diff --git a/.azure-pipelines/azure-pipelines-linux.yml b/.azure-pipelines/azure-pipelines-linux.yml
deleted file mode 100755
index 8d9608f..0000000
--- a/.azure-pipelines/azure-pipelines-linux.yml
+++ /dev/null
@@ -1,44 +0,0 @@
-# This file was generated automatically from conda-smithy. To update this configuration,
-# update the conda-forge.yml and/or the recipe/meta.yaml.
-# -*- mode: yaml -*-
-
-jobs:
-- job: linux
-  pool:
-    vmImage: ubuntu-latest
-  strategy:
-    matrix:
-      linux_64_:
-        CONFIG: linux_64_
-        UPLOAD_PACKAGES: 'True'
-        DOCKER_IMAGE: quay.io/condaforge/linux-anvil-x86_64:alma9
-  timeoutInMinutes: 360
-  variables: {}
-
-  steps:
-  # configure qemu binfmt-misc running.  This allows us to run docker containers
-  # embedded qemu-static
-  - script: |
-      docker run --rm --privileged multiarch/qemu-user-static:register --reset --credential yes
-      ls /proc/sys/fs/binfmt_misc/
-    condition: not(startsWith(variables['CONFIG'], 'linux_64'))
-    displayName: Configure binfmt_misc
-
-  - script: |
-        export CI=azure
-        export flow_run_id=azure_$(Build.BuildNumber).$(System.JobAttempt)
-        export remote_url=$(Build.Repository.Uri)
-        export sha=$(Build.SourceVersion)
-        export GIT_BRANCH=$BUILD_SOURCEBRANCHNAME
-        export FEEDSTOCK_NAME=$(basename ${BUILD_REPOSITORY_NAME})
-        if [[ "${BUILD_REASON:-}" == "PullRequest" ]]; then
-          export IS_PR_BUILD="True"
-        else
-          export IS_PR_BUILD="False"
-        fi
-        .scripts/run_docker_build.sh
-    displayName: Run docker build
-    env:
-      BINSTAR_TOKEN: $(BINSTAR_TOKEN)
-      FEEDSTOCK_TOKEN: $(FEEDSTOCK_TOKEN)
-      STAGING_BINSTAR_TOKEN: $(STAGING_BINSTAR_TOKEN)
diff --git a/.github/workflows/conda-build.yml b/.github/workflows/conda-build.yml
index a948c6c..1491d2a 100644
--- a/.github/workflows/conda-build.yml
+++ b/.github/workflows/conda-build.yml
@@ -1,15 +1,110 @@
-# This file was added automatically by admin-migrations. Do not modify.
-# It ensures that Github Actions can run once rerendered for the first time.
+# This file was generated automatically from conda-smithy. To update this configuration,
+# update the conda-forge.yml and/or the recipe/meta.yaml.
 # -*- mode: yaml -*-
 
 name: Build conda package
 on:
-  workflow_dispatch:
+  push:
+
+  pull_request:
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }}
+  cancel-in-progress: true
 
 jobs:
   build:
-    name: Disabled build
-    runs-on: ubuntu-slim
-    if: false
+    name: ${{ matrix.CONFIG }}
+    runs-on: ${{ matrix.runs_on }}
+    timeout-minutes: 360
+    strategy:
+      fail-fast: false
+      max-parallel: 50
+      matrix:
+        include:
+          - CONFIG: linux_64_
+            UPLOAD_PACKAGES: True
+            os: ubuntu
+            runs_on: ['ubuntu-latest']
+            DOCKER_IMAGE: quay.io/condaforge/linux-anvil-x86_64:alma9
     steps:
-    - run: exit 0
+
+    - name: Checkout code
+      uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
+
+    - name: Build on Linux
+      id: build-linux
+      if: matrix.os == 'ubuntu'
+      env:
+        CONFIG: ${{ matrix.CONFIG }}
+        UPLOAD_PACKAGES: ${{ matrix.UPLOAD_PACKAGES }}
+        DOCKER_IMAGE: ${{ matrix.DOCKER_IMAGE }}
+        CI: github_actions
+        CONDA_FORGE_DOCKER_RUN_ARGS: "${{ matrix.CONDA_FORGE_DOCKER_RUN_ARGS }}"
+        BINSTAR_TOKEN: ${{ secrets.BINSTAR_TOKEN }}
+        FEEDSTOCK_TOKEN: ${{ secrets.FEEDSTOCK_TOKEN }}
+        STAGING_BINSTAR_TOKEN: ${{ secrets.STAGING_BINSTAR_TOKEN }}
+      shell: bash
+      run: |
+        if [[ "$(uname -m)" == "x86_64" ]]; then
+          echo "::group::Configure binfmt_misc"
+          docker run --rm --privileged multiarch/qemu-user-static:register --reset --credential yes
+        fi
+        export flow_run_id="github_$GITHUB_RUN_ID"
+        export remote_url="https://github.com/$GITHUB_REPOSITORY"
+        export sha="$GITHUB_SHA"
+        export FEEDSTOCK_NAME="$(basename $GITHUB_REPOSITORY)"
+        export GIT_BRANCH="$(basename $GITHUB_REF)"
+        if [[ "${GITHUB_EVENT_NAME}" == "pull_request" ]]; then
+          export IS_PR_BUILD="True"
+        else
+          export IS_PR_BUILD="False"
+        fi
+        echo "::endgroup::"
+        ./.scripts/run_docker_build.sh
+
+    - name: Build on macOS
+      id: build-macos
+      if: matrix.os == 'macos'
+      env:
+        CONFIG: ${{ matrix.CONFIG }}
+        UPLOAD_PACKAGES: ${{ matrix.UPLOAD_PACKAGES }}
+        CI: github_actions
+        BINSTAR_TOKEN: ${{ secrets.BINSTAR_TOKEN }}
+        FEEDSTOCK_TOKEN: ${{ secrets.FEEDSTOCK_TOKEN }}
+        STAGING_BINSTAR_TOKEN: ${{ secrets.STAGING_BINSTAR_TOKEN }}
+      shell: bash
+      run: |
+        export flow_run_id="github_$GITHUB_RUN_ID"
+        export remote_url="https://github.com/$GITHUB_REPOSITORY"
+        export sha="$GITHUB_SHA"
+        export FEEDSTOCK_NAME="$(basename $GITHUB_REPOSITORY)"
+        export GIT_BRANCH="$(basename $GITHUB_REF)"
+        if [[ "${GITHUB_EVENT_NAME}" == "pull_request" ]]; then
+          export IS_PR_BUILD="True"
+        else
+          export IS_PR_BUILD="False"
+        fi
+        ./.scripts/run_osx_build.sh
+
+    - name: Build on windows
+      id: build-windows
+      if: matrix.os == 'windows'
+      shell: cmd
+      run: |
+        set "flow_run_id=github_%GITHUB_RUN_ID%"
+        set "remote_url=https://github.com/%GITHUB_REPOSITORY%"
+        set "sha=%GITHUB_SHA%"
+        call ".scripts\run_win_build.bat"
+      env:
+        # default value; make it explicit, as it needs to match with artefact
+        # generation below. Not configurable for now, can be revisited later
+        CONDA_BLD_DIR: C:\bld
+        MINIFORGE_HOME: ${{ contains(runner.arch, 'ARM') && 'C' || 'D' }}:\Miniforge
+        PYTHONUNBUFFERED: 1
+        CONFIG: ${{ matrix.CONFIG }}
+        CI: github_actions
+        UPLOAD_PACKAGES: ${{ matrix.UPLOAD_PACKAGES }}
+        BINSTAR_TOKEN: ${{ secrets.BINSTAR_TOKEN }}
+        FEEDSTOCK_TOKEN: ${{ secrets.FEEDSTOCK_TOKEN }}
+        STAGING_BINSTAR_TOKEN: ${{ secrets.STAGING_BINSTAR_TOKEN }}
\ No newline at end of file
diff --git a/README.md b/README.md
index 22783e1..1d07011 100644
--- a/README.md
+++ b/README.md
@@ -17,11 +17,10 @@ Current build status
 ====================
 
 
-<table><tr><td>All platforms:</td>
+<table><tr>
+    <td>All platforms:</td>
     <td>
-      <a href="https://dev.azure.com/conda-forge/feedstock-builds/_build/latest?definitionId=8378&branchName=main">
-        <img src="https://dev.azure.com/conda-forge/feedstock-builds/_apis/build/status/sagemaker-python-sdk-feedstock?branchName=main">
-      </a>
+      <img src="https://img.shields.io/badge/noarch-disabled-lightgrey.svg" alt="noarch disabled">
     </td>
   </tr>
 </table>
diff --git a/azure-pipelines.yml b/azure-pipelines.yml
deleted file mode 100644
index aa63c81..0000000
--- a/azure-pipelines.yml
+++ /dev/null
@@ -1,31 +0,0 @@
-# This file was generated automatically from conda-smithy. To update this configuration,
-# update the conda-forge.yml and/or the recipe/meta.yaml.
-# -*- mode: yaml -*-
-
-stages:
-- stage: Check
-  jobs:
-    - job: Skip
-      pool:
-        vmImage: 'ubuntu-latest'
-      variables:
-        DECODE_PERCENTS: 'false'
-        RET: 'true'
-      steps:
-      - checkout: self
-        fetchDepth: '2'
-      - bash: |
-          git_log=`git log --max-count=1 --skip=1 --pretty=format:"%B" | tr "\n" " "`
-          echo "##vso[task.setvariable variable=log]$git_log"
-        displayName: Obtain commit message
-      - bash: echo "##vso[task.setvariable variable=RET]false"
-        condition: and(eq(variables['Build.Reason'], 'PullRequest'), or(contains(variables.log, '[skip azp]'), contains(variables.log, '[azp skip]'), contains(variables.log, '[skip ci]'), contains(variables.log, '[ci skip]')))
-        displayName: Skip build?
-      - bash: echo "##vso[task.setvariable variable=start_main;isOutput=true]$RET"
-        name: result
-        displayName: Export result
-- stage: Build
-  condition: and(succeeded(), eq(dependencies.Check.outputs['Skip.result.start_main'], 'true'))
-  dependsOn: Check
-  jobs:
-    - template: ./.azure-pipelines/azure-pipelines-linux.yml
\ No newline at end of file
diff --git a/recipe/meta.yaml b/recipe/meta.yaml
index e121ba5..29fd65b 100644
--- a/recipe/meta.yaml
+++ b/recipe/meta.yaml
@@ -1,5 +1,5 @@
 {% set name = "sagemaker-python-sdk" %}
-{% set version = "3.5.0" %}
+{% set version = "3.6.0" %}
 
 package:
   name: {{ name|lower }}
@@ -7,7 +7,7 @@ package:
 
 source:
   url: https://pypi.org/packages/source/{{ name[0] }}/sagemaker/sagemaker-{{ version }}.tar.gz
-  sha256: da63b8e16e58362dbacdec9c843d5838b9a9af83ac21be1d26cd7f24ddf81873
+  sha256: 7c4d8c66a495dd1183f353de86431d0870cbcf45e19287f48a09ea6f2affca2d
 
 build:
   noarch: python
@@ -16,10 +16,10 @@ build:
 requirements:
   run:
     - python >=3.9
-    - sagemaker-core >=2.5.0
-    - sagemaker-train >=1.5.0
-    - sagemaker-serve >=1.5.0
-    - sagemaker-mlops >=1.5.0
+    - sagemaker-core >=2.6.0,<3.0.0
+    - sagemaker-train >=1.6.0,<2.0.0
+    - sagemaker-serve >=1.6.0,<2.0.0
+    - sagemaker-mlops >=1.6.0,<2.0.0
 
 test:
   imports: