret-manager==2.29.0 \
+    --hash=sha256:21bac2d0adb0bb3c13c346d7223832f197c2266534528a1bf1402774e06395a3 \
+    --hash=sha256:ee64133af8fdb3780affb65ec6ccf10ab15a0113d8edeba388665f4be87ce1be
     # via apache-beam
-google-cloud-spanner==3.66.0 \
-    --hash=sha256:a5de352c9cce75ba1b1b2e767816b14c6d147815c7450dbf42aae34773fad3f5 \
-    --hash=sha256:a5ec48576022fc064d7217ec5011ce1f159eb8eac669de0acd8a4497c205d872
+google-cloud-spanner==3.67.0 \
+    --hash=sha256:0a01173c2e29aa371173809a15ecb10794b168f1f2edad7c5789a44e47c25d15 \
+    --hash=sha256:d83b9267db6486972affa69711bc0a182541d58c5931cf4956ca71956f427251
     # via apache-beam
-google-cloud-storage==2.19.0 \
-    --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
-    --hash=sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2
+google-cloud-storage==3.11.0 \
+    --hash=sha256:498bf37c999028f69a245f586b5e50d89f59df1fafc0e3a93783ac56be2a456b \
+    --hash=sha256:cfcc33aa6b899ec9dd1771286f8e79fbed5c35c1c174718071b079aa827f37c2
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -930,13 +930,13 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==2.7.0 \
-    --hash=sha256:21cac381e09a869151706aba797b6a4f96cfe92c484e13204d092caee7ff11cb \
-    --hash=sha256:3c6f32f5ced9877ededd1b384b5e5b7f09c20046ec3390b662b16d8cd1882ac5
+google-genai==2.8.0 \
+    --hash=sha256:37a9b3cb127d763e7f4ca47452ae3562c87728773bd1b149f7b559c239da2bc1 \
+    --hash=sha256:4da0a223a100f4b37f609a68b835e3326ab0fa313314dc0fd9d34e76ee293844
     # via google-cloud-aiplatform
-google-resumable-media==2.9.0 \
-    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
-    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
@@ -1109,6 +1109,7 @@ grpcio==1.81.0 \
     #   google-cloud-pubsub
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-videointelligence
     #   google-cloud-vision
     #   googleapis-common-protos
@@ -1215,9 +1216,9 @@ hypothesis==6.148.3 \
     --hash=sha256:bd81221740d8658473060ad900dc831f889f156fdb41210ba2f47cfad10a66ed \
     --hash=sha256:e7dd193da9800234ec5e1541c1eddde4bddff49b53faf690ba68a0af55a7abb3
     # via apache-beam
-idna==3.17 \
-    --hash=sha256:466e48829084efe2548012b855df21540b96f2e20e51bd124c851536556a592c \
-    --hash=sha256:5eb0cb53bc467c12eadcf6de83163ad8527cec9416f44b9b61b19caedad2b87f
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
@@ -2604,9 +2605,9 @@ pyparsing==3.3.2 \
     # via
     #   httplib2
     #   pydot
-pytest==8.4.2 \
-    --hash=sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01 \
-    --hash=sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79
+pytest==9.0.3 \
+    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9 \
+    --hash=sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c
     # via
     #   apache-beam
     #   pytest-timeout
@@ -3214,6 +3215,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   apache-beam
diff --git a/v2/googlecloud-to-googlecloud/src/main/resources/requirements.txt b/v2/googlecloud-to-googlecloud/src/main/resources/requirements.txt
index e9ec4cf0d5..b6ccf2c977 100644
--- a/v2/googlecloud-to-googlecloud/src/main/resources/requirements.txt
+++ b/v2/googlecloud-to-googlecloud/src/main/resources/requirements.txt
@@ -33,127 +33,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
+aiohttp==3.14.0 \
+    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
+    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
+    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
+    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
+    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
+    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
+    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
+    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
+    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
+    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
+    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
+    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
+    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
+    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
+    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
+    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
+    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
+    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
+    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
+    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
+    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
+    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
+    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
+    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
+    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
+    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
+    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
+    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
+    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
+    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
+    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
+    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
+    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
+    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
+    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
+    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
+    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
+    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
+    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
+    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
+    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
+    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
+    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
+    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
+    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
+    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
+    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
+    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
+    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
+    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
+    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
+    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
+    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
+    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
+    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
+    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
+    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
+    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
+    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
+    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
+    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
+    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
+    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
+    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
+    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
+    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
+    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
+    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
+    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
+    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
+    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
+    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
+    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
+    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
+    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
+    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
+    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
+    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
+    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
+    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
+    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
+    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
+    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
+    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
+    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
+    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
+    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
+    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
+    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
+    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
+    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
+    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
+    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
+    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
+    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
+    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
+    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
+    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
+    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
+    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
+    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
+    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
+    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
+    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
+    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
+    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
+    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
+    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
+    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
+    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
+    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
+    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
+    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
+    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
+    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
+    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
+    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
+    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
+    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
     # via cloud-sql-python-connector
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
@@ -169,33 +168,33 @@ anyio==4.13.0 \
     # via
     #   google-genai
     #   httpx
-apache-beam[aws,dataframe,gcp,test,yaml]==2.73.0 \
-    --hash=sha256:000ecb654497943f729c3195489ffdb2a22cf328919d2c279a9682ecb8ec4550 \
-    --hash=sha256:03b8b849a1ee4e7f22368dbd227a4c31d2e11262ee6f450eac71eb0a51e44b39 \
-    --hash=sha256:2725e862fa577ae8bc8411970e8f51b1418bd2cf9b2174900d86eb9a3add4887 \
-    --hash=sha256:459ac4b803b9e37a5ea7002a39a0d3eca23a4fe475c8d839e87beb52f3cf2726 \
-    --hash=sha256:4eb9fd06f3c011630b1b4f52f44e9e3187c3f489ebd9f7917e1391ccbdb6f5df \
-    --hash=sha256:4f12dc7235803ff3b32053838422af7c0d792f9736fcda221e91a8b3a9342033 \
-    --hash=sha256:5845bd726d4a724b4a80ffcd8908a179777ef3d360d1e635ec25315f2292561d \
-    --hash=sha256:59c96215d0661acd955cb82814689f2f7e5dc84d8916a4ec348ec18f18e7a1ee \
-    --hash=sha256:5b56da8da361f1d8df9c57e04d91c6d1cf3856164e74e4cc50b3489fb7305078 \
-    --hash=sha256:65c23529ede80d970494a602af18c64686e1ac609ae89f941527b1932197177e \
-    --hash=sha256:6f49a4537983a602ca42b4697d8a2b9274d228b32832168f9deaf2b69eed17ce \
-    --hash=sha256:70b8d253866b9fec9e58d142b39af94f3249fdefad9db3fff9d787e9c568eaf1 \
-    --hash=sha256:799ccecf8ba8d0a762981f4dae46a5c7cdc0601083cea0fb9cd73e534f6dba65 \
-    --hash=sha256:7a53e08ab11eb15ec69e07b9532877180bf8eeeec3d95c68e959503a51de4236 \
-    --hash=sha256:7ff342ae4f833f92434b8b8ae42765953a72976dd7b494d3320bd44208cd8abb \
-    --hash=sha256:84258f653a7a57fdbd2652154aebea66524f65ceef5791f8565958c5d02d1bc1 \
-    --hash=sha256:8b4fb5e0993db8d6a7d7b6ebef4dffab4087d31f4d43f61560ee5d783ff22080 \
-    --hash=sha256:8fb999aae2aab0cad8ab713df6e812d5f6c7dcefa2f14609a2e1e18cc2da5f12 \
-    --hash=sha256:940da90c516d21b7fd0198a4a6c137ef61f6f84a9317705deb4c44ff8f9e7efb \
-    --hash=sha256:b47249eb614b4b6ecfa75aca2c1be060b6cc4579b72d14f9993895f39ed57c18 \
-    --hash=sha256:c2dd20fae4cfc3a6603bc01451763efb56a2ba34cac55db398ec9796a1dc6db9 \
-    --hash=sha256:de64076ec85312c9ae1c5e89c046709afed19e1e76f2a8637cfc00163d308691 \
-    --hash=sha256:dec2fb013affb7b8ffb33aa574de6b5a0206aa6d3d041cc9db48dd342c8b8c4e \
-    --hash=sha256:ec35d5e4b779262c9b4f9589f745b65cb21e5ca2f40308412a8b6b6ccf40f285 \
-    --hash=sha256:fb2f7a537e21c7fec806d1ae7c246d6983a1c38467a41949c35a40fdb9388fbe \
-    --hash=sha256:ff9b6b320729051ce97c9809f64b825c9056694cc4c9afd3385fe124dcc60b80
+apache-beam[aws,dataframe,gcp,test,yaml]==2.74.0 \
+    --hash=sha256:009658bf30088daaca2086817c44f013d4291b3cb1eb1d10db4965b196e33326 \
+    --hash=sha256:155ea1d842013cc9c9cb63922591418b73b3fe53f212adaf8e17cc873f124273 \
+    --hash=sha256:2bab02d6ca488372c4063e003b068a0918dd55aa094a3102493ba3ff258e7938 \
+    --hash=sha256:2fc4dbed5c3439dfaccdbdd705908c396409e1debefeed199775abccb6555be6 \
+    --hash=sha256:325d53db346ebc15eb907ae9627a0d7ff685b81ee0c7d6a33bd775b182f4a499 \
+    --hash=sha256:498042637fe8b0381f7de85d42ca5587e7842e93263073e8a7eb4d2878e914c2 \
+    --hash=sha256:58230e471645016843fc18a314ef4a5f8786102a5a67bda81cbefefde5c74dd8 \
+    --hash=sha256:5bdd896383288564749709023b3dd80268bab0a5f3a66ec2d83a63aa34190801 \
+    --hash=sha256:5c907f9746f23b60773f3fc84108b35900e2881d6c58d59dbe82e6e645f0c36f \
+    --hash=sha256:5e499f97bdb607b5e638318b27d3ff224e8c5a6a8bfd3e36ccb529e09875b96e \
+    --hash=sha256:77d0501f580e9182186253d2cb639b10c84d22e8620ec3d7f4c82b056a48b784 \
+    --hash=sha256:893e2ab7350c71d9b466e1b1dcad1f30cbfded3dcdcdf91d5398090fe52781f9 \
+    --hash=sha256:8af761859708f825482c25e54511e52bef40f544a087b321c06373f31d54d396 \
+    --hash=sha256:90011b88401d164c54de218662a556b7a8ec1469d63550a93d4a003cda199e52 \
+    --hash=sha256:96c17988131a056b55c6506b89bc411b3952a42d3fee535ebc62589f609cb494 \
+    --hash=sha256:9ba0172f3e03a08d41ccb95fe2dabe5a107c5ce3795e5cbd711ad1e5ae214cde \
+    --hash=sha256:9c138d8042d3289aa169e5cf573c7d895ac958276b84fad87eef80a94a16a709 \
+    --hash=sha256:9ed30f753a68b0876b7dbec76d210dc14d0849bd5a42c2fd853e6548c89ba092 \
+    --hash=sha256:c685b2db8330ad220ae39815dcfa5a0493ceb471f872568e746f34f7a04fe1a4 \
+    --hash=sha256:dad6e993f5d5faa34d18979d93ac6155a8271107676eecd89269cb076341d09a \
+    --hash=sha256:de931ba5264e23f0f1208c3e855074ed208be5db20807c55c636ec8cd0e12245 \
+    --hash=sha256:eb9fd400b0bce1a78e50d9bea383eef5bc960cc1876346a2c68ed22789dc4f83 \
+    --hash=sha256:ef53ecb4e2bc7a7ef93e286e11f0b1329d6b238bc310f60f19581b54d255b613 \
+    --hash=sha256:f043f8e25ec12209595d58f823bb4a9630a6ddb9f6e5bad04d667640b2fa2cc6 \
+    --hash=sha256:f8a816454ea315e033a258a00b153d96f00b72693d58911c679a0dd4306bc545 \
+    --hash=sha256:fe425771fa3d3a6349d590980a122a3f32f7ec42033f7bd2123e7853d12337cd
     # via
     #   -r python/default_base_yaml_requirements.txt
     #   job-builder-util-transforms
@@ -222,13 +221,13 @@ betterproto==2.0.0b6 \
     --hash=sha256:720ae92697000f6fcf049c69267d957f0871654c8b0d7458906607685daee784 \
     --hash=sha256:a0839ec165d110a69d0d116f4d0e2bec8d186af4db826257931f0831dab73fcf
     # via envoy-data-plane
-boto3==1.43.18 \
-    --hash=sha256:33138883e984eb1937d1553da699182c8ad2099138091e885b65c9accbccea16 \
-    --hash=sha256:7b62ce5c0a51428d692aa4f2adc9dc2a4a4c2989bf65a0a12834eeffa99b0b84
+boto3==1.43.23 \
+    --hash=sha256:5d26498702ffd021dc0d57d0eefcc7101cd995ea0ed08c057c9b631efccbaa48 \
+    --hash=sha256:8afc058924ef8a5c62467fe2e1e2e0304c22018587a044714da89f9c602ba856
     # via apache-beam
-botocore==1.43.18 \
-    --hash=sha256:dc8c105351b49688c667065cd5a45fc5b9db982657cefc9e3fbfb9417a55c7df \
-    --hash=sha256:e2610fce16df9f89deab5f3c163430a814e6804034eb95bef8957c8db60b7dbc
+botocore==1.43.23 \
+    --hash=sha256:69ff3d951cb644d1d84db646663c7eb919dc9c0c47e5768e947c8a71121b3d77 \
+    --hash=sha256:a6737c598750f330bfa8ef2be2d9fa84b5d2d643b6bbb0d22e129e03b7535df1
     # via
     #   boto3
     #   s3transfer
@@ -746,9 +745,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.31.0 \
+    --hash=sha256:2be84ee0f584c48e6bde1b36766e23348b361fb7e55e56135fc76ce1c397f9c2 \
+    --hash=sha256:ef79fb3784c71cbac89cbd03301ba0c8fb8ad2aa95d7f9204dd9628f7adf59ab
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -797,6 +796,7 @@ google-auth[requests]==2.53.0 \
     #   google-cloud-recommendations-ai
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-storage
     #   google-cloud-videointelligence
     #   google-cloud-vision
@@ -806,9 +806,9 @@ google-auth-httplib2==0.2.1 \
     --hash=sha256:1be94c611db91c01f9703e7f62b0a59bbd5587a95571c7b6fade510d648bc08b \
     --hash=sha256:5ef03be3927423c87fb69607b42df23a444e434ddb2555b73b3679793187b7de
     # via apache-beam
-google-cloud-aiplatform==1.154.0 \
-    --hash=sha256:3cfb5afb9006ee202eab93ffc19aeeb111d9e62b574ebf80d7ab91aa9f463677 \
-    --hash=sha256:62128634cfe8343aab94fd7ba27d74794f4023cd61b65ae176c972abe53e8a84
+google-cloud-aiplatform==1.156.0 \
+    --hash=sha256:ae78ee795b571d3801ac472e155ba66e7de9e7243ffe3092382329f230df5533 \
+    --hash=sha256:b2f8c92d7e3fd50a1570e433d596fb863f8ced528ede657e85d46e25b8445a25
     # via apache-beam
 google-cloud-bigquery==3.41.0 \
     --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
@@ -816,17 +816,17 @@ google-cloud-bigquery==3.41.0 \
     # via
     #   apache-beam
     #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.38.0 \
-    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
-    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via apache-beam
 google-cloud-bigtable==2.38.0 \
     --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
     --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via apache-beam
-google-cloud-build==3.36.0 \
-    --hash=sha256:4a350eb90c384a8ce08649a3384c3813bf4708590e02353f953cc57b1aa2e15f \
-    --hash=sha256:f70de0882ffd0f48ff39b7fcb8b543c2eaeda06c2f067b8aa61125b9427d3ffc
+google-cloud-build==3.37.0 \
+    --hash=sha256:38a119fa1ab0461c930233ad6c98bc2534e375f033b52269e1a75ebe2e08cb98 \
+    --hash=sha256:5b06bb2831e1ed74b13eb72c420c7416ec7cd166dd8b97f257843c0da2d21e3a
     # via apache-beam
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -838,13 +838,13 @@ google-cloud-core==2.6.0 \
     #   google-cloud-datastore
     #   google-cloud-spanner
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.25.0 \
+    --hash=sha256:dd646a3d8f99c2750bb5f6e0f18ece7bed95fd76e02dacaddbfa35a2b22328ff \
+    --hash=sha256:e47e25933bcfad7118335015b0de2f2b2b5444e81f6f029a62040f568f4f52eb
     # via apache-beam
-google-cloud-dlp==3.36.0 \
-    --hash=sha256:a239a214303ca08ccdcdd7b6ee270d2ce4e4e81955a05648ffdb383204bf5ca6 \
-    --hash=sha256:e215c4d74e87108449838fb81f60875f3811772f645aa0455753d74069395dec
+google-cloud-dlp==3.37.0 \
+    --hash=sha256:2d7a0254c0b7de5e11d392250c55b9ce7f579d34e56ef9ae0fb1bf9f453317f8 \
+    --hash=sha256:ce339706e777f1a704db42c524b63c3b382b029d77b755813a01ad82e7d0e932
     # via apache-beam
 google-cloud-kms==3.13.0 \
     --hash=sha256:672fdc594b928b0415c22e41f3d67c854e940a8a5917e8ff16a6566096b12407 \
@@ -854,13 +854,13 @@ google-cloud-language==2.20.0 \
     --hash=sha256:32844e562f7f15e9f8136186913c818513e1f40c3bd685ddd44c3b5b2855dc93 \
     --hash=sha256:c290c2f6debde9e874523d03b7fdf1cef699f7360605829b087ea71be34f3988
     # via apache-beam
-google-cloud-monitoring==2.30.0 \
-    --hash=sha256:2729f3b88a4798b7757b1d9d31b6cb562bb3544e8173765e4e5cd44d8685b1ed \
-    --hash=sha256:a9530aa9aa246c490810dfa7be32d67e8340d19108acc99cbc02d1ed494fba76
+google-cloud-monitoring==2.31.0 \
+    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
+    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
     # via google-cloud-spanner
-google-cloud-pubsub==2.38.0 \
-    --hash=sha256:9212309f8d6cfaefb577bca52492b13464b56e584505408685d63e69346c56cf \
-    --hash=sha256:fed2c40cfb77d58f6dced563a8146a8c34319c7dfbbb4d045b6c9c101e043db9
+google-cloud-pubsub==2.39.0 \
+    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
+    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
     # via apache-beam
 google-cloud-recommendations-ai==0.10.18 \
     --hash=sha256:a6bccb45744fd89f038aa3e19502d1f46ea61c438dd2c08528533f8e185ec469 \
@@ -870,17 +870,17 @@ google-cloud-resource-manager==1.17.0 \
     --hash=sha256:0f486b62e2c58ff992a3a50fa0f4a96eef7750aa6c971bb373398ccb91828660 \
     --hash=sha256:e479baf4b014a57f298e01b8279e3290b032e3476d69c8e5e1427af8f82739a5
     # via google-cloud-aiplatform
-google-cloud-secret-manager==2.28.0 \
-    --hash=sha256:15bcb9d7d3442d842ebac94e2d6e428a11d79cf1aeb91a005a0576f257643317 \
-    --hash=sha256:5763f42a449c27597fb42d40fa93e2c56b02dbceba0c41da202fb97e810cb278
+google-cloud-secret-manager==2.29.0 \
+    --hash=sha256:21bac2d0adb0bb3c13c346d7223832f197c2266534528a1bf1402774e06395a3 \
+    --hash=sha256:ee64133af8fdb3780affb65ec6ccf10ab15a0113d8edeba388665f4be87ce1be
     # via apache-beam
-google-cloud-spanner==3.66.0 \
-    --hash=sha256:a5de352c9cce75ba1b1b2e767816b14c6d147815c7450dbf42aae34773fad3f5 \
-    --hash=sha256:a5ec48576022fc064d7217ec5011ce1f159eb8eac669de0acd8a4497c205d872
+google-cloud-spanner==3.67.0 \
+    --hash=sha256:0a01173c2e29aa371173809a15ecb10794b168f1f2edad7c5789a44e47c25d15 \
+    --hash=sha256:d83b9267db6486972affa69711bc0a182541d58c5931cf4956ca71956f427251
     # via apache-beam
-google-cloud-storage==2.19.0 \
-    --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
-    --hash=sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2
+google-cloud-storage==3.11.0 \
+    --hash=sha256:498bf37c999028f69a245f586b5e50d89f59df1fafc0e3a93783ac56be2a456b \
+    --hash=sha256:cfcc33aa6b899ec9dd1771286f8e79fbed5c35c1c174718071b079aa827f37c2
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -930,13 +930,13 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==2.7.0 \
-    --hash=sha256:21cac381e09a869151706aba797b6a4f96cfe92c484e13204d092caee7ff11cb \
-    --hash=sha256:3c6f32f5ced9877ededd1b384b5e5b7f09c20046ec3390b662b16d8cd1882ac5
+google-genai==2.8.0 \
+    --hash=sha256:37a9b3cb127d763e7f4ca47452ae3562c87728773bd1b149f7b559c239da2bc1 \
+    --hash=sha256:4da0a223a100f4b37f609a68b835e3326ab0fa313314dc0fd9d34e76ee293844
     # via google-cloud-aiplatform
-google-resumable-media==2.9.0 \
-    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
-    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
@@ -1109,6 +1109,7 @@ grpcio==1.81.0 \
     #   google-cloud-pubsub
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-videointelligence
     #   google-cloud-vision
     #   googleapis-common-protos
@@ -1215,9 +1216,9 @@ hypothesis==6.148.3 \
     --hash=sha256:bd81221740d8658473060ad900dc831f889f156fdb41210ba2f47cfad10a66ed \
     --hash=sha256:e7dd193da9800234ec5e1541c1eddde4bddff49b53faf690ba68a0af55a7abb3
     # via apache-beam
-idna==3.17 \
-    --hash=sha256:466e48829084efe2548012b855df21540b96f2e20e51bd124c851536556a592c \
-    --hash=sha256:5eb0cb53bc467c12eadcf6de83163ad8527cec9416f44b9b61b19caedad2b87f
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
@@ -2604,9 +2605,9 @@ pyparsing==3.3.2 \
     # via
     #   httplib2
     #   pydot
-pytest==8.4.2 \
-    --hash=sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01 \
-    --hash=sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79
+pytest==9.0.3 \
+    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9 \
+    --hash=sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c
     # via
     #   apache-beam
     #   pytest-timeout
@@ -3214,6 +3215,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   apache-beam
diff --git a/v2/googlecloud-to-splunk/src/main/resources/requirements.txt b/v2/googlecloud-to-splunk/src/main/resources/requirements.txt
index e9ec4cf0d5..b6ccf2c977 100644
--- a/v2/googlecloud-to-splunk/src/main/resources/requirements.txt
+++ b/v2/googlecloud-to-splunk/src/main/resources/requirements.txt
@@ -33,127 +33,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
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+    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
+    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
+    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
+    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
+    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
+    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
+    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
+    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
+    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
+    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
+    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
+    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
+    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
+    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
+    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
+    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
+    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
+    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
+    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
+    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
+    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
+    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
+    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
+    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
+    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
+    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
     # via cloud-sql-python-connector
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
@@ -169,33 +168,33 @@ anyio==4.13.0 \
     # via
     #   google-genai
     #   httpx
-apache-beam[aws,dataframe,gcp,test,yaml]==2.73.0 \
-    --hash=sha256:000ecb654497943f729c3195489ffdb2a22cf328919d2c279a9682ecb8ec4550 \
-    --hash=sha256:03b8b849a1ee4e7f22368dbd227a4c31d2e11262ee6f450eac71eb0a51e44b39 \
-    --hash=sha256:2725e862fa577ae8bc8411970e8f51b1418bd2cf9b2174900d86eb9a3add4887 \
-    --hash=sha256:459ac4b803b9e37a5ea7002a39a0d3eca23a4fe475c8d839e87beb52f3cf2726 \
-    --hash=sha256:4eb9fd06f3c011630b1b4f52f44e9e3187c3f489ebd9f7917e1391ccbdb6f5df \
-    --hash=sha256:4f12dc7235803ff3b32053838422af7c0d792f9736fcda221e91a8b3a9342033 \
-    --hash=sha256:5845bd726d4a724b4a80ffcd8908a179777ef3d360d1e635ec25315f2292561d \
-    --hash=sha256:59c96215d0661acd955cb82814689f2f7e5dc84d8916a4ec348ec18f18e7a1ee \
-    --hash=sha256:5b56da8da361f1d8df9c57e04d91c6d1cf3856164e74e4cc50b3489fb7305078 \
-    --hash=sha256:65c23529ede80d970494a602af18c64686e1ac609ae89f941527b1932197177e \
-    --hash=sha256:6f49a4537983a602ca42b4697d8a2b9274d228b32832168f9deaf2b69eed17ce \
-    --hash=sha256:70b8d253866b9fec9e58d142b39af94f3249fdefad9db3fff9d787e9c568eaf1 \
-    --hash=sha256:799ccecf8ba8d0a762981f4dae46a5c7cdc0601083cea0fb9cd73e534f6dba65 \
-    --hash=sha256:7a53e08ab11eb15ec69e07b9532877180bf8eeeec3d95c68e959503a51de4236 \
-    --hash=sha256:7ff342ae4f833f92434b8b8ae42765953a72976dd7b494d3320bd44208cd8abb \
-    --hash=sha256:84258f653a7a57fdbd2652154aebea66524f65ceef5791f8565958c5d02d1bc1 \
-    --hash=sha256:8b4fb5e0993db8d6a7d7b6ebef4dffab4087d31f4d43f61560ee5d783ff22080 \
-    --hash=sha256:8fb999aae2aab0cad8ab713df6e812d5f6c7dcefa2f14609a2e1e18cc2da5f12 \
-    --hash=sha256:940da90c516d21b7fd0198a4a6c137ef61f6f84a9317705deb4c44ff8f9e7efb \
-    --hash=sha256:b47249eb614b4b6ecfa75aca2c1be060b6cc4579b72d14f9993895f39ed57c18 \
-    --hash=sha256:c2dd20fae4cfc3a6603bc01451763efb56a2ba34cac55db398ec9796a1dc6db9 \
-    --hash=sha256:de64076ec85312c9ae1c5e89c046709afed19e1e76f2a8637cfc00163d308691 \
-    --hash=sha256:dec2fb013affb7b8ffb33aa574de6b5a0206aa6d3d041cc9db48dd342c8b8c4e \
-    --hash=sha256:ec35d5e4b779262c9b4f9589f745b65cb21e5ca2f40308412a8b6b6ccf40f285 \
-    --hash=sha256:fb2f7a537e21c7fec806d1ae7c246d6983a1c38467a41949c35a40fdb9388fbe \
-    --hash=sha256:ff9b6b320729051ce97c9809f64b825c9056694cc4c9afd3385fe124dcc60b80
+apache-beam[aws,dataframe,gcp,test,yaml]==2.74.0 \
+    --hash=sha256:009658bf30088daaca2086817c44f013d4291b3cb1eb1d10db4965b196e33326 \
+    --hash=sha256:155ea1d842013cc9c9cb63922591418b73b3fe53f212adaf8e17cc873f124273 \
+    --hash=sha256:2bab02d6ca488372c4063e003b068a0918dd55aa094a3102493ba3ff258e7938 \
+    --hash=sha256:2fc4dbed5c3439dfaccdbdd705908c396409e1debefeed199775abccb6555be6 \
+    --hash=sha256:325d53db346ebc15eb907ae9627a0d7ff685b81ee0c7d6a33bd775b182f4a499 \
+    --hash=sha256:498042637fe8b0381f7de85d42ca5587e7842e93263073e8a7eb4d2878e914c2 \
+    --hash=sha256:58230e471645016843fc18a314ef4a5f8786102a5a67bda81cbefefde5c74dd8 \
+    --hash=sha256:5bdd896383288564749709023b3dd80268bab0a5f3a66ec2d83a63aa34190801 \
+    --hash=sha256:5c907f9746f23b60773f3fc84108b35900e2881d6c58d59dbe82e6e645f0c36f \
+    --hash=sha256:5e499f97bdb607b5e638318b27d3ff224e8c5a6a8bfd3e36ccb529e09875b96e \
+    --hash=sha256:77d0501f580e9182186253d2cb639b10c84d22e8620ec3d7f4c82b056a48b784 \
+    --hash=sha256:893e2ab7350c71d9b466e1b1dcad1f30cbfded3dcdcdf91d5398090fe52781f9 \
+    --hash=sha256:8af761859708f825482c25e54511e52bef40f544a087b321c06373f31d54d396 \
+    --hash=sha256:90011b88401d164c54de218662a556b7a8ec1469d63550a93d4a003cda199e52 \
+    --hash=sha256:96c17988131a056b55c6506b89bc411b3952a42d3fee535ebc62589f609cb494 \
+    --hash=sha256:9ba0172f3e03a08d41ccb95fe2dabe5a107c5ce3795e5cbd711ad1e5ae214cde \
+    --hash=sha256:9c138d8042d3289aa169e5cf573c7d895ac958276b84fad87eef80a94a16a709 \
+    --hash=sha256:9ed30f753a68b0876b7dbec76d210dc14d0849bd5a42c2fd853e6548c89ba092 \
+    --hash=sha256:c685b2db8330ad220ae39815dcfa5a0493ceb471f872568e746f34f7a04fe1a4 \
+    --hash=sha256:dad6e993f5d5faa34d18979d93ac6155a8271107676eecd89269cb076341d09a \
+    --hash=sha256:de931ba5264e23f0f1208c3e855074ed208be5db20807c55c636ec8cd0e12245 \
+    --hash=sha256:eb9fd400b0bce1a78e50d9bea383eef5bc960cc1876346a2c68ed22789dc4f83 \
+    --hash=sha256:ef53ecb4e2bc7a7ef93e286e11f0b1329d6b238bc310f60f19581b54d255b613 \
+    --hash=sha256:f043f8e25ec12209595d58f823bb4a9630a6ddb9f6e5bad04d667640b2fa2cc6 \
+    --hash=sha256:f8a816454ea315e033a258a00b153d96f00b72693d58911c679a0dd4306bc545 \
+    --hash=sha256:fe425771fa3d3a6349d590980a122a3f32f7ec42033f7bd2123e7853d12337cd
     # via
     #   -r python/default_base_yaml_requirements.txt
     #   job-builder-util-transforms
@@ -222,13 +221,13 @@ betterproto==2.0.0b6 \
     --hash=sha256:720ae92697000f6fcf049c69267d957f0871654c8b0d7458906607685daee784 \
     --hash=sha256:a0839ec165d110a69d0d116f4d0e2bec8d186af4db826257931f0831dab73fcf
     # via envoy-data-plane
-boto3==1.43.18 \
-    --hash=sha256:33138883e984eb1937d1553da699182c8ad2099138091e885b65c9accbccea16 \
-    --hash=sha256:7b62ce5c0a51428d692aa4f2adc9dc2a4a4c2989bf65a0a12834eeffa99b0b84
+boto3==1.43.23 \
+    --hash=sha256:5d26498702ffd021dc0d57d0eefcc7101cd995ea0ed08c057c9b631efccbaa48 \
+    --hash=sha256:8afc058924ef8a5c62467fe2e1e2e0304c22018587a044714da89f9c602ba856
     # via apache-beam
-botocore==1.43.18 \
-    --hash=sha256:dc8c105351b49688c667065cd5a45fc5b9db982657cefc9e3fbfb9417a55c7df \
-    --hash=sha256:e2610fce16df9f89deab5f3c163430a814e6804034eb95bef8957c8db60b7dbc
+botocore==1.43.23 \
+    --hash=sha256:69ff3d951cb644d1d84db646663c7eb919dc9c0c47e5768e947c8a71121b3d77 \
+    --hash=sha256:a6737c598750f330bfa8ef2be2d9fa84b5d2d643b6bbb0d22e129e03b7535df1
     # via
     #   boto3
     #   s3transfer
@@ -746,9 +745,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.31.0 \
+    --hash=sha256:2be84ee0f584c48e6bde1b36766e23348b361fb7e55e56135fc76ce1c397f9c2 \
+    --hash=sha256:ef79fb3784c71cbac89cbd03301ba0c8fb8ad2aa95d7f9204dd9628f7adf59ab
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -797,6 +796,7 @@ google-auth[requests]==2.53.0 \
     #   google-cloud-recommendations-ai
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-storage
     #   google-cloud-videointelligence
     #   google-cloud-vision
@@ -806,9 +806,9 @@ google-auth-httplib2==0.2.1 \
     --hash=sha256:1be94c611db91c01f9703e7f62b0a59bbd5587a95571c7b6fade510d648bc08b \
     --hash=sha256:5ef03be3927423c87fb69607b42df23a444e434ddb2555b73b3679793187b7de
     # via apache-beam
-google-cloud-aiplatform==1.154.0 \
-    --hash=sha256:3cfb5afb9006ee202eab93ffc19aeeb111d9e62b574ebf80d7ab91aa9f463677 \
-    --hash=sha256:62128634cfe8343aab94fd7ba27d74794f4023cd61b65ae176c972abe53e8a84
+google-cloud-aiplatform==1.156.0 \
+    --hash=sha256:ae78ee795b571d3801ac472e155ba66e7de9e7243ffe3092382329f230df5533 \
+    --hash=sha256:b2f8c92d7e3fd50a1570e433d596fb863f8ced528ede657e85d46e25b8445a25
     # via apache-beam
 google-cloud-bigquery==3.41.0 \
     --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
@@ -816,17 +816,17 @@ google-cloud-bigquery==3.41.0 \
     # via
     #   apache-beam
     #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.38.0 \
-    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
-    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via apache-beam
 google-cloud-bigtable==2.38.0 \
     --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
     --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via apache-beam
-google-cloud-build==3.36.0 \
-    --hash=sha256:4a350eb90c384a8ce08649a3384c3813bf4708590e02353f953cc57b1aa2e15f \
-    --hash=sha256:f70de0882ffd0f48ff39b7fcb8b543c2eaeda06c2f067b8aa61125b9427d3ffc
+google-cloud-build==3.37.0 \
+    --hash=sha256:38a119fa1ab0461c930233ad6c98bc2534e375f033b52269e1a75ebe2e08cb98 \
+    --hash=sha256:5b06bb2831e1ed74b13eb72c420c7416ec7cd166dd8b97f257843c0da2d21e3a
     # via apache-beam
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -838,13 +838,13 @@ google-cloud-core==2.6.0 \
     #   google-cloud-datastore
     #   google-cloud-spanner
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.25.0 \
+    --hash=sha256:dd646a3d8f99c2750bb5f6e0f18ece7bed95fd76e02dacaddbfa35a2b22328ff \
+    --hash=sha256:e47e25933bcfad7118335015b0de2f2b2b5444e81f6f029a62040f568f4f52eb
     # via apache-beam
-google-cloud-dlp==3.36.0 \
-    --hash=sha256:a239a214303ca08ccdcdd7b6ee270d2ce4e4e81955a05648ffdb383204bf5ca6 \
-    --hash=sha256:e215c4d74e87108449838fb81f60875f3811772f645aa0455753d74069395dec
+google-cloud-dlp==3.37.0 \
+    --hash=sha256:2d7a0254c0b7de5e11d392250c55b9ce7f579d34e56ef9ae0fb1bf9f453317f8 \
+    --hash=sha256:ce339706e777f1a704db42c524b63c3b382b029d77b755813a01ad82e7d0e932
     # via apache-beam
 google-cloud-kms==3.13.0 \
     --hash=sha256:672fdc594b928b0415c22e41f3d67c854e940a8a5917e8ff16a6566096b12407 \
@@ -854,13 +854,13 @@ google-cloud-language==2.20.0 \
     --hash=sha256:32844e562f7f15e9f8136186913c818513e1f40c3bd685ddd44c3b5b2855dc93 \
     --hash=sha256:c290c2f6debde9e874523d03b7fdf1cef699f7360605829b087ea71be34f3988
     # via apache-beam
-google-cloud-monitoring==2.30.0 \
-    --hash=sha256:2729f3b88a4798b7757b1d9d31b6cb562bb3544e8173765e4e5cd44d8685b1ed \
-    --hash=sha256:a9530aa9aa246c490810dfa7be32d67e8340d19108acc99cbc02d1ed494fba76
+google-cloud-monitoring==2.31.0 \
+    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
+    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
     # via google-cloud-spanner
-google-cloud-pubsub==2.38.0 \
-    --hash=sha256:9212309f8d6cfaefb577bca52492b13464b56e584505408685d63e69346c56cf \
-    --hash=sha256:fed2c40cfb77d58f6dced563a8146a8c34319c7dfbbb4d045b6c9c101e043db9
+google-cloud-pubsub==2.39.0 \
+    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
+    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
     # via apache-beam
 google-cloud-recommendations-ai==0.10.18 \
     --hash=sha256:a6bccb45744fd89f038aa3e19502d1f46ea61c438dd2c08528533f8e185ec469 \
@@ -870,17 +870,17 @@ google-cloud-resource-manager==1.17.0 \
     --hash=sha256:0f486b62e2c58ff992a3a50fa0f4a96eef7750aa6c971bb373398ccb91828660 \
     --hash=sha256:e479baf4b014a57f298e01b8279e3290b032e3476d69c8e5e1427af8f82739a5
     # via google-cloud-aiplatform
-google-cloud-secret-manager==2.28.0 \
-    --hash=sha256:15bcb9d7d3442d842ebac94e2d6e428a11d79cf1aeb91a005a0576f257643317 \
-    --hash=sha256:5763f42a449c27597fb42d40fa93e2c56b02dbceba0c41da202fb97e810cb278
+google-cloud-secret-manager==2.29.0 \
+    --hash=sha256:21bac2d0adb0bb3c13c346d7223832f197c2266534528a1bf1402774e06395a3 \
+    --hash=sha256:ee64133af8fdb3780affb65ec6ccf10ab15a0113d8edeba388665f4be87ce1be
     # via apache-beam
-google-cloud-spanner==3.66.0 \
-    --hash=sha256:a5de352c9cce75ba1b1b2e767816b14c6d147815c7450dbf42aae34773fad3f5 \
-    --hash=sha256:a5ec48576022fc064d7217ec5011ce1f159eb8eac669de0acd8a4497c205d872
+google-cloud-spanner==3.67.0 \
+    --hash=sha256:0a01173c2e29aa371173809a15ecb10794b168f1f2edad7c5789a44e47c25d15 \
+    --hash=sha256:d83b9267db6486972affa69711bc0a182541d58c5931cf4956ca71956f427251
     # via apache-beam
-google-cloud-storage==2.19.0 \
-    --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
-    --hash=sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2
+google-cloud-storage==3.11.0 \
+    --hash=sha256:498bf37c999028f69a245f586b5e50d89f59df1fafc0e3a93783ac56be2a456b \
+    --hash=sha256:cfcc33aa6b899ec9dd1771286f8e79fbed5c35c1c174718071b079aa827f37c2
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -930,13 +930,13 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==2.7.0 \
-    --hash=sha256:21cac381e09a869151706aba797b6a4f96cfe92c484e13204d092caee7ff11cb \
-    --hash=sha256:3c6f32f5ced9877ededd1b384b5e5b7f09c20046ec3390b662b16d8cd1882ac5
+google-genai==2.8.0 \
+    --hash=sha256:37a9b3cb127d763e7f4ca47452ae3562c87728773bd1b149f7b559c239da2bc1 \
+    --hash=sha256:4da0a223a100f4b37f609a68b835e3326ab0fa313314dc0fd9d34e76ee293844
     # via google-cloud-aiplatform
-google-resumable-media==2.9.0 \
-    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
-    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
@@ -1109,6 +1109,7 @@ grpcio==1.81.0 \
     #   google-cloud-pubsub
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-videointelligence
     #   google-cloud-vision
     #   googleapis-common-protos
@@ -1215,9 +1216,9 @@ hypothesis==6.148.3 \
     --hash=sha256:bd81221740d8658473060ad900dc831f889f156fdb41210ba2f47cfad10a66ed \
     --hash=sha256:e7dd193da9800234ec5e1541c1eddde4bddff49b53faf690ba68a0af55a7abb3
     # via apache-beam
-idna==3.17 \
-    --hash=sha256:466e48829084efe2548012b855df21540b96f2e20e51bd124c851536556a592c \
-    --hash=sha256:5eb0cb53bc467c12eadcf6de83163ad8527cec9416f44b9b61b19caedad2b87f
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
@@ -2604,9 +2605,9 @@ pyparsing==3.3.2 \
     # via
     #   httplib2
     #   pydot
-pytest==8.4.2 \
-    --hash=sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01 \
-    --hash=sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79
+pytest==9.0.3 \
+    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9 \
+    --hash=sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c
     # via
     #   apache-beam
     #   pytest-timeout
@@ -3214,6 +3215,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   apache-beam
diff --git a/v2/pubsub-binary-to-bigquery/src/main/resources/requirements.txt b/v2/pubsub-binary-to-bigquery/src/main/resources/requirements.txt
index e9ec4cf0d5..b6ccf2c977 100644
--- a/v2/pubsub-binary-to-bigquery/src/main/resources/requirements.txt
+++ b/v2/pubsub-binary-to-bigquery/src/main/resources/requirements.txt
@@ -33,127 +33,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
-    --hash=sha256:57653eac22c6a4c13eb22ecf4d673d64a12f266e72785ab1c8b8e5940d0e8090 \
-    --hash=sha256:60869c7ac4aaabe7110f26499f3e6e5696eae98144735b12a9c3d9eae2b51a49 \
-    --hash=sha256:636bc362f0c5bbc7372bc3ae49737f9e3030dbce469f0f422c8f38079780363d \
-    --hash=sha256:676e5651705ad5d8a70aeb8eb6936c436d8ebbd56e63436cb7dd9bb36d2a9a46 \
-    --hash=sha256:69f571de7500e0557801c0b51f4780482c0ec5fe2ac851af5a92cfce1af1cb83 \
-    --hash=sha256:6a7cbeb06d1070f1d14895eeeed4dac5913b22d7b456f2eb969f11f4b3993796 \
-    --hash=sha256:6cf81fe010b8c17b09495cbd15c1d35afbc8fb405c0c9cf4738e5ae3af1d65be \
-    --hash=sha256:6e27ea05d184afac78aabbac667450c75e54e35f62238d44463131bd3f96753d \
-    --hash=sha256:6f1cbf0c7926d315c3c26c2da41fd2b5d2fe01ac0e157b78caefc51a782196cf \
-    --hash=sha256:6f497a6876aa4b1a102b04996ce4c1170c7040d83faa9387dd921c16e30d5c83 \
-    --hash=sha256:756c3c304d394977519824449600adaf2be0ccee76d206ee339c5e76b70ded25 \
-    --hash=sha256:77dfa48c9f8013271011e51c00f8ada19851f013cde2c48fca1ba5e0caf5bb06 \
-    --hash=sha256:7996023b2ed59489ae4762256c8516df9820f751cf2c5da8ed2fb20ee50abab3 \
-    --hash=sha256:7ab7229b6f9b5c1ba4910d6c41a9eb11f543eadb3f384df1b4c293f4e73d44d6 \
-    --hash=sha256:7becdf835feff2f4f335d7477f121af787e3504b48b449ff737afb35869ba7bb \
-    --hash=sha256:7c35b0bf0b48a70b4cb4fc5d7bed9b932532728e124874355de1a0af8ec4bc88 \
-    --hash=sha256:7c4b6668b2b2b9027f209ddf647f2a4407784b5d88b8be4efcc72036f365baf9 \
-    --hash=sha256:7e5dc4311bd5ac493886c63cbf76ab579dbe4641268e7c74e48e774c74b6f2be \
-    --hash=sha256:888e78eb5ca55a615d285c3c09a7a91b42e9dd6fc699b166ebd5dee87c9ccf14 \
-    --hash=sha256:898703aa2667e3c5ca4c54ca36cd73f58b7a38ef87a5606414799ebce4d3fd3a \
-    --hash=sha256:8b14eb3262fad0dc2f89c1a43b13727e709504972186ff6a99a3ecaa77102b6c \
-    --hash=sha256:8bd3ec6376e68a41f9f95f5ed170e2fcf22d4eb27a1f8cb361d0508f6e0557f3 \
-    --hash=sha256:8cf20a8d6868cb15a73cab329ffc07291ba8c22b1b88176026106ae39aa6df0f \
-    --hash=sha256:8f14c50708bb156b3a3ca7230b3d820199d56a48e3af76fa21c2d6087190fe3d \
-    --hash=sha256:8f546a4dc1e6a5edbb9fd1fd6ad18134550e096a5a43f4ad74acfbd834fc6670 \
-    --hash=sha256:912d4b6af530ddb1338a66229dac3a25ff11d4448be3ec3d6340583995f56031 \
-    --hash=sha256:9277145d36a01653863899c665243871434694bcc3431922c3b35c978061bdb8 \
-    --hash=sha256:95d14ca7abefde230f7639ec136ade282655431fd5db03c343b19dda72dd1643 \
-    --hash=sha256:999802d5fa0389f58decd24b537c54aa63c01c3219ce17d1214cbda3c2b22d2d \
-    --hash=sha256:9a0f4474b6ea6818b41f82172d799e4b3d29e22c2c520ce4357856fced9af2f8 \
-    --hash=sha256:9b16c653d38eb1a611cc898c41e76859ca27f119d25b53c12875fd0474ae31a8 \
-    --hash=sha256:9d98cc980ecc96be6eb4c1994ce35d28d8b1f5e5208a23b421187d1209dbb7d1 \
-    --hash=sha256:9efcc0f11d850cefcafdd9275b9576ad3bfb539bed96807663b32ad99c4d4b88 \
-    --hash=sha256:a2567b72e1ffc3ab25510db43f355b29eeada56c0a622e58dcdb19530eb0a3cb \
-    --hash=sha256:a5029cc80718bbd545123cd8fe5d15025eccaaaace5d0eeec6bd556ad6163d61 \
-    --hash=sha256:a60eaa2d440cd4707696b52e40ed3e2b0f73f65be07fd0ef23b6b539c9c0b0b4 \
-    --hash=sha256:a79a6d399cef33a11b6f004c67bb07741d91f2be01b8d712d52c75711b1e07c7 \
-    --hash=sha256:a84792f8631bf5a94e52d9cc881c0b824ab42717165a5579c760b830d9392ac9 \
-    --hash=sha256:a8a4d3427e8de1312ddf309cc482186466c79895b3a139fed3259fc01dfa9a5b \
-    --hash=sha256:a8aca50daa9493e9e13c0f566201a9006f080e7c50e5e90d0b06f53146a54500 \
-    --hash=sha256:aa6d0d932e0f39c02b80744273cd5c388a2d9bc07760a03164f229c8e02662f6 \
-    --hash=sha256:ab2899f9fa2f9f741896ebb6fa07c4c883bfa5c7f2ddd8cf2aafa86fa981b2d2 \
-    --hash=sha256:af545c2cffdb0967a96b6249e6f5f7b0d92cdfd267f9d5238d5b9ca63e8edb10 \
-    --hash=sha256:b18f31b80d5a33661e08c89e202edabf1986e9b49c42b4504371daeaa11b47c1 \
-    --hash=sha256:b20df693de16f42b2472a9c485e1c948ee55524786a0a34345511afdd22246f3 \
-    --hash=sha256:b38765950832f7d728297689ad78f5f2cf79ff82487131c4d26fe6ceecdc5f8e \
-    --hash=sha256:b6f6cd1560c5fa427e3b6074bb24d2c64e225afbb7165008903bd42e4e33e28a \
-    --hash=sha256:bace460460ed20614fa6bc8cb09966c0b8517b8c58ad8046828c6078d25333b5 \
-    --hash=sha256:bca9ef7517fd7874a1a08970ae88f497bf5c984610caa0bf40bd7e8450852b95 \
-    --hash=sha256:c180f480207a9b2475f2b8d8bd7204e47aec952d084b2a2be58a782ffcf96074 \
-    --hash=sha256:c2b2355dc094e5f7d45a7bb262fe7207aa0460b37a0d87027dcf21b5d890e7d5 \
-    --hash=sha256:c564dd5f09ddc9d8f2c2d0a301cd30a79a2cc1b46dd1a73bef8f0038863d016b \
-    --hash=sha256:c632ce9c0b534fbe25b52c974515ed674937c5b99f549a92127c85f771a78772 \
-    --hash=sha256:c719f65bebcdf6716f10e9eff80d27567f7892d8988c06de12bbbd39307c6e3a \
-    --hash=sha256:c86969d012e51b8e415a8c6ce96f7857d6a87d6207303ab02d5d11ef0cad2274 \
-    --hash=sha256:c974fb66180e58709b6fc402846f13791240d180b74de81d23913abe48e96d94 \
-    --hash=sha256:c9883051c6972f58bfc4ebb2116345ee2aa151178e99c3f2b2bbe2af712abd13 \
-    --hash=sha256:ca9ac61ac6db4eb6c2a0cd1d0f7e1357647b638ccc92f7e9d8d133e71ed3c6ac \
-    --hash=sha256:cb979826071c0986a5f08333a36104153478ce6018c58cba7f9caddaf63d5d67 \
-    --hash=sha256:cd3db5927bf9167d5a6157ddb2f036f6b6b0ad001ac82355d43e97a4bde76d76 \
-    --hash=sha256:d147004fede1b12f6013a6dbb2a26a986a671a03c6ea740ddc76500e5f1c399f \
-    --hash=sha256:d3a4834f221061624b8887090637db9ad4f61752001eae37d56c52fddade2dc8 \
-    --hash=sha256:d9010032a0b9710f58012a1e9c222528763d860ba2ee1422c03473eab47703e7 \
-    --hash=sha256:d97f93fdae594d886c5a866636397e2bcab146fd7a132fd6bb9ce182224452f8 \
-    --hash=sha256:df23d57718f24badef8656c49743e11a89fd6f5358fa8a7b96e728fda2abf7d3 \
-    --hash=sha256:df6104c009713d3a89621096f3e3e88cc323fd269dbd7c20afe18535094320be \
-    --hash=sha256:e5e5f7debc7a57af53fdf5c5009f9391d9f4c12867049d509bf7bb164a6e295b \
-    --hash=sha256:e7d2f8616f0ff60bd332022279011776c3ac0faa0f1b463f7bb12326fbc97a1c \
-    --hash=sha256:e999f0c88a458c836d5fb521814e92ed2172c649200336a6df514987c1488258 \
-    --hash=sha256:eb4639f32fd4a9904ab8fb45bf3383ba71137f3d9d4ba25b3b3f3109977c5b8c \
-    --hash=sha256:ec707059ee75732b1ba130ed5f9580fe10ff75180c812bc267ded039db5128c6 \
-    --hash=sha256:ecc26751323224cf8186efcf7fbcbc30f4e1d8c7970659daf25ad995e4032a56 \
-    --hash=sha256:ee5e86776273de1795947d17bddd6bb19e0365fd2af4289c0d2c5454b6b1d36b \
-    --hash=sha256:f1162a1492032c82f14271e831c8f4b49f2b6078f4f5fc74de2c912fa225d51d \
-    --hash=sha256:f34ecee82858e41dd217734f0c41a532bd066bcaab636ad830f03a30b2a96f2a \
-    --hash=sha256:f85c6f327bf0b8c29da7d93b1cabb6363fb5e4e160a32fa241ed2dce21b73162 \
-    --hash=sha256:f92995dfec9420bb69ae629abf422e516923ba79ba4403bc750d94fb4a6c68c1 \
-    --hash=sha256:fb0540c854ac9c0c5ad495908fdfd3e332d553ec731698c0e29b1877ba0d2ec6 \
-    --hash=sha256:fceedde51fbd67ee2bcc8c0b33d0126cc8b51ef3bbde2f86662bd6d5a6f10ec5 \
-    --hash=sha256:fe6970addfea9e5e081401bcbadf865d2b6da045472f58af08427e108d618540 \
-    --hash=sha256:fee86b7c4bd29bdaf0d53d14739b08a106fdda809ca5fe032a15f52fae5fe254
+aiohttp==3.14.0 \
+    --hash=sha256:02cb2ffbb7da32f82e21ad9952669c45bd88a80e0878264c2f59fe1c6fb2badd \
+    --hash=sha256:0746d9fb0ac4fdef643a84494efe3f06d50335dd8c7a530228b86448aae0a803 \
+    --hash=sha256:076cb014191ae2e65d949e1ad01f1dcfe33e32789b5172510f3e79c79fc04d50 \
+    --hash=sha256:0fc2b75ae8d169d853be2862d960be8550da6c5c65711d5476407eb3fdb006bd \
+    --hash=sha256:101df7779c80c0636014a6b2c6642acd3efb5b355d48347c9d7dfb720aee9430 \
+    --hash=sha256:106ed074a856f3e21d186b8579e2c8afb6da598e267cdaab01059e13db2fc44d \
+    --hash=sha256:1210d4c87cc00128160c7384ab41877a701295b97cffa6362f908a49b6e8a7ca \
+    --hash=sha256:1394dce36e0f0d260ac0b555a654de19cb989f3c1b8bdd24f505314dfea18a00 \
+    --hash=sha256:145262119b07d7f95abc1839add35ba2bfc84551d4b4660ca11542c0b215455b \
+    --hash=sha256:16eee56bcc72d04600bc56c1759982c2385ec0b41d3fd3521f836bf64a0957ef \
+    --hash=sha256:198cfe61bf253b19da1fb3e0fa122249dc4f14c12709493fed8054aa0411cc76 \
+    --hash=sha256:19ca5fc84130675ba11c6ca5c7da5cb65f7bf8a32cdd2b616bf49cd334688aae \
+    --hash=sha256:1a4a9f17e85b80878c176695c1998c790e83731d8271881e5d356488652a1f9e \
+    --hash=sha256:1a78a77366ed158a0a54b076990e575d7b7cdb728cbfd02711eadab150f2269f \
+    --hash=sha256:20144819e99db593e22bbd2f3f2691a5e149f879142d6b8670254708853ff4fb \
+    --hash=sha256:22a8d06f204e0518a586d770032db3c7043c9ba3693081b3e3ad425e1458d594 \
+    --hash=sha256:23e8314e7aed8576fbe33314d218bd81447a3adbc91dc36f1163bf583cd3084c \
+    --hash=sha256:23f094a1ef64823fd35854ddf5c7a80a078162f37f9d2f7c6142b51a6affa456 \
+    --hash=sha256:25400d710641a8040bf022a8a99f579e581ffa1c5bd42c33255d7d6f3957c127 \
+    --hash=sha256:25d2326a4967bf705a9f9913a13005e93b6020ad8a9f6bd6bd78850d5171332e \
+    --hash=sha256:25e9f1d2465a210d60edb64d7b204a147e85d4c194eecef3d1604fb5ace678ce \
+    --hash=sha256:26b6d79aa54cb4ed50cc7d41ed14e99e0f1fc8e7c2d42f2e05b37aea897b2b52 \
+    --hash=sha256:26d9224c6dd7f5c749aba4f61315a894601448b28d94d12f4dea0903e26d2096 \
+    --hash=sha256:2882de819734c715fd1b9c11c97e09fa020d14438203d1d354d8ed1702791c9b \
+    --hash=sha256:28eee8de1d69711c53116df8202f1c2aa0e3f80ef912a88fc18d159d53e7110b \
+    --hash=sha256:2c2c7e05dd5335b298085abf45ddf98673934c3ee1c083d0b9ea13d4186ad500 \
+    --hash=sha256:2cc736a9c9fc2bc4dd71fd404815741b6573df27c3f985948ec4076989ac57de \
+    --hash=sha256:2d2ffe9b614f50f069068b3b52e73414e4107fc10b7efc939a76acff9251fdd2 \
+    --hash=sha256:2e2514cb7195f6d7c219339635bea71ae47d1569b051300d32df9dcfabcdb869 \
+    --hash=sha256:2f3fc37054564dee64a855b5b092d87ec35dcddfaabf7dacb1c8a2b1f83dc0a9 \
+    --hash=sha256:30e8b7eeb42d02c120ca90d6c6e076a221a16b70a6dac9ae44c7ab5104cc7fe4 \
+    --hash=sha256:32e735c3182de7b64f6941a4ede48b38c7f47d9437bd615dd30b5bda8fa1bc93 \
+    --hash=sha256:3366751d68d237c621264233a32f3078bbc21b7904ab90a77e03d21390c742c6 \
+    --hash=sha256:363ef9e91014e7891679bfb2ac0a7c6ea93435dbbfd10ecf41b9f06fcf506c5f \
+    --hash=sha256:3b54fbff46127aeafdd764cecd0d99fa2f24a0e37ea5c18a7c3a4ac450df1db3 \
+    --hash=sha256:3c7139100fbaae76515b73051d8f0aa3a3ff02e415eec8a8eee8e2223d9ba955 \
+    --hash=sha256:3cdf534aa455593e589302990c5097aa5c92c06c4262a20da22934f9186a5fff \
+    --hash=sha256:3ea81eb518a2ecb319d8ec6d1424a37c773f6634bd87d6985eb606b2faac419f \
+    --hash=sha256:40ae7b0642c25632c7eabc4a04754012691864d2a1b93becf7cddb76027b838a \
+    --hash=sha256:40af7ebe53c7990e110dc4ad03566b12c3ac996254298a3d39046dd69cfcb2c2 \
+    --hash=sha256:44eca38755d0105bb32f47d085f5dd449846a449e1245fc105889e3279dcf8e3 \
+    --hash=sha256:46fbbec4e4fab7428d4396a3823f9320e4560aa3113b89eeebce712c27c9ed5a \
+    --hash=sha256:4714c70067a08b604d0bf3bc4dfdf82e52944afab41d0428d460862763d2f79b \
+    --hash=sha256:49a33ded29b0b2fa7a367a02cf0fb89af602bb87542a16177ec8ce1c9c51d12a \
+    --hash=sha256:4acfc34bd4d3c58754fc9f22ff1b5e92aabce68f3d4bf7b71a0b732d9bceb78a \
+    --hash=sha256:4d6a998191f5ebe3b8c28463ff72bc030250008b3193c402464efadd08b5ca02 \
+    --hash=sha256:4f770846edae8f00ecc57af825bce811f787f87a7dcf0e90d191790efe5b31f7 \
+    --hash=sha256:514db9a79337068981ee2137310283a07b4b885c584991097a91a4da419bcb81 \
+    --hash=sha256:540632bf882ff8fc88f2e1697be0761578e89e0d79fb4a8a6d65dc5da7e729d4 \
+    --hash=sha256:54bf3522d6f7351e55f89a62d5c2bf138ad557b031670266c5df604ae88e0b5a \
+    --hash=sha256:57ea07d28695a7a40304d42251892a8df765e5588c10ee32afeddcd5df33c0a2 \
+    --hash=sha256:5a2e7ca615c3ddc15b82687e05a624e5f5cba3f1d6c20cb81172d70ea498451e \
+    --hash=sha256:5ba10966d4f03dd96a14365be4b8e37c327c76f11c3ca867116966cdd9f98066 \
+    --hash=sha256:5cbd50e6a50d6b99283a826b18cbdebf65b0797689a7535cb0e9dd37be0f63c3 \
+    --hash=sha256:5e4646e9a6af29af354204011bf5769cb0276ec5b64653e42f90b3e13845169f \
+    --hash=sha256:5f1c5be60add78fabb4aacd13c5a348ae79d2fcbfc7fa78da8f1eb192273b370 \
+    --hash=sha256:610d68800435903e303ca0542b9d3e4eb72a12ff33a6d471a070c1d81eebd3c2 \
+    --hash=sha256:6199707cc40e0e9cd39c36fbc97bec416c704e1d0ddce03412bb3b3e6a90ccd0 \
+    --hash=sha256:6281aecdf2732940f4fe06bd6adec5ae4d59b78b080b8e3a6b81467301010988 \
+    --hash=sha256:63e38be0d75a654deaa06be32fb4cab883a4222940be1d05861b6717679cbadb \
+    --hash=sha256:666c7c5036df57b693026398b69b41874a1931ac5b3485fd910e57bfac253869 \
+    --hash=sha256:667b881d083ccae3900ea5a241e17e5007ca78844c53ed389bb63d48f729d9c7 \
+    --hash=sha256:692e409052e7436029bbb32977cd7c5bf806ac5fa4085b973996785ffadad33c \
+    --hash=sha256:6a5f3532125233c261cf61f32df4059cfcf482eb793c7d3db8452e3142028b86 \
+    --hash=sha256:6aa1a40f9cbb3da9f80714c5966b8946c21e6a2530d809b9498b33161e3c8733 \
+    --hash=sha256:6c79a044cacf360ec46738d863d2f41c9300d2a06ef4a7402ea0df306a350e61 \
+    --hash=sha256:6eb63b1417efaf7d1002a6ad034a40d44376afcc16508a57f8e74b49ad26a095 \
+    --hash=sha256:70ea956f6cc4a37620966b56c2e205d88ca3e6d85ec063277e414b1035cddad3 \
+    --hash=sha256:71b2604c9bfc1b115547d63a094d5244b3f02799833513a99a68aaa7b167c4cb \
+    --hash=sha256:78d6f9286a629ce52728430afe18f8ed2b6c39a1fddb3802d7244b9983910ad2 \
+    --hash=sha256:7a3fc4358e65826c515350f199c210de747cf669998211b1ee6c2e46de364b24 \
+    --hash=sha256:7b33e751cab03fdc960095b1e326cb5a03f5ee577d6ded59f3d1c100f8668882 \
+    --hash=sha256:85e0675f47be4eff0636bf88c02140ea89168ae0df3ff1f3f464e9de9610d277 \
+    --hash=sha256:860a86bc2c80237f5dff52edcf427e10a8d8352271fd84845429a3e60199e02c \
+    --hash=sha256:884a4edbdad77be9d0ef36142c8b504351b170df0bf62b51e784fadabf311c42 \
+    --hash=sha256:89ed35666c95d3efe1955056afcde09e62a57a34e2a4398b17f9f6c1564f0b25 \
+    --hash=sha256:8b93618102caf12801638a01a2b478a55410ddd71bd41cfaf6f707953a49ac43 \
+    --hash=sha256:8fcaef74d2ab0f607d7ff85a0d15e21bb5a258c4a58df1908396eb50d7f4ed3c \
+    --hash=sha256:95f5217e76a046b9f228a101717ef8d42b1eb3d9d196d15202db5bf41df88936 \
+    --hash=sha256:9dc203d6ce6b9106d54e2a93f41dfdfebfbca2d99962ba503bfd3e5921a6549e \
+    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
+    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
+    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
+    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
+    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
+    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
+    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
+    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
+    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
+    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
+    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
+    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
+    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
+    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
+    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
+    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
+    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
+    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
+    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
+    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
+    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
+    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
+    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
+    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
+    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
+    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
+    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
+    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
+    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
+    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
+    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
+    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
+    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
+    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
+    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
+    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
+    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
+    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
+    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
     # via cloud-sql-python-connector
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
@@ -169,33 +168,33 @@ anyio==4.13.0 \
     # via
     #   google-genai
     #   httpx
-apache-beam[aws,dataframe,gcp,test,yaml]==2.73.0 \
-    --hash=sha256:000ecb654497943f729c3195489ffdb2a22cf328919d2c279a9682ecb8ec4550 \
-    --hash=sha256:03b8b849a1ee4e7f22368dbd227a4c31d2e11262ee6f450eac71eb0a51e44b39 \
-    --hash=sha256:2725e862fa577ae8bc8411970e8f51b1418bd2cf9b2174900d86eb9a3add4887 \
-    --hash=sha256:459ac4b803b9e37a5ea7002a39a0d3eca23a4fe475c8d839e87beb52f3cf2726 \
-    --hash=sha256:4eb9fd06f3c011630b1b4f52f44e9e3187c3f489ebd9f7917e1391ccbdb6f5df \
-    --hash=sha256:4f12dc7235803ff3b32053838422af7c0d792f9736fcda221e91a8b3a9342033 \
-    --hash=sha256:5845bd726d4a724b4a80ffcd8908a179777ef3d360d1e635ec25315f2292561d \
-    --hash=sha256:59c96215d0661acd955cb82814689f2f7e5dc84d8916a4ec348ec18f18e7a1ee \
-    --hash=sha256:5b56da8da361f1d8df9c57e04d91c6d1cf3856164e74e4cc50b3489fb7305078 \
-    --hash=sha256:65c23529ede80d970494a602af18c64686e1ac609ae89f941527b1932197177e \
-    --hash=sha256:6f49a4537983a602ca42b4697d8a2b9274d228b32832168f9deaf2b69eed17ce \
-    --hash=sha256:70b8d253866b9fec9e58d142b39af94f3249fdefad9db3fff9d787e9c568eaf1 \
-    --hash=sha256:799ccecf8ba8d0a762981f4dae46a5c7cdc0601083cea0fb9cd73e534f6dba65 \
-    --hash=sha256:7a53e08ab11eb15ec69e07b9532877180bf8eeeec3d95c68e959503a51de4236 \
-    --hash=sha256:7ff342ae4f833f92434b8b8ae42765953a72976dd7b494d3320bd44208cd8abb \
-    --hash=sha256:84258f653a7a57fdbd2652154aebea66524f65ceef5791f8565958c5d02d1bc1 \
-    --hash=sha256:8b4fb5e0993db8d6a7d7b6ebef4dffab4087d31f4d43f61560ee5d783ff22080 \
-    --hash=sha256:8fb999aae2aab0cad8ab713df6e812d5f6c7dcefa2f14609a2e1e18cc2da5f12 \
-    --hash=sha256:940da90c516d21b7fd0198a4a6c137ef61f6f84a9317705deb4c44ff8f9e7efb \
-    --hash=sha256:b47249eb614b4b6ecfa75aca2c1be060b6cc4579b72d14f9993895f39ed57c18 \
-    --hash=sha256:c2dd20fae4cfc3a6603bc01451763efb56a2ba34cac55db398ec9796a1dc6db9 \
-    --hash=sha256:de64076ec85312c9ae1c5e89c046709afed19e1e76f2a8637cfc00163d308691 \
-    --hash=sha256:dec2fb013affb7b8ffb33aa574de6b5a0206aa6d3d041cc9db48dd342c8b8c4e \
-    --hash=sha256:ec35d5e4b779262c9b4f9589f745b65cb21e5ca2f40308412a8b6b6ccf40f285 \
-    --hash=sha256:fb2f7a537e21c7fec806d1ae7c246d6983a1c38467a41949c35a40fdb9388fbe \
-    --hash=sha256:ff9b6b320729051ce97c9809f64b825c9056694cc4c9afd3385fe124dcc60b80
+apache-beam[aws,dataframe,gcp,test,yaml]==2.74.0 \
+    --hash=sha256:009658bf30088daaca2086817c44f013d4291b3cb1eb1d10db4965b196e33326 \
+    --hash=sha256:155ea1d842013cc9c9cb63922591418b73b3fe53f212adaf8e17cc873f124273 \
+    --hash=sha256:2bab02d6ca488372c4063e003b068a0918dd55aa094a3102493ba3ff258e7938 \
+    --hash=sha256:2fc4dbed5c3439dfaccdbdd705908c396409e1debefeed199775abccb6555be6 \
+    --hash=sha256:325d53db346ebc15eb907ae9627a0d7ff685b81ee0c7d6a33bd775b182f4a499 \
+    --hash=sha256:498042637fe8b0381f7de85d42ca5587e7842e93263073e8a7eb4d2878e914c2 \
+    --hash=sha256:58230e471645016843fc18a314ef4a5f8786102a5a67bda81cbefefde5c74dd8 \
+    --hash=sha256:5bdd896383288564749709023b3dd80268bab0a5f3a66ec2d83a63aa34190801 \
+    --hash=sha256:5c907f9746f23b60773f3fc84108b35900e2881d6c58d59dbe82e6e645f0c36f \
+    --hash=sha256:5e499f97bdb607b5e638318b27d3ff224e8c5a6a8bfd3e36ccb529e09875b96e \
+    --hash=sha256:77d0501f580e9182186253d2cb639b10c84d22e8620ec3d7f4c82b056a48b784 \
+    --hash=sha256:893e2ab7350c71d9b466e1b1dcad1f30cbfded3dcdcdf91d5398090fe52781f9 \
+    --hash=sha256:8af761859708f825482c25e54511e52bef40f544a087b321c06373f31d54d396 \
+    --hash=sha256:90011b88401d164c54de218662a556b7a8ec1469d63550a93d4a003cda199e52 \
+    --hash=sha256:96c17988131a056b55c6506b89bc411b3952a42d3fee535ebc62589f609cb494 \
+    --hash=sha256:9ba0172f3e03a08d41ccb95fe2dabe5a107c5ce3795e5cbd711ad1e5ae214cde \
+    --hash=sha256:9c138d8042d3289aa169e5cf573c7d895ac958276b84fad87eef80a94a16a709 \
+    --hash=sha256:9ed30f753a68b0876b7dbec76d210dc14d0849bd5a42c2fd853e6548c89ba092 \
+    --hash=sha256:c685b2db8330ad220ae39815dcfa5a0493ceb471f872568e746f34f7a04fe1a4 \
+    --hash=sha256:dad6e993f5d5faa34d18979d93ac6155a8271107676eecd89269cb076341d09a \
+    --hash=sha256:de931ba5264e23f0f1208c3e855074ed208be5db20807c55c636ec8cd0e12245 \
+    --hash=sha256:eb9fd400b0bce1a78e50d9bea383eef5bc960cc1876346a2c68ed22789dc4f83 \
+    --hash=sha256:ef53ecb4e2bc7a7ef93e286e11f0b1329d6b238bc310f60f19581b54d255b613 \
+    --hash=sha256:f043f8e25ec12209595d58f823bb4a9630a6ddb9f6e5bad04d667640b2fa2cc6 \
+    --hash=sha256:f8a816454ea315e033a258a00b153d96f00b72693d58911c679a0dd4306bc545 \
+    --hash=sha256:fe425771fa3d3a6349d590980a122a3f32f7ec42033f7bd2123e7853d12337cd
     # via
     #   -r python/default_base_yaml_requirements.txt
     #   job-builder-util-transforms
@@ -222,13 +221,13 @@ betterproto==2.0.0b6 \
     --hash=sha256:720ae92697000f6fcf049c69267d957f0871654c8b0d7458906607685daee784 \
     --hash=sha256:a0839ec165d110a69d0d116f4d0e2bec8d186af4db826257931f0831dab73fcf
     # via envoy-data-plane
-boto3==1.43.18 \
-    --hash=sha256:33138883e984eb1937d1553da699182c8ad2099138091e885b65c9accbccea16 \
-    --hash=sha256:7b62ce5c0a51428d692aa4f2adc9dc2a4a4c2989bf65a0a12834eeffa99b0b84
+boto3==1.43.23 \
+    --hash=sha256:5d26498702ffd021dc0d57d0eefcc7101cd995ea0ed08c057c9b631efccbaa48 \
+    --hash=sha256:8afc058924ef8a5c62467fe2e1e2e0304c22018587a044714da89f9c602ba856
     # via apache-beam
-botocore==1.43.18 \
-    --hash=sha256:dc8c105351b49688c667065cd5a45fc5b9db982657cefc9e3fbfb9417a55c7df \
-    --hash=sha256:e2610fce16df9f89deab5f3c163430a814e6804034eb95bef8957c8db60b7dbc
+botocore==1.43.23 \
+    --hash=sha256:69ff3d951cb644d1d84db646663c7eb919dc9c0c47e5768e947c8a71121b3d77 \
+    --hash=sha256:a6737c598750f330bfa8ef2be2d9fa84b5d2d643b6bbb0d22e129e03b7535df1
     # via
     #   boto3
     #   s3transfer
@@ -746,9 +745,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.31.0 \
+    --hash=sha256:2be84ee0f584c48e6bde1b36766e23348b361fb7e55e56135fc76ce1c397f9c2 \
+    --hash=sha256:ef79fb3784c71cbac89cbd03301ba0c8fb8ad2aa95d7f9204dd9628f7adf59ab
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -797,6 +796,7 @@ google-auth[requests]==2.53.0 \
     #   google-cloud-recommendations-ai
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-storage
     #   google-cloud-videointelligence
     #   google-cloud-vision
@@ -806,9 +806,9 @@ google-auth-httplib2==0.2.1 \
     --hash=sha256:1be94c611db91c01f9703e7f62b0a59bbd5587a95571c7b6fade510d648bc08b \
     --hash=sha256:5ef03be3927423c87fb69607b42df23a444e434ddb2555b73b3679793187b7de
     # via apache-beam
-google-cloud-aiplatform==1.154.0 \
-    --hash=sha256:3cfb5afb9006ee202eab93ffc19aeeb111d9e62b574ebf80d7ab91aa9f463677 \
-    --hash=sha256:62128634cfe8343aab94fd7ba27d74794f4023cd61b65ae176c972abe53e8a84
+google-cloud-aiplatform==1.156.0 \
+    --hash=sha256:ae78ee795b571d3801ac472e155ba66e7de9e7243ffe3092382329f230df5533 \
+    --hash=sha256:b2f8c92d7e3fd50a1570e433d596fb863f8ced528ede657e85d46e25b8445a25
     # via apache-beam
 google-cloud-bigquery==3.41.0 \
     --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
@@ -816,17 +816,17 @@ google-cloud-bigquery==3.41.0 \
     # via
     #   apache-beam
     #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.38.0 \
-    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
-    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via apache-beam
 google-cloud-bigtable==2.38.0 \
     --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
     --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via apache-beam
-google-cloud-build==3.36.0 \
-    --hash=sha256:4a350eb90c384a8ce08649a3384c3813bf4708590e02353f953cc57b1aa2e15f \
-    --hash=sha256:f70de0882ffd0f48ff39b7fcb8b543c2eaeda06c2f067b8aa61125b9427d3ffc
+google-cloud-build==3.37.0 \
+    --hash=sha256:38a119fa1ab0461c930233ad6c98bc2534e375f033b52269e1a75ebe2e08cb98 \
+    --hash=sha256:5b06bb2831e1ed74b13eb72c420c7416ec7cd166dd8b97f257843c0da2d21e3a
     # via apache-beam
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -838,13 +838,13 @@ google-cloud-core==2.6.0 \
     #   google-cloud-datastore
     #   google-cloud-spanner
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.25.0 \
+    --hash=sha256:dd646a3d8f99c2750bb5f6e0f18ece7bed95fd76e02dacaddbfa35a2b22328ff \
+    --hash=sha256:e47e25933bcfad7118335015b0de2f2b2b5444e81f6f029a62040f568f4f52eb
     # via apache-beam
-google-cloud-dlp==3.36.0 \
-    --hash=sha256:a239a214303ca08ccdcdd7b6ee270d2ce4e4e81955a05648ffdb383204bf5ca6 \
-    --hash=sha256:e215c4d74e87108449838fb81f60875f3811772f645aa0455753d74069395dec
+google-cloud-dlp==3.37.0 \
+    --hash=sha256:2d7a0254c0b7de5e11d392250c55b9ce7f579d34e56ef9ae0fb1bf9f453317f8 \
+    --hash=sha256:ce339706e777f1a704db42c524b63c3b382b029d77b755813a01ad82e7d0e932
     # via apache-beam
 google-cloud-kms==3.13.0 \
     --hash=sha256:672fdc594b928b0415c22e41f3d67c854e940a8a5917e8ff16a6566096b12407 \
@@ -854,13 +854,13 @@ google-cloud-language==2.20.0 \
     --hash=sha256:32844e562f7f15e9f8136186913c818513e1f40c3bd685ddd44c3b5b2855dc93 \
     --hash=sha256:c290c2f6debde9e874523d03b7fdf1cef699f7360605829b087ea71be34f3988
     # via apache-beam
-google-cloud-monitoring==2.30.0 \
-    --hash=sha256:2729f3b88a4798b7757b1d9d31b6cb562bb3544e8173765e4e5cd44d8685b1ed \
-    --hash=sha256:a9530aa9aa246c490810dfa7be32d67e8340d19108acc99cbc02d1ed494fba76
+google-cloud-monitoring==2.31.0 \
+    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
+    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
     # via google-cloud-spanner
-google-cloud-pubsub==2.38.0 \
-    --hash=sha256:9212309f8d6cfaefb577bca52492b13464b56e584505408685d63e69346c56cf \
-    --hash=sha256:fed2c40cfb77d58f6dced563a8146a8c34319c7dfbbb4d045b6c9c101e043db9
+google-cloud-pubsub==2.39.0 \
+    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
+    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
     # via apache-beam
 google-cloud-recommendations-ai==0.10.18 \
     --hash=sha256:a6bccb45744fd89f038aa3e19502d1f46ea61c438dd2c08528533f8e185ec469 \
@@ -870,17 +870,17 @@ google-cloud-resource-manager==1.17.0 \
     --hash=sha256:0f486b62e2c58ff992a3a50fa0f4a96eef7750aa6c971bb373398ccb91828660 \
     --hash=sha256:e479baf4b014a57f298e01b8279e3290b032e3476d69c8e5e1427af8f82739a5
     # via google-cloud-aiplatform
-google-cloud-secret-manager==2.28.0 \
-    --hash=sha256:15bcb9d7d3442d842ebac94e2d6e428a11d79cf1aeb91a005a0576f257643317 \
-    --hash=sha256:5763f42a449c27597fb42d40fa93e2c56b02dbceba0c41da202fb97e810cb278
+google-cloud-secret-manager==2.29.0 \
+    --hash=sha256:21bac2d0adb0bb3c13c346d7223832f197c2266534528a1bf1402774e06395a3 \
+    --hash=sha256:ee64133af8fdb3780affb65ec6ccf10ab15a0113d8edeba388665f4be87ce1be
     # via apache-beam
-google-cloud-spanner==3.66.0 \
-    --hash=sha256:a5de352c9cce75ba1b1b2e767816b14c6d147815c7450dbf42aae34773fad3f5 \
-    --hash=sha256:a5ec48576022fc064d7217ec5011ce1f159eb8eac669de0acd8a4497c205d872
+google-cloud-spanner==3.67.0 \
+    --hash=sha256:0a01173c2e29aa371173809a15ecb10794b168f1f2edad7c5789a44e47c25d15 \
+    --hash=sha256:d83b9267db6486972affa69711bc0a182541d58c5931cf4956ca71956f427251
     # via apache-beam
-google-cloud-storage==2.19.0 \
-    --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
-    --hash=sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2
+google-cloud-storage==3.11.0 \
+    --hash=sha256:498bf37c999028f69a245f586b5e50d89f59df1fafc0e3a93783ac56be2a456b \
+    --hash=sha256:cfcc33aa6b899ec9dd1771286f8e79fbed5c35c1c174718071b079aa827f37c2
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -930,13 +930,13 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==2.7.0 \
-    --hash=sha256:21cac381e09a869151706aba797b6a4f96cfe92c484e13204d092caee7ff11cb \
-    --hash=sha256:3c6f32f5ced9877ededd1b384b5e5b7f09c20046ec3390b662b16d8cd1882ac5
+google-genai==2.8.0 \
+    --hash=sha256:37a9b3cb127d763e7f4ca47452ae3562c87728773bd1b149f7b559c239da2bc1 \
+    --hash=sha256:4da0a223a100f4b37f609a68b835e3326ab0fa313314dc0fd9d34e76ee293844
     # via google-cloud-aiplatform
-google-resumable-media==2.9.0 \
-    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
-    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
@@ -1109,6 +1109,7 @@ grpcio==1.81.0 \
     #   google-cloud-pubsub
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-videointelligence
     #   google-cloud-vision
     #   googleapis-common-protos
@@ -1215,9 +1216,9 @@ hypothesis==6.148.3 \
     --hash=sha256:bd81221740d8658473060ad900dc831f889f156fdb41210ba2f47cfad10a66ed \
     --hash=sha256:e7dd193da9800234ec5e1541c1eddde4bddff49b53faf690ba68a0af55a7abb3
     # via apache-beam
-idna==3.17 \
-    --hash=sha256:466e48829084efe2548012b855df21540b96f2e20e51bd124c851536556a592c \
-    --hash=sha256:5eb0cb53bc467c12eadcf6de83163ad8527cec9416f44b9b61b19caedad2b87f
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
@@ -2604,9 +2605,9 @@ pyparsing==3.3.2 \
     # via
     #   httplib2
     #   pydot
-pytest==8.4.2 \
-    --hash=sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01 \
-    --hash=sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79
+pytest==9.0.3 \
+    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9 \
+    --hash=sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c
     # via
     #   apache-beam
     #   pytest-timeout
@@ -3214,6 +3215,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   apache-beam
diff --git a/yaml/src/main/python/requirements.txt b/yaml/src/main/python/requirements.txt
index e9ec4cf0d5..b6ccf2c977 100644
--- a/yaml/src/main/python/requirements.txt
+++ b/yaml/src/main/python/requirements.txt
@@ -33,127 +33,126 @@ aiohappyeyeballs==2.6.2 \
     --hash=sha256:4708045e2d7a6c6bdf8aafa8ed39649eaf926a4543b54560659129e3365953c4 \
     --hash=sha256:e202810ee718bd01fc6ef49e8ea53d023d5cb6b581076d7925aa499fa55dbe64
     # via aiohttp
-aiohttp==3.13.5 \
-    --hash=sha256:019a67772e034a0e6b9b17c13d0a8fe56ad9fb150fc724b7f3ffd3724288d9e5 \
-    --hash=sha256:02222e7e233295f40e011c1b00e3b0bd451f22cf853a0304c3595633ee47da4b \
-    --hash=sha256:023ecba036ddd840b0b19bf195bfae970083fd7024ce1ac22e9bba90464620e9 \
-    --hash=sha256:02e048037a6501a5ec1f6fc9736135aec6eb8a004ce48838cb951c515f32c80b \
-    --hash=sha256:0494a01ca9584eea1e5fbd6d748e61ecff218c51b576ee1999c23db7066417d8 \
-    --hash=sha256:0f7a18f258d124cd678c5fe072fe4432a4d5232b0657fca7c1847f599233c83a \
-    --hash=sha256:10a75acfcf794edf9d8db50e5a7ec5fc818b2a8d3f591ce93bc7b1210df016d2 \
-    --hash=sha256:110e448e02c729bcebb18c60b9214a87ba33bac4a9fa5e9a5f139938b56c6cb1 \
-    --hash=sha256:147b4f501d0292077f29d5268c16bb7c864a1f054d7001c4c1812c0421ea1ed0 \
-    --hash=sha256:157826e2fa245d2ef46c83ea8a5faf77ca19355d278d425c29fda0beb3318037 \
-    --hash=sha256:15c933ad7920b7d9a20de151efcd05a6e38302cbf0e10c9b2acb9a42210a2416 \
-    --hash=sha256:178c7b5e62b454c2bc790786e6058c3cc968613b4419251b478c153a4aec32b1 \
-    --hash=sha256:18a2f6c1182c51baa1d28d68fea51513cb2a76612f038853c0ad3c145423d3d9 \
-    --hash=sha256:1efb06900858bb618ff5cee184ae2de5828896c448403d51fb633f09e109be0a \
-    --hash=sha256:20058e23909b9e65f9da62b396b77dfa95965cbe840f8def6e572538b1d32e36 \
-    --hash=sha256:206b7b3ef96e4ce211754f0cd003feb28b7d81f0ad26b8d077a5d5161436067f \
-    --hash=sha256:20ae0ff08b1f2c8788d6fb85afcb798654ae6ba0b747575f8562de738078457b \
-    --hash=sha256:2294172ce08a82fb7c7273485895de1fa1186cc8294cfeb6aef4af42ad261174 \
-    --hash=sha256:241a94f7de7c0c3b616627aaad530fe2cb620084a8b144d3be7b6ecfe95bae3b \
-    --hash=sha256:26d2f8546f1dfa75efa50c3488215a903c0168d253b75fba4210f57ab77a0fb8 \
-    --hash=sha256:2837fb92951564d6339cedae4a7231692aa9f73cbc4fb2e04263b96844e03b4e \
-    --hash=sha256:2994be9f6e51046c4f864598fd9abeb4fba6e88f0b2152422c9666dcd4aea9c6 \
-    --hash=sha256:2d6d44a5b48132053c2f6cd5c8cb14bc67e99a63594e336b0f2af81e94d5530c \
-    --hash=sha256:31cebae8b26f8a615d2b546fee45d5ffb76852ae6450e2a03f42c9102260d6fe \
-    --hash=sha256:327cc432fdf1356fb4fbc6fe833ad4e9f6aacb71a8acaa5f1855e4b25910e4a9 \
-    --hash=sha256:329f292ed14d38a6c4c435e465f48bebb47479fd676a0411936cc371643225cc \
-    --hash=sha256:330f5da04c987f1d5bdb8ae189137c77139f36bd1cb23779ca1a354a4b027800 \
-    --hash=sha256:33add2463dde55c4f2d9635c6ab33ce154e5ecf322bd26d09af95c5f81cfa286 \
-    --hash=sha256:347542f0ea3f95b2a955ee6656461fa1c776e401ac50ebce055a6c38454a0adf \
-    --hash=sha256:39380e12bd1f2fdab4285b6e055ad48efbaed5c836433b142ed4f5b9be71036a \
-    --hash=sha256:3a807cabd5115fb55af198b98178997a5e0e57dead43eb74a93d9c07d6d4a7dc \
-    --hash=sha256:3b13560160d07e047a93f23aaa30718606493036253d5430887514715b67c9d9 \
-    --hash=sha256:3df334e39d4c2f899a914f1dba283c1aadc311790733f705182998c6f7cae665 \
-    --hash=sha256:4bb6bf5811620003614076bdc807ef3b5e38244f9d25ca5fe888eaccea2a9832 \
-    --hash=sha256:4beac52e9fe46d6abf98b0176a88154b742e878fdf209d2248e99fcdf73cd297 \
-    --hash=sha256:4e704c52438f66fdd89588346183d898bb42167cf88f8b7ff1c0f9fc957c348f \
-    --hash=sha256:4eac02d9af4813ee289cd63a361576da36dba57f5a1ab36377bc2600db0cbb73 \
-    --hash=sha256:53fc049ed6390d05423ba33103ded7281fe897cf97878f369a527070bd95795b \
-    --hash=sha256:55b3bdd3292283295774ab585160c4004f4f2f203946997f49aac032c84649e9 \
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+    --hash=sha256:9e19d17ab02bf16832a2c8c0d55a486792c5b1645665652ee9531aebcc30cb72 \
+    --hash=sha256:9f3a96b6d39a4872222beee72e1df41d2ff886ae96152cf3e757ef8c5673ef0e \
+    --hash=sha256:a071be341c2bd9b0188e62d173509f024e0a35b1c342c53c50f8daaeda8c3bd8 \
+    --hash=sha256:a150c0875ac8fd87f1c398650841308a30d65facf7416b12dbdb9cfdcbe5a48c \
+    --hash=sha256:a1d209375c503472b3c0a340cdf3c55fcd82e84b46dda7caeaced59faba373ec \
+    --hash=sha256:a8d93334d4961c9d566b1f046c81dee475b7c21eb730728d38237bfa70d1c8e6 \
+    --hash=sha256:acdb400538cf4769543548bb5d1eb23d39bed4f96554a6078cb728c7cb2c268b \
+    --hash=sha256:acf1581c4f21ed4b80a2dded504d87b055a071a84d5737ea966435f768275ac6 \
+    --hash=sha256:b0a5747586d4467efd1f932710b269131c9717a872dce082cd92a00c1c13123a \
+    --hash=sha256:b27d89af91a555f58e08e4902dbcbc48862fd40095720ca705990476bd93b7ac \
+    --hash=sha256:b29518c9c2ec7e373e68259206a137c7f4f5439c58baaec4b5ab3ab799850a4e \
+    --hash=sha256:b4141a3e5342ee3053a9cab54d25b64ed28289c1041e4c54b3d99839314d90ce \
+    --hash=sha256:b5314743ebe926c2fda35d0a298c565c885505f6635c2a30936363404cf274a7 \
+    --hash=sha256:b584dfe615d151e9b8f0a8ecb3aee6147f2927ec5b95ba25fe621f5377510928 \
+    --hash=sha256:b62af5a8cc96a194eaa01a9ed7b34a3ffa58d3d8daaa1a0d7a749353ad12d228 \
+    --hash=sha256:c20b9ad156a79eb97be5cf9e069eec01d2f0dc8472ffbd75299a8b2d4c2cbbde \
+    --hash=sha256:c21ca9a1c63d4509158f478aeb9d02914dcc52adc68d1bc9dee2452284ee5996 \
+    --hash=sha256:c452d17eeb95d563fc8b936f3050301dbd1d268126c4632d8b70ede9696202ee \
+    --hash=sha256:c5492b9929826e07cc3fcb9739ae87aab05dff6b5e67a9b73fd1700c6d008981 \
+    --hash=sha256:cb6c657104393b5fbff01a5f59b2023db74058a8077d94475d6c25d03882a108 \
+    --hash=sha256:cc3c3e12cdaeb92d7dcf13db00e9f6b1956b910e47256e696df1cfa946d02159 \
+    --hash=sha256:d1467d1e7b48a73ca7237e0ee4335f3d02b923dbc27b82fd254bc301c97d4026 \
+    --hash=sha256:d336820adbb914debbc90a1d8c1bfc4bea55996aecf64866a989d35d1f9fd903 \
+    --hash=sha256:d33e61021222ce7f9792bcac870d6f58d8adfceda33ab857b01264f4560f2c5f \
+    --hash=sha256:d488e6e9d3bb8ba5ae7066d5be885ae9670eba021b8c6ccb9a3a568e6b19d6e5 \
+    --hash=sha256:d925fba0c14d5b498a8028b0107beebdfd16c5d48d702ff54f879cb017aaaca3 \
+    --hash=sha256:dbec68ce61b64cb73cab4d33df9433427b1713c8bcccb181dce695c1b6f8e87c \
+    --hash=sha256:e03abdaa17d553f17e1d1d06bb266b3970106c78051d06795723e748d8e49d11 \
+    --hash=sha256:e30871b2d58996cb81aac52d2b1d15ac05257131ef0f90f18c2115a380fbfe7c \
+    --hash=sha256:e4c01b0bfc6209590960e68eac083cd22d5d87c21f974dd6208cafa5d3542bc8 \
+    --hash=sha256:ea3b9806c89f61da22fddf1f12dd524fb368e5e28f1261fbdafe5c3cd8ce893b \
+    --hash=sha256:ed94a81506e3d1bdbad5108f497a58f2a2354aedb4ca314d5326f07d1fd1ac2d \
+    --hash=sha256:edc01ea4e1ec5a1649a28866262bf24195889ff7b27bdd947029a6086741de9b \
+    --hash=sha256:f0b7b8bbbec3ce9467ee0ebe334622fd90624f593edd3136c567811453fc4fae \
+    --hash=sha256:f12eb7896e81caf403a2b18c9406426f1207361e7239c057ab29c076d4257e83 \
+    --hash=sha256:f13087e06f68fea4941c21a0c541c00553aa16e4f8fd7bbe2b198df761e964d6 \
+    --hash=sha256:f4d2038c64f36df96cfd3fa0937910e231eafbf897e70a06c155a817bb632fa6 \
+    --hash=sha256:f79bfd2847513a7ac801bbafd1de02348a37926ac439eeb4bfe96fcff4eada15 \
+    --hash=sha256:ff82be7f1ef73634cb77890a770743239bc3d487b848669be1c599889336dc0a
     # via cloud-sql-python-connector
 aiosignal==1.4.0 \
     --hash=sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e \
@@ -169,33 +168,33 @@ anyio==4.13.0 \
     # via
     #   google-genai
     #   httpx
-apache-beam[aws,dataframe,gcp,test,yaml]==2.73.0 \
-    --hash=sha256:000ecb654497943f729c3195489ffdb2a22cf328919d2c279a9682ecb8ec4550 \
-    --hash=sha256:03b8b849a1ee4e7f22368dbd227a4c31d2e11262ee6f450eac71eb0a51e44b39 \
-    --hash=sha256:2725e862fa577ae8bc8411970e8f51b1418bd2cf9b2174900d86eb9a3add4887 \
-    --hash=sha256:459ac4b803b9e37a5ea7002a39a0d3eca23a4fe475c8d839e87beb52f3cf2726 \
-    --hash=sha256:4eb9fd06f3c011630b1b4f52f44e9e3187c3f489ebd9f7917e1391ccbdb6f5df \
-    --hash=sha256:4f12dc7235803ff3b32053838422af7c0d792f9736fcda221e91a8b3a9342033 \
-    --hash=sha256:5845bd726d4a724b4a80ffcd8908a179777ef3d360d1e635ec25315f2292561d \
-    --hash=sha256:59c96215d0661acd955cb82814689f2f7e5dc84d8916a4ec348ec18f18e7a1ee \
-    --hash=sha256:5b56da8da361f1d8df9c57e04d91c6d1cf3856164e74e4cc50b3489fb7305078 \
-    --hash=sha256:65c23529ede80d970494a602af18c64686e1ac609ae89f941527b1932197177e \
-    --hash=sha256:6f49a4537983a602ca42b4697d8a2b9274d228b32832168f9deaf2b69eed17ce \
-    --hash=sha256:70b8d253866b9fec9e58d142b39af94f3249fdefad9db3fff9d787e9c568eaf1 \
-    --hash=sha256:799ccecf8ba8d0a762981f4dae46a5c7cdc0601083cea0fb9cd73e534f6dba65 \
-    --hash=sha256:7a53e08ab11eb15ec69e07b9532877180bf8eeeec3d95c68e959503a51de4236 \
-    --hash=sha256:7ff342ae4f833f92434b8b8ae42765953a72976dd7b494d3320bd44208cd8abb \
-    --hash=sha256:84258f653a7a57fdbd2652154aebea66524f65ceef5791f8565958c5d02d1bc1 \
-    --hash=sha256:8b4fb5e0993db8d6a7d7b6ebef4dffab4087d31f4d43f61560ee5d783ff22080 \
-    --hash=sha256:8fb999aae2aab0cad8ab713df6e812d5f6c7dcefa2f14609a2e1e18cc2da5f12 \
-    --hash=sha256:940da90c516d21b7fd0198a4a6c137ef61f6f84a9317705deb4c44ff8f9e7efb \
-    --hash=sha256:b47249eb614b4b6ecfa75aca2c1be060b6cc4579b72d14f9993895f39ed57c18 \
-    --hash=sha256:c2dd20fae4cfc3a6603bc01451763efb56a2ba34cac55db398ec9796a1dc6db9 \
-    --hash=sha256:de64076ec85312c9ae1c5e89c046709afed19e1e76f2a8637cfc00163d308691 \
-    --hash=sha256:dec2fb013affb7b8ffb33aa574de6b5a0206aa6d3d041cc9db48dd342c8b8c4e \
-    --hash=sha256:ec35d5e4b779262c9b4f9589f745b65cb21e5ca2f40308412a8b6b6ccf40f285 \
-    --hash=sha256:fb2f7a537e21c7fec806d1ae7c246d6983a1c38467a41949c35a40fdb9388fbe \
-    --hash=sha256:ff9b6b320729051ce97c9809f64b825c9056694cc4c9afd3385fe124dcc60b80
+apache-beam[aws,dataframe,gcp,test,yaml]==2.74.0 \
+    --hash=sha256:009658bf30088daaca2086817c44f013d4291b3cb1eb1d10db4965b196e33326 \
+    --hash=sha256:155ea1d842013cc9c9cb63922591418b73b3fe53f212adaf8e17cc873f124273 \
+    --hash=sha256:2bab02d6ca488372c4063e003b068a0918dd55aa094a3102493ba3ff258e7938 \
+    --hash=sha256:2fc4dbed5c3439dfaccdbdd705908c396409e1debefeed199775abccb6555be6 \
+    --hash=sha256:325d53db346ebc15eb907ae9627a0d7ff685b81ee0c7d6a33bd775b182f4a499 \
+    --hash=sha256:498042637fe8b0381f7de85d42ca5587e7842e93263073e8a7eb4d2878e914c2 \
+    --hash=sha256:58230e471645016843fc18a314ef4a5f8786102a5a67bda81cbefefde5c74dd8 \
+    --hash=sha256:5bdd896383288564749709023b3dd80268bab0a5f3a66ec2d83a63aa34190801 \
+    --hash=sha256:5c907f9746f23b60773f3fc84108b35900e2881d6c58d59dbe82e6e645f0c36f \
+    --hash=sha256:5e499f97bdb607b5e638318b27d3ff224e8c5a6a8bfd3e36ccb529e09875b96e \
+    --hash=sha256:77d0501f580e9182186253d2cb639b10c84d22e8620ec3d7f4c82b056a48b784 \
+    --hash=sha256:893e2ab7350c71d9b466e1b1dcad1f30cbfded3dcdcdf91d5398090fe52781f9 \
+    --hash=sha256:8af761859708f825482c25e54511e52bef40f544a087b321c06373f31d54d396 \
+    --hash=sha256:90011b88401d164c54de218662a556b7a8ec1469d63550a93d4a003cda199e52 \
+    --hash=sha256:96c17988131a056b55c6506b89bc411b3952a42d3fee535ebc62589f609cb494 \
+    --hash=sha256:9ba0172f3e03a08d41ccb95fe2dabe5a107c5ce3795e5cbd711ad1e5ae214cde \
+    --hash=sha256:9c138d8042d3289aa169e5cf573c7d895ac958276b84fad87eef80a94a16a709 \
+    --hash=sha256:9ed30f753a68b0876b7dbec76d210dc14d0849bd5a42c2fd853e6548c89ba092 \
+    --hash=sha256:c685b2db8330ad220ae39815dcfa5a0493ceb471f872568e746f34f7a04fe1a4 \
+    --hash=sha256:dad6e993f5d5faa34d18979d93ac6155a8271107676eecd89269cb076341d09a \
+    --hash=sha256:de931ba5264e23f0f1208c3e855074ed208be5db20807c55c636ec8cd0e12245 \
+    --hash=sha256:eb9fd400b0bce1a78e50d9bea383eef5bc960cc1876346a2c68ed22789dc4f83 \
+    --hash=sha256:ef53ecb4e2bc7a7ef93e286e11f0b1329d6b238bc310f60f19581b54d255b613 \
+    --hash=sha256:f043f8e25ec12209595d58f823bb4a9630a6ddb9f6e5bad04d667640b2fa2cc6 \
+    --hash=sha256:f8a816454ea315e033a258a00b153d96f00b72693d58911c679a0dd4306bc545 \
+    --hash=sha256:fe425771fa3d3a6349d590980a122a3f32f7ec42033f7bd2123e7853d12337cd
     # via
     #   -r python/default_base_yaml_requirements.txt
     #   job-builder-util-transforms
@@ -222,13 +221,13 @@ betterproto==2.0.0b6 \
     --hash=sha256:720ae92697000f6fcf049c69267d957f0871654c8b0d7458906607685daee784 \
     --hash=sha256:a0839ec165d110a69d0d116f4d0e2bec8d186af4db826257931f0831dab73fcf
     # via envoy-data-plane
-boto3==1.43.18 \
-    --hash=sha256:33138883e984eb1937d1553da699182c8ad2099138091e885b65c9accbccea16 \
-    --hash=sha256:7b62ce5c0a51428d692aa4f2adc9dc2a4a4c2989bf65a0a12834eeffa99b0b84
+boto3==1.43.23 \
+    --hash=sha256:5d26498702ffd021dc0d57d0eefcc7101cd995ea0ed08c057c9b631efccbaa48 \
+    --hash=sha256:8afc058924ef8a5c62467fe2e1e2e0304c22018587a044714da89f9c602ba856
     # via apache-beam
-botocore==1.43.18 \
-    --hash=sha256:dc8c105351b49688c667065cd5a45fc5b9db982657cefc9e3fbfb9417a55c7df \
-    --hash=sha256:e2610fce16df9f89deab5f3c163430a814e6804034eb95bef8957c8db60b7dbc
+botocore==1.43.23 \
+    --hash=sha256:69ff3d951cb644d1d84db646663c7eb919dc9c0c47e5768e947c8a71121b3d77 \
+    --hash=sha256:a6737c598750f330bfa8ef2be2d9fa84b5d2d643b6bbb0d22e129e03b7535df1
     # via
     #   boto3
     #   s3transfer
@@ -746,9 +745,9 @@ frozenlist==1.8.0 \
     # via
     #   aiohttp
     #   aiosignal
-google-api-core[grpc]==2.30.3 \
-    --hash=sha256:a85761ba72c444dad5d611c2220633480b2b6be2521eca69cca2dbb3ffd6bfe8 \
-    --hash=sha256:e601a37f148585319b26db36e219df68c5d07b6382cff2d580e83404e44d641b
+google-api-core[grpc]==2.31.0 \
+    --hash=sha256:2be84ee0f584c48e6bde1b36766e23348b361fb7e55e56135fc76ce1c397f9c2 \
+    --hash=sha256:ef79fb3784c71cbac89cbd03301ba0c8fb8ad2aa95d7f9204dd9628f7adf59ab
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -797,6 +796,7 @@ google-auth[requests]==2.53.0 \
     #   google-cloud-recommendations-ai
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-storage
     #   google-cloud-videointelligence
     #   google-cloud-vision
@@ -806,9 +806,9 @@ google-auth-httplib2==0.2.1 \
     --hash=sha256:1be94c611db91c01f9703e7f62b0a59bbd5587a95571c7b6fade510d648bc08b \
     --hash=sha256:5ef03be3927423c87fb69607b42df23a444e434ddb2555b73b3679793187b7de
     # via apache-beam
-google-cloud-aiplatform==1.154.0 \
-    --hash=sha256:3cfb5afb9006ee202eab93ffc19aeeb111d9e62b574ebf80d7ab91aa9f463677 \
-    --hash=sha256:62128634cfe8343aab94fd7ba27d74794f4023cd61b65ae176c972abe53e8a84
+google-cloud-aiplatform==1.156.0 \
+    --hash=sha256:ae78ee795b571d3801ac472e155ba66e7de9e7243ffe3092382329f230df5533 \
+    --hash=sha256:b2f8c92d7e3fd50a1570e433d596fb863f8ced528ede657e85d46e25b8445a25
     # via apache-beam
 google-cloud-bigquery==3.41.0 \
     --hash=sha256:2217e488b47ed576360c9b2cc07d59d883a54b83167c0ef37f915c26b01a06fe \
@@ -816,17 +816,17 @@ google-cloud-bigquery==3.41.0 \
     # via
     #   apache-beam
     #   google-cloud-aiplatform
-google-cloud-bigquery-storage==2.38.0 \
-    --hash=sha256:313e605c51e6c36046cbeccff4a98aa0f728add8f757962bab2266838136d538 \
-    --hash=sha256:bc703ab31c8c7dc9d0a281ff5109ba7461b3a6dc517f6acca1a823124085ab0d
+google-cloud-bigquery-storage==2.39.0 \
+    --hash=sha256:8c192b6263804f7bdd6f57a17e763ba7f03fa4e53d7ecafca0187e0fd6467d48 \
+    --hash=sha256:d5afd90ad06cf24d9167316cca70ab5b344e880fc13031d7392aa78ee76b8bb6
     # via apache-beam
 google-cloud-bigtable==2.38.0 \
     --hash=sha256:0ad24f0106c2eb0f38e278b1641052e65882a4da0141d1f9ad78ea691724aaa3 \
     --hash=sha256:9f6a4bdbefb34d0420f41c574d9805d8a63d080d10be5a176205e3b322c122a1
     # via apache-beam
-google-cloud-build==3.36.0 \
-    --hash=sha256:4a350eb90c384a8ce08649a3384c3813bf4708590e02353f953cc57b1aa2e15f \
-    --hash=sha256:f70de0882ffd0f48ff39b7fcb8b543c2eaeda06c2f067b8aa61125b9427d3ffc
+google-cloud-build==3.37.0 \
+    --hash=sha256:38a119fa1ab0461c930233ad6c98bc2534e375f033b52269e1a75ebe2e08cb98 \
+    --hash=sha256:5b06bb2831e1ed74b13eb72c420c7416ec7cd166dd8b97f257843c0da2d21e3a
     # via apache-beam
 google-cloud-core==2.6.0 \
     --hash=sha256:6d63ac8e5eca6d9e4319d0a1e2265fadcd7f1049904378caecfa01cf52dd869e \
@@ -838,13 +838,13 @@ google-cloud-core==2.6.0 \
     #   google-cloud-datastore
     #   google-cloud-spanner
     #   google-cloud-storage
-google-cloud-datastore==2.24.0 \
-    --hash=sha256:81f1d1c12c2906f59507f72742545ab04c38f62ed70b0542057e3cf04a53aa65 \
-    --hash=sha256:f087c02a6aa4ac68bbf17f0c048ae3ee355856bf09c51439bfba193741387792
+google-cloud-datastore==2.25.0 \
+    --hash=sha256:dd646a3d8f99c2750bb5f6e0f18ece7bed95fd76e02dacaddbfa35a2b22328ff \
+    --hash=sha256:e47e25933bcfad7118335015b0de2f2b2b5444e81f6f029a62040f568f4f52eb
     # via apache-beam
-google-cloud-dlp==3.36.0 \
-    --hash=sha256:a239a214303ca08ccdcdd7b6ee270d2ce4e4e81955a05648ffdb383204bf5ca6 \
-    --hash=sha256:e215c4d74e87108449838fb81f60875f3811772f645aa0455753d74069395dec
+google-cloud-dlp==3.37.0 \
+    --hash=sha256:2d7a0254c0b7de5e11d392250c55b9ce7f579d34e56ef9ae0fb1bf9f453317f8 \
+    --hash=sha256:ce339706e777f1a704db42c524b63c3b382b029d77b755813a01ad82e7d0e932
     # via apache-beam
 google-cloud-kms==3.13.0 \
     --hash=sha256:672fdc594b928b0415c22e41f3d67c854e940a8a5917e8ff16a6566096b12407 \
@@ -854,13 +854,13 @@ google-cloud-language==2.20.0 \
     --hash=sha256:32844e562f7f15e9f8136186913c818513e1f40c3bd685ddd44c3b5b2855dc93 \
     --hash=sha256:c290c2f6debde9e874523d03b7fdf1cef699f7360605829b087ea71be34f3988
     # via apache-beam
-google-cloud-monitoring==2.30.0 \
-    --hash=sha256:2729f3b88a4798b7757b1d9d31b6cb562bb3544e8173765e4e5cd44d8685b1ed \
-    --hash=sha256:a9530aa9aa246c490810dfa7be32d67e8340d19108acc99cbc02d1ed494fba76
+google-cloud-monitoring==2.31.0 \
+    --hash=sha256:64f3d56ead48f0a0674f650cb2828c47b936582a02a27c55f2836681a86281c3 \
+    --hash=sha256:b4c9d3528c8643d4eb4b9d688cbb3c5914bc5f69b314ff7c5e1b47bdc073a9ae
     # via google-cloud-spanner
-google-cloud-pubsub==2.38.0 \
-    --hash=sha256:9212309f8d6cfaefb577bca52492b13464b56e584505408685d63e69346c56cf \
-    --hash=sha256:fed2c40cfb77d58f6dced563a8146a8c34319c7dfbbb4d045b6c9c101e043db9
+google-cloud-pubsub==2.39.0 \
+    --hash=sha256:7210d691a46d7a66559696899ebe6eb731e63de29b624964b3be4dd2d12d3e19 \
+    --hash=sha256:eed65e25f57f95bf3e02d96d7ee171688b23922471f9f21b5a91ed90e1282c0f
     # via apache-beam
 google-cloud-recommendations-ai==0.10.18 \
     --hash=sha256:a6bccb45744fd89f038aa3e19502d1f46ea61c438dd2c08528533f8e185ec469 \
@@ -870,17 +870,17 @@ google-cloud-resource-manager==1.17.0 \
     --hash=sha256:0f486b62e2c58ff992a3a50fa0f4a96eef7750aa6c971bb373398ccb91828660 \
     --hash=sha256:e479baf4b014a57f298e01b8279e3290b032e3476d69c8e5e1427af8f82739a5
     # via google-cloud-aiplatform
-google-cloud-secret-manager==2.28.0 \
-    --hash=sha256:15bcb9d7d3442d842ebac94e2d6e428a11d79cf1aeb91a005a0576f257643317 \
-    --hash=sha256:5763f42a449c27597fb42d40fa93e2c56b02dbceba0c41da202fb97e810cb278
+google-cloud-secret-manager==2.29.0 \
+    --hash=sha256:21bac2d0adb0bb3c13c346d7223832f197c2266534528a1bf1402774e06395a3 \
+    --hash=sha256:ee64133af8fdb3780affb65ec6ccf10ab15a0113d8edeba388665f4be87ce1be
     # via apache-beam
-google-cloud-spanner==3.66.0 \
-    --hash=sha256:a5de352c9cce75ba1b1b2e767816b14c6d147815c7450dbf42aae34773fad3f5 \
-    --hash=sha256:a5ec48576022fc064d7217ec5011ce1f159eb8eac669de0acd8a4497c205d872
+google-cloud-spanner==3.67.0 \
+    --hash=sha256:0a01173c2e29aa371173809a15ecb10794b168f1f2edad7c5789a44e47c25d15 \
+    --hash=sha256:d83b9267db6486972affa69711bc0a182541d58c5931cf4956ca71956f427251
     # via apache-beam
-google-cloud-storage==2.19.0 \
-    --hash=sha256:aeb971b5c29cf8ab98445082cbfe7b161a1f48ed275822f59ed3f1524ea54fba \
-    --hash=sha256:cd05e9e7191ba6cb68934d8eb76054d9be4562aa89dbc4236feee4d7d51342b2
+google-cloud-storage==3.11.0 \
+    --hash=sha256:498bf37c999028f69a245f586b5e50d89f59df1fafc0e3a93783ac56be2a456b \
+    --hash=sha256:cfcc33aa6b899ec9dd1771286f8e79fbed5c35c1c174718071b079aa827f37c2
     # via
     #   apache-beam
     #   google-cloud-aiplatform
@@ -930,13 +930,13 @@ google-crc32c==1.8.0 \
     #   google-cloud-bigtable
     #   google-cloud-storage
     #   google-resumable-media
-google-genai==2.7.0 \
-    --hash=sha256:21cac381e09a869151706aba797b6a4f96cfe92c484e13204d092caee7ff11cb \
-    --hash=sha256:3c6f32f5ced9877ededd1b384b5e5b7f09c20046ec3390b662b16d8cd1882ac5
+google-genai==2.8.0 \
+    --hash=sha256:37a9b3cb127d763e7f4ca47452ae3562c87728773bd1b149f7b559c239da2bc1 \
+    --hash=sha256:4da0a223a100f4b37f609a68b835e3326ab0fa313314dc0fd9d34e76ee293844
     # via google-cloud-aiplatform
-google-resumable-media==2.9.0 \
-    --hash=sha256:c8901e88e389af8bed64d9696c74d8bad961865eb2236e13e0bfca9bb0a65ca3 \
-    --hash=sha256:f7cfb224846a9dd444d125115dfbe8ef02a2b893e78f087762fe716a255a734b
+google-resumable-media==2.10.0 \
+    --hash=sha256:88152884bee37b2bf36a0ab81ad8c7fd12212c9803dd981d77c1b35b02d34e7c \
+    --hash=sha256:e324bc9d0fdae4c52a08ae90456edc4e71ece858399e1217ac0eb3a51d6bc6ee
     # via
     #   google-cloud-bigquery
     #   google-cloud-storage
@@ -1109,6 +1109,7 @@ grpcio==1.81.0 \
     #   google-cloud-pubsub
     #   google-cloud-resource-manager
     #   google-cloud-secret-manager
+    #   google-cloud-spanner
     #   google-cloud-videointelligence
     #   google-cloud-vision
     #   googleapis-common-protos
@@ -1215,9 +1216,9 @@ hypothesis==6.148.3 \
     --hash=sha256:bd81221740d8658473060ad900dc831f889f156fdb41210ba2f47cfad10a66ed \
     --hash=sha256:e7dd193da9800234ec5e1541c1eddde4bddff49b53faf690ba68a0af55a7abb3
     # via apache-beam
-idna==3.17 \
-    --hash=sha256:466e48829084efe2548012b855df21540b96f2e20e51bd124c851536556a592c \
-    --hash=sha256:5eb0cb53bc467c12eadcf6de83163ad8527cec9416f44b9b61b19caedad2b87f
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via
     #   anyio
     #   httpx
@@ -2604,9 +2605,9 @@ pyparsing==3.3.2 \
     # via
     #   httplib2
     #   pydot
-pytest==8.4.2 \
-    --hash=sha256:86c0d0b93306b961d58d62a4db4879f27fe25513d4b969df351abdddb3c30e01 \
-    --hash=sha256:872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79
+pytest==9.0.3 \
+    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9 \
+    --hash=sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c
     # via
     #   apache-beam
     #   pytest-timeout
@@ -3214,6 +3215,7 @@ typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
     # via
+    #   aiohttp
     #   aiosignal
     #   anyio
     #   apache-beam