diff --git a/package.json b/package.json
index 5f8536a54..e20715b3d 100644
--- a/package.json
+++ b/package.json
@@ -23,7 +23,8 @@
     "re-gen": "yarn clean-all && yarn gen-all",
     "getBlogs": "node scripts/feed2json.js https://medium.com/feed/palo-alto-networks-developer-blog > src/components/Medium/blogs.json",
     "getHashicorpBlogs": "node scripts/feed2json.js https://www.hashicorp.com/blog/products/terraform/feed.xml > src/components/ProductLandingPage/Feeds/feeds.json",
-    "getAllFeeds": "yarn --silent getBlogs",
+    "getTerraformVersions": "node scripts/fetchTerraformVersions.js",
+    "getAllFeeds": "yarn --silent getBlogs && yarn --silent getTerraformVersions",
     "start:netsec": "cross-env PRODUCTS_INCLUDE=cdss,threat-vault,dns-security,iot,expedition,cloudngfw,cdl,panos,terraform,ansible,splunk,aiops-ngfw-bpa,email-dlp,dlp,prisma-airs,prisma-airs-redteam,prisma-airs-model-security yarn start",
     "start:splunk": "cross-env PRODUCTS_INCLUDE=panos,terraform,ansible,splunk yarn start",
     "start:iot": "cross-env PRODUCTS_INCLUDE=iot yarn start",
diff --git a/products/contributing/advanced/auto-generated-docs.md b/products/contributing/advanced/auto-generated-docs.md
index 1eb65c0da..7c52e2be3 100644
--- a/products/contributing/advanced/auto-generated-docs.md
+++ b/products/contributing/advanced/auto-generated-docs.md
@@ -14,8 +14,8 @@ Some content in pan.dev is generated elsewhere, not in the pan.dev repository di
 The pages linked from the [Orchestration Hub](https://pan.dev/swfw) which describe References Architectures, Examples and Modules for Terraform are automatically copied from their source repository, using a sync system. These pages are viewable on pan.dev at `https://pan.dev/terraform/docs/swfw/{{cloud-id}}}}/vmseries/{{type}}/`, where `cloud-id` is currently `aws`, `azure` or `gcp`, and `type` is currently `reference-architectures`, `examples` or `modules`.
 
 Changes required to these pages should be made in the source repositories. These are currently:
-- AWS: https://github.com/PaloAltoNetworks/terraform-aws-vmseries-modules
-- Azure: https://github.com/PaloAltoNetworks/terraform-azurerm-vmseries-modules
-- GCP: https://github.com/PaloAltoNetworks/terraform-google-vmseries-modules
+- AWS: https://github.com/PaloAltoNetworks/terraform-aws-swfw-modules
+- Azure: https://github.com/PaloAltoNetworks/terraform-azurerm-swfw-modules
+- GCP: https://github.com/PaloAltoNetworks/terraform-google-swfw-modules
 
 Any changes made to the README.md files in the `examples` or `modules` directories of the repositories above will be copied to the pan.dev repository in a cloud-specific PR and branch, when a release is performed in the source repository. The changes can then be reviewed and merged using the usual process for pan.dev content.
diff --git a/scripts/fetchTerraformVersions.js b/scripts/fetchTerraformVersions.js
new file mode 100644
index 000000000..c6a3044d4
--- /dev/null
+++ b/scripts/fetchTerraformVersions.js
@@ -0,0 +1,142 @@
+// fetchTerraformVersions.js
+// Fetches latest versions of Terraform providers and modules from the
+// Terraform Registry API and writes them to src/data/terraform-versions.json.
+// Run as part of the build: node scripts/fetchTerraformVersions.js
+
+const https = require("https");
+const fs = require("fs");
+const path = require("path");
+
+const REGISTRY_BASE = "https://registry.terraform.io/v1";
+
+// Providers: key = provider type, value = namespace/type for the API
+const PROVIDERS = {
+  panos: "PaloAltoNetworks/panos",
+  cloudngfwaws: "PaloAltoNetworks/cloudngfwaws",
+  prismacloud: "PaloAltoNetworks/prismacloud",
+  prismacloudcompute: "PaloAltoNetworks/prismacloudcompute",
+  bridgecrew: "PaloAltoNetworks/bridgecrew",
+};
+
+// Modules: key = name/provider, value = namespace/name/provider for the API
+const MODULES = {
+  "swfw-modules/aws": "PaloAltoNetworks/swfw-modules/aws",
+  "swfw-modules/google": "PaloAltoNetworks/swfw-modules/google",
+  "swfw-modules/azurerm": "PaloAltoNetworks/swfw-modules/azurerm",
+  "ag-dag-nia/panos": "PaloAltoNetworks/ag-dag-nia/panos",
+  "dag-nia/panos": "PaloAltoNetworks/dag-nia/panos",
+};
+
+const OUT_PATH = path.join(
+  __dirname,
+  "..",
+  "src",
+  "data",
+  "terraform-versions.json"
+);
+
+function fetchJSON(url) {
+  return new Promise((resolve, reject) => {
+    https
+      .get(url, { headers: { "User-Agent": "pan-dev-build" } }, (res) => {
+        if (res.statusCode !== 200) {
+          res.resume();
+          return reject(new Error(`HTTP ${res.statusCode} for ${url}`));
+        }
+        let data = "";
+        res.on("data", (chunk) => (data += chunk));
+        res.on("end", () => {
+          try {
+            resolve(JSON.parse(data));
+          } catch (e) {
+            reject(new Error(`Invalid JSON from ${url}`));
+          }
+        });
+        res.on("error", reject);
+      })
+      .on("error", reject);
+  });
+}
+
+// Pre-release versions contain a hyphen after the numeric part (e.g. 3.0.0-rc.1)
+function isStableVersion(version) {
+  return !/^\d+\.\d+\.\d+-.+/.test(version);
+}
+
+async function getProviderVersion(apiPath) {
+  const data = await fetchJSON(`${REGISTRY_BASE}/providers/${apiPath}`);
+  const stable = data.versions.filter(isStableVersion);
+  return stable[stable.length - 1];
+}
+
+async function getModuleVersion(apiPath) {
+  const data = await fetchJSON(`${REGISTRY_BASE}/modules/${apiPath}`);
+  if (isStableVersion(data.version)) {
+    return data.version;
+  }
+  // Latest is pre-release; find the latest stable from the versions list
+  const stable = data.versions.filter(isStableVersion);
+  return stable[stable.length - 1];
+}
+
+async function main() {
+  // Load existing versions as fallback
+  let existing = { providers: {}, modules: {} };
+  if (fs.existsSync(OUT_PATH)) {
+    try {
+      existing = JSON.parse(fs.readFileSync(OUT_PATH, "utf-8"));
+    } catch {}
+  }
+
+  const versions = { providers: {}, modules: {} };
+
+  console.log("Fetching Terraform provider versions...");
+  const providerResults = await Promise.allSettled(
+    Object.entries(PROVIDERS).map(async ([key, apiPath]) => {
+      const version = await getProviderVersion(apiPath);
+      versions.providers[key] = `v${version}`;
+      console.log(`  ${key}: v${version}`);
+    })
+  );
+
+  console.log("Fetching Terraform module versions...");
+  const moduleResults = await Promise.allSettled(
+    Object.entries(MODULES).map(async ([key, apiPath]) => {
+      const version = await getModuleVersion(apiPath);
+      versions.modules[key] = `v${version}`;
+      console.log(`  ${key}: v${version}`);
+    })
+  );
+
+  // For any failures, fall back to existing values
+  const allResults = [...providerResults, ...moduleResults];
+  const failures = allResults.filter((r) => r.status === "rejected");
+  if (failures.length > 0) {
+    console.warn("\nWarning: Some version fetches failed:");
+    failures.forEach((f) => console.warn(`  ${f.reason.message}`));
+  }
+
+  for (const key of Object.keys(PROVIDERS)) {
+    if (!versions.providers[key]) {
+      versions.providers[key] = existing.providers?.[key] || "unknown";
+      console.warn(`  Using fallback for provider ${key}: ${versions.providers[key]}`);
+    }
+  }
+  for (const key of Object.keys(MODULES)) {
+    if (!versions.modules[key]) {
+      versions.modules[key] = existing.modules?.[key] || "unknown";
+      console.warn(`  Using fallback for module ${key}: ${versions.modules[key]}`);
+    }
+  }
+
+  fs.mkdirSync(path.dirname(OUT_PATH), { recursive: true });
+  fs.writeFileSync(OUT_PATH, JSON.stringify(versions, null, 2) + "\n");
+  console.log(`\nWrote ${OUT_PATH}`);
+}
+
+main().catch((err) => {
+  console.error("Error fetching Terraform versions:", err);
+  // Non-fatal: don't break the build if the registry is unreachable.
+  // The existing JSON file (checked into git) will be used instead.
+  process.exit(0);
+});
diff --git a/src/constants/terraform/index.js b/src/constants/terraform/index.js
index 2d955a8b2..da702aa7f 100644
--- a/src/constants/terraform/index.js
+++ b/src/constants/terraform/index.js
@@ -1,5 +1,6 @@
 import React from "react";
 import Link from "@docusaurus/Link";
+import terraformVersions from "../../data/terraform-versions.json";
 // Terraform Landing Page Constants Template
 // Usage: Define your constants with their respective data for each component and import them into your desired landing page within src/pages. Follow terraform.js for reference to how each constant can be used as props within their respective components.
 
@@ -88,7 +89,7 @@ export const TERRAFORM_PROVIDER_CONTENT = {
   providerCards: [
     {
       title: "PAN-OS",
-      latestTag: "v1.11.1",
+      latestTag: terraformVersions.providers.panos,
       description:
         "Define and manage your network security configuration as code, including Panorama, PA-Series, VM-Series and CN-Series.",
       cta: {
@@ -108,7 +109,7 @@ export const TERRAFORM_PROVIDER_CONTENT = {
     },
     {
       title: "Cloud NGFW",
-      latestTag: "v2.0.1",
+      latestTag: terraformVersions.providers.cloudngfwaws,
       description:
         "Deploy and manage NGFW functionality, delivered as a cloud-native service within your public cloud tenants, using Terraform.",
       cta: {
@@ -128,7 +129,7 @@ export const TERRAFORM_PROVIDER_CONTENT = {
     },
     {
       title: "Prisma Cloud",
-      latestTag: "v1.3.2",
+      latestTag: terraformVersions.providers.prismacloud,
       description:
         "Configure your cloud-native security with Prisma Cloud using Terraform, facilitating automated cloud security operations.",
       cta: {
@@ -148,7 +149,7 @@ export const TERRAFORM_PROVIDER_CONTENT = {
     },
     {
       title: "Prisma Cloud Compute",
-      latestTag: "v0.7.0",
+      latestTag: terraformVersions.providers.prismacloudcompute,
       description:
         "Define your cloud workload protection suing Terraform, to protect your host, container and serverless deployments in any cloud.",
       cta: {
@@ -168,7 +169,7 @@ export const TERRAFORM_PROVIDER_CONTENT = {
     },
     {
       title: "Bridgecrew",
-      latestTag: "v0.3.7",
+      latestTag: terraformVersions.providers.bridgecrew,
       description:
         "Automate your security engineering by identifying and remediating misconfigurations and vulnerabilities, across code, secrets and images, all defined with Terraform.",
       cta: {
@@ -274,8 +275,8 @@ export const TERRAFORM_MODULES_CONTENT = {
       {
         tabLabel: "AWS",
         title: "Terraform Reusable Modules for VM-Series on AWS",
-        link: "https://registry.terraform.io/modules/PaloAltoNetworks/vmseries-modules/aws/latest",
-        latestTag: "v0.4.1",
+        link: "https://registry.terraform.io/modules/PaloAltoNetworks/swfw-modules/aws/latest",
+        latestTag: terraformVersions.modules["swfw-modules/aws"],
         description: (
           <p>
             A set of modules for using Palo Alto Networks VM-Series firewalls to
@@ -304,8 +305,8 @@ export const TERRAFORM_MODULES_CONTENT = {
       {
         tabLabel: "GCP",
         title: "Terraform Reusable Modules for VM-Series on GCP",
-        link: "https://registry.terraform.io/modules/PaloAltoNetworks/vmseries-modules/google/latest",
-        latestTag: "v0.5.0",
+        link: "https://registry.terraform.io/modules/PaloAltoNetworks/swfw-modules/google/latest",
+        latestTag: terraformVersions.modules["swfw-modules/google"],
         description: (
           <p>
             A set of modules for using Palo Alto Networks VM-Series firewalls to
@@ -334,8 +335,8 @@ export const TERRAFORM_MODULES_CONTENT = {
       {
         tabLabel: "Azure",
         title: "Terraform Reusable Modules for VM-Series on Azure",
-        link: "https://registry.terraform.io/modules/PaloAltoNetworks/vmseries-modules/azurerm/latest",
-        latestTag: "v0.5.1",
+        link: "https://registry.terraform.io/modules/PaloAltoNetworks/swfw-modules/azurerm/latest",
+        latestTag: terraformVersions.modules["swfw-modules/azurerm"],
         description: (
           <p>
             A set of modules for using Palo Alto Networks VM-Series firewalls to
@@ -367,7 +368,7 @@ export const TERRAFORM_MODULES_CONTENT = {
         tabLabel: "Static Address Groups",
         title: "Consul-Terraform-Sync Modules for PAN-OS",
         link: "https://registry.terraform.io/modules/PaloAltoNetworks/ag-dag-nia/panos/latest",
-        latestTag: "v0.1.0",
+        latestTag: terraformVersions.modules["ag-dag-nia/panos"],
         description: (
           <p>
             This Terraform module allows users to support Dynamic Firewalling by
@@ -401,7 +402,7 @@ export const TERRAFORM_MODULES_CONTENT = {
         tabLabel: "Dynamic Address Groups",
         title: "Consul-Terraform-Sync Modules for PAN-OS",
         link: "https://registry.terraform.io/modules/PaloAltoNetworks/dag-nia/panos/latest",
-        latestTag: "v0.2.0",
+        latestTag: terraformVersions.modules["dag-nia/panos"],
         description: (
           <p>
             This Terraform module allows users to support Dynamic Firewalling by
diff --git a/src/data/terraform-versions.json b/src/data/terraform-versions.json
new file mode 100644
index 000000000..3fa43b746
--- /dev/null
+++ b/src/data/terraform-versions.json
@@ -0,0 +1,16 @@
+{
+  "providers": {
+    "bridgecrew": "v0.3.7",
+    "prismacloudcompute": "v0.8.0",
+    "cloudngfwaws": "v3.0.4",
+    "prismacloud": "v1.7.1",
+    "panos": "v2.0.10"
+  },
+  "modules": {
+    "swfw-modules/aws": "v2.2.7",
+    "swfw-modules/google": "v2.0.12",
+    "dag-nia/panos": "v0.2.0",
+    "swfw-modules/azurerm": "v3.4.5",
+    "ag-dag-nia/panos": "v0.1.0"
+  }
+}