diff --git a/.github/workflows/layer_govcloud.yml b/.github/workflows/layer_govcloud.yml
new file mode 100644
index 00000000000..4efd46eb977
--- /dev/null
+++ b/.github/workflows/layer_govcloud.yml
@@ -0,0 +1,217 @@
+# GovCloud Layer Publish
+# ---
+# This workflow publishes a specific layer version in an AWS account based on the environment input.
+#
+# Using a matrix, we pull each architecture and python version of the layer and store them as artifacts
+# we upload them to each of the GovCloud AWS accounts.
+#
+# A number of safety checks are performed to ensure safety.
+
+on:
+  workflow_dispatch:
+    inputs:
+      environment:
+        description: Deployment environment
+        type: choice
+        options:
+          - Gamma
+          - Prod
+        required: true
+      version:
+        description: Layer version to duplicate
+        type: string
+        required: true
+  workflow_call:
+    inputs:
+      environment:
+        description: Deployment environment
+        type: string
+        required: true
+      version:
+        description: Layer version to duplicate
+        type: string
+        required: true
+
+name: Layer Deployment (GovCloud)
+run-name: Layer Deployment (GovCloud) - ${{ inputs.environment }}
+
+jobs:
+  download:
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+      contents: read
+    strategy:
+      matrix:
+        layer:
+          - AWSLambdaPowertoolsPythonV3-python38
+          - AWSLambdaPowertoolsPythonV3-python39
+          - AWSLambdaPowertoolsPythonV3-python310
+          - AWSLambdaPowertoolsPythonV3-python311
+          - AWSLambdaPowertoolsPythonV3-python312
+        arch:
+          - arm64
+          - x86_64
+    environment: Prod (Readonly)
+    steps:
+      - name: Configure AWS Credentials
+        uses: aws-actions/configure-aws-credentials@e3dd6a429d7300a6a4c196c26e071d42e0343502 # v4.0.2
+        with:
+          role-to-assume: ${{ secrets.AWS_IAM_ROLE }}
+          aws-region: us-east-1
+          mask-aws-account-id: true
+      - name: Grab Zip
+        run: |
+          aws --region us-east-1 lambda get-layer-version-by-arn --arn arn:aws:lambda:us-east-1:017000801446:layer:${{ matrix.layer }}-${{ matrix.arch }}:${{ inputs.version }} --query 'Content.Location' | xargs curl -L -o ${{ matrix.layer }}_${{ matrix.arch }}.zip
+          aws --region us-east-1 lambda get-layer-version-by-arn --arn arn:aws:lambda:us-east-1:017000801446:layer:${{ matrix.layer }}-${{ matrix.arch }}:${{ inputs.version }} > ${{ matrix.layer }}_${{ matrix.arch }}.json
+      - name: Store Zip
+        uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
+        with:
+          name: ${{ matrix.layer }}_${{ matrix.arch }}.zip
+          path: ${{ matrix.layer }}_${{ matrix.arch }}.zip
+          retention-days: 1
+          if-no-files-found: error
+      - name: Store Metadata
+        uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
+        with:
+          name: ${{ matrix.layer }}_${{ matrix.arch }}.json
+          path: ${{ matrix.layer }}_${{ matrix.arch }}.json
+          retention-days: 1
+          if-no-files-found: error
+
+  copy_east:
+    name: Copy (East)
+    needs: download
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+      contents: read
+    strategy:
+      matrix:
+        layer:
+          - AWSLambdaPowertoolsPythonV3-python38
+          - AWSLambdaPowertoolsPythonV3-python39
+          - AWSLambdaPowertoolsPythonV3-python310
+          - AWSLambdaPowertoolsPythonV3-python311
+          - AWSLambdaPowertoolsPythonV3-python312
+        arch:
+          - arm64
+          - x86_64
+    environment: GovCloud ${{ inputs.environment }} (East)
+    steps:
+      - name: Download Zip
+        uses: actions/download-artifact@fa0a91b85d4f404e444e00e005971372dc801d16 # v4.1.8
+        with:
+          name: ${{ matrix.layer }}_${{ matrix.arch }}.zip
+      - name: Download Metadata
+        uses: actions/download-artifact@fa0a91b85d4f404e444e00e005971372dc801d16 # v4.1.8
+        with:
+          name: ${{ matrix.layer }}_${{ matrix.arch }}.json
+      - name: Verify Layer Signature
+        run: |
+          SHA=$(jq -r '.Content.CodeSha256' '${{ matrix.layer }}_${{ matrix.arch }}.json')
+          test "$(openssl dgst -sha256 -binary ${{ matrix.layer }}_${{ matrix.arch }}.zip | openssl enc -base64)" == "$SHA" && echo "SHA OK: ${SHA}" || exit 1 
+      - name: Configure AWS Credentials
+        uses: aws-actions/configure-aws-credentials@e3dd6a429d7300a6a4c196c26e071d42e0343502 # v4.0.2
+        with:
+          role-to-assume: ${{ secrets.AWS_IAM_ROLE }}
+          aws-region: us-gov-east-1
+          mask-aws-account-id: true
+      - name: Create Layer
+        id: create-layer
+        run: |
+          LAYER_VERSION=$(aws --region us-gov-east-1 lambda publish-layer-version \
+            --layer-name ${{ matrix.layer }}-${{ matrix.arch }} \
+            --zip-file fileb://./${{ matrix.layer }}_${{ matrix.arch }}.zip \
+            --compatible-runtimes "$(jq -r '.CompatibleRuntimes[0]' '${{ matrix.layer }}_${{ matrix.arch }}.json')" \
+            --compatible-architectures "$(jq  -r '.CompatibleArchitectures[0]' '${{ matrix.layer }}_${{ matrix.arch }}.json')" \
+            --license-info "MIT-0" \
+            --description "$(jq -r '.Description' '${{ matrix.layer }}_${{ matrix.arch }}.json')" \
+            --query 'Version' \
+            --output text)
+
+          echo "LAYER_VERSION=$LAYER_VERSION" >> "$GITHUB_OUTPUT"
+
+          aws --region us-gov-east-1 lambda add-layer-version-permission \
+            --layer-name '${{ matrix.layer }}-${{ matrix.arch }}' \
+            --statement-id 'PublicLayer' \
+            --action lambda:GetLayerVersion \
+            --principal '*' \
+            --version-number "$LAYER_VERSION"
+      - name: Verify Layer
+        env:
+          LAYER_VERSION: ${{ steps.create-layer.outputs.LAYER_VERSION }}
+        run: |
+          REMOTE_SHA=$(aws --region us-gov-east-1 lambda get-layer-version-by-arn --arn 'arn:aws-us-gov:lambda:us-gov-east-1:${{ secrets.AWS_ACCOUNT_ID }}:layer:${{ matrix.layer }}-${{ matrix.arch }}:${{ env.LAYER_VERSION }}' --query 'Content.CodeSha256' --output text)
+          SHA=$(jq -r '.Content.CodeSha256' '${{ matrix.layer }}_${{ matrix.arch }}.json')
+          test "$REMOTE_SHA" == "$SHA "&& echo "SHA OK: ${SHA}" || exit 1 
+          aws --region us-gov-east-1 lambda get-layer-version-by-arn --arn 'arn:aws-us-gov:lambda:us-gov-east-1:${{ secrets.AWS_ACCOUNT_ID }}:layer:${{ matrix.layer }}-${{ matrix.arch }}:${{ env.LAYER_VERSION }}' --output table
+
+  copy_west:
+    name: Copy (West)
+    needs: download
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+      contents: read
+    strategy:
+      matrix:
+        layer:
+          - AWSLambdaPowertoolsPythonV3-python38
+          - AWSLambdaPowertoolsPythonV3-python39
+          - AWSLambdaPowertoolsPythonV3-python310
+          - AWSLambdaPowertoolsPythonV3-python311
+          - AWSLambdaPowertoolsPythonV3-python312
+        arch:
+          - arm64
+          - x86_64
+    environment:
+      name: GovCloud ${{ inputs.environment }} (West)
+    steps:
+      - name: Download Zip
+        uses: actions/download-artifact@fa0a91b85d4f404e444e00e005971372dc801d16 # v4.1.8
+        with:
+          name: ${{ matrix.layer }}_${{ matrix.arch }}.zip
+      - name: Download Metadata
+        uses: actions/download-artifact@fa0a91b85d4f404e444e00e005971372dc801d16 # v4.1.8
+        with:
+          name: ${{ matrix.layer }}_${{ matrix.arch }}.json
+      - name: Verify Layer Signature
+        run: |
+          SHA=$(jq -r '.Content.CodeSha256' '${{ matrix.layer }}_${{ matrix.arch }}.json')
+          test "$(openssl dgst -sha256 -binary ${{ matrix.layer }}_${{ matrix.arch }}.zip | openssl enc -base64)" == "$SHA" && echo "SHA OK: ${SHA}" || exit 1 
+      - name: Configure AWS Credentials
+        uses: aws-actions/configure-aws-credentials@e3dd6a429d7300a6a4c196c26e071d42e0343502 # v4.0.2
+        with:
+          role-to-assume: ${{ secrets.AWS_IAM_ROLE }}
+          aws-region: us-gov-west-1
+          mask-aws-account-id: true
+      - name: Create Layer
+        id: create-layer
+        run: |
+          LAYER_VERSION=$(aws --region us-gov-west-1 lambda publish-layer-version \
+            --layer-name ${{ matrix.layer }}-${{ matrix.arch }} \
+            --zip-file fileb://./${{ matrix.layer }}_${{ matrix.arch }}.zip \
+            --compatible-runtimes "$(jq -r '.CompatibleRuntimes[0]' '${{ matrix.layer }}_${{ matrix.arch }}.json')" \
+            --compatible-architectures "$(jq  -r '.CompatibleArchitectures[0]' '${{ matrix.layer }}_${{ matrix.arch }}.json')" \
+            --license-info "MIT-0" \
+            --description "$(jq -r '.Description' '${{ matrix.layer }}_${{ matrix.arch }}.json')" \
+            --query 'Version' \
+            --output text)
+
+          echo "LAYER_VERSION=$LAYER_VERSION" >> "$GITHUB_OUTPUT"
+
+          aws --region us-gov-west-1 lambda add-layer-version-permission \
+            --layer-name '${{ matrix.layer }}-${{ matrix.arch }}' \
+            --statement-id 'PublicLayer' \
+            --action lambda:GetLayerVersion \
+            --principal '*' \
+            --version-number "$LAYER_VERSION"
+      - name: Verify Layer
+        env:
+          LAYER_VERSION: ${{ steps.create-layer.outputs.LAYER_VERSION }}
+        run: |
+          REMOTE_SHA=$(aws --region us-gov-west-1 lambda get-layer-version-by-arn --arn 'arn:aws-us-gov:lambda:us-gov-west-1:${{ secrets.AWS_ACCOUNT_ID }}:layer:${{ matrix.layer }}-${{ matrix.arch }}:${{ env.LAYER_VERSION }}' --query 'Content.CodeSha256' --output text)
+          SHA=$(jq -r '.Content.CodeSha256' '${{ matrix.layer }}_${{ matrix.arch }}.json')
+          test "$REMOTE_SHA" == "$SHA "&& echo "SHA OK: ${SHA}" || exit 1 
+          aws --region us-gov-west-1 lambda get-layer-version-by-arn --arn 'arn:aws-us-gov:lambda:us-gov-west-1:${{ secrets.AWS_ACCOUNT_ID }}:layer:${{ matrix.layer }}-${{ matrix.arch }}:${{ env.LAYER_VERSION }}' --output table
\ No newline at end of file
diff --git a/.github/workflows/layer_govcloud_verify.yml b/.github/workflows/layer_govcloud_verify.yml
new file mode 100644
index 00000000000..82cda23c6f9
--- /dev/null
+++ b/.github/workflows/layer_govcloud_verify.yml
@@ -0,0 +1,111 @@
+# GovCloud Layer Verification
+# ---
+# This workflow queries the GovCloud layer info in production only
+
+on:
+  workflow_dispatch:
+    inputs:
+      version:
+        description: Layer version to verify information
+        type: string
+        required: true
+  workflow_call:
+    inputs:
+      version:
+        description: Layer version to verify information
+        type: string
+        required: true
+
+name: Layer Verification (GovCloud)
+run-name: Layer Verification (GovCloud)
+
+jobs:
+  commercial:
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+      contents: read
+    strategy:
+      matrix:
+        layer:
+          - AWSLambdaPowertoolsPythonV3-python38
+          - AWSLambdaPowertoolsPythonV3-python39
+          - AWSLambdaPowertoolsPythonV3-python310
+          - AWSLambdaPowertoolsPythonV3-python311
+          - AWSLambdaPowertoolsPythonV3-python312
+        arch:
+          - arm64
+          - x86_64
+    environment: Prod (Readonly)
+    steps:
+      - name: Configure AWS Credentials
+        uses: aws-actions/configure-aws-credentials@e3dd6a429d7300a6a4c196c26e071d42e0343502 # v4.0.2
+        with:
+          role-to-assume: ${{ secrets.AWS_IAM_ROLE }}
+          aws-region: us-east-1
+          mask-aws-account-id: true
+      - name: Output ${{ matrix.layer }}-${{ matrix.arch }}
+        run: |
+          aws --region us-east-1 lambda get-layer-version-by-arn --arn arn:aws:lambda:us-east-1:017000801446:layer:${{ matrix.layer }}-${{ matrix.arch }}:${{ inputs.version }} --output table
+
+  gov_east:
+    name: Verify (East)
+    needs: commercial
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+      contents: read
+    strategy:
+      matrix:
+        layer:
+          - AWSLambdaPowertoolsPythonV3-python38
+          - AWSLambdaPowertoolsPythonV3-python39
+          - AWSLambdaPowertoolsPythonV3-python310
+          - AWSLambdaPowertoolsPythonV3-python311
+          - AWSLambdaPowertoolsPythonV3-python312
+        arch:
+          - arm64
+          - x86_64
+    environment: GovCloud Prod (East)
+    steps:
+      - name: Configure AWS Credentials
+        uses: aws-actions/configure-aws-credentials@e3dd6a429d7300a6a4c196c26e071d42e0343502 # v4.0.2
+        with:
+          role-to-assume: ${{ secrets.AWS_IAM_ROLE }}
+          aws-region: us-gov-east-1
+          mask-aws-account-id: true
+      - name: Verify Layer ${{ matrix.layer }}-${{ matrix.arch }}
+        id: verify-layer
+        run: |
+          aws --region us-gov-east-1 lambda get-layer-version-by-arn --arn 'arn:aws-us-gov:lambda:us-gov-east-1:${{ secrets.AWS_ACCOUNT_ID }}:layer:${{ matrix.layer }}-${{ matrix.arch }}:${{ inputs.version }}' --output table
+
+  gov_west:
+    name: Verify (West)
+    needs: commercial
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+      contents: read
+    strategy:
+      matrix:
+        layer:
+          - AWSLambdaPowertoolsPythonV3-python38
+          - AWSLambdaPowertoolsPythonV3-python39
+          - AWSLambdaPowertoolsPythonV3-python310
+          - AWSLambdaPowertoolsPythonV3-python311
+          - AWSLambdaPowertoolsPythonV3-python312
+        arch:
+          - arm64
+          - x86_64
+    environment: GovCloud Prod (West)
+    steps:
+      - name: Configure AWS Credentials
+        uses: aws-actions/configure-aws-credentials@e3dd6a429d7300a6a4c196c26e071d42e0343502 # v4.0.2
+        with:
+          role-to-assume: ${{ secrets.AWS_IAM_ROLE }}
+          aws-region: us-gov-east-1
+          mask-aws-account-id: true
+      - name: Verify Layer ${{ matrix.layer }}-${{ matrix.arch }}
+        id: verify-layer
+        run: |
+          aws --region us-gov-west-1 lambda get-layer-version-by-arn --arn 'arn:aws-us-gov:lambda:us-gov-west-1:${{ secrets.AWS_ACCOUNT_ID }}:layer:${{ matrix.layer }}-${{ matrix.arch }}:${{ inputs.version }}' --output table
diff --git a/.github/workflows/layer_rename.yml b/.github/workflows/layer_rename.yml
index 77d91b5fc41..cd965fe00e2 100644
--- a/.github/workflows/layer_rename.yml
+++ b/.github/workflows/layer_rename.yml
@@ -66,14 +66,14 @@ jobs:
           aws --region us-east-1 lambda get-layer-version-by-arn --arn arn:aws:lambda:us-east-1:017000801446:layer:${{ matrix.layer }}-x86:${{ inputs.version }} --query 'Content.Location' | xargs curl -L -o ${{ matrix.layer }}_x86_64.zip
           aws --region us-east-1 lambda get-layer-version-by-arn --arn arn:aws:lambda:us-east-1:017000801446:layer:${{ matrix.layer }}-x86:${{ inputs.version }} > ${{ matrix.layer }}_x86_64.json
       - name: Store Zip
-        uses: actions/upload-artifact@604373da6381bf24206979c74d06a550515601b9 # v4.4.1
+        uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
         with:
           name: ${{ matrix.layer }}_x86_64.zip
           path: ${{ matrix.layer }}_x86_64.zip
           retention-days: 1
           if-no-files-found: error
       - name: Store Metadata
-        uses: actions/upload-artifact@604373da6381bf24206979c74d06a550515601b9 # v4.4.1
+        uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
         with:
           name: ${{ matrix.layer }}_x86_64.json
           path: ${{ matrix.layer }}_x86_64.json
diff --git a/.github/workflows/ossf_scorecard.yml b/.github/workflows/ossf_scorecard.yml
index 9d8906abfe6..b318af29a17 100644
--- a/.github/workflows/ossf_scorecard.yml
+++ b/.github/workflows/ossf_scorecard.yml
@@ -35,7 +35,7 @@ jobs:
           repo_token: ${{ secrets.SCORECARD_TOKEN }}  # read-only fine-grained token to read branch protection settings
 
       - name: "Upload results"
-        uses: actions/upload-artifact@604373da6381bf24206979c74d06a550515601b9 # v4.4.1
+        uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
         with:
           name: SARIF file
           path: results.sarif
diff --git a/.github/workflows/publish_v2_layer.yml b/.github/workflows/publish_v2_layer.yml
index 68eac5d53b5..c53436301fe 100644
--- a/.github/workflows/publish_v2_layer.yml
+++ b/.github/workflows/publish_v2_layer.yml
@@ -146,7 +146,7 @@ jobs:
       - name: zip output
         run: zip -r cdk.out.zip cdk.out
       - name: Archive CDK artifacts
-        uses: actions/upload-artifact@604373da6381bf24206979c74d06a550515601b9 # v4.4.1
+        uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
         with:
           name: cdk-layer-artefact
           path: layer/cdk.out.zip
diff --git a/.github/workflows/publish_v3_layer.yml b/.github/workflows/publish_v3_layer.yml
index 6a46942ef2a..2991a35bb5e 100644
--- a/.github/workflows/publish_v3_layer.yml
+++ b/.github/workflows/publish_v3_layer.yml
@@ -149,7 +149,7 @@ jobs:
       - name: zip output
         run: zip -r cdk.py${{ matrix.python-version }}.out.zip cdk.out
       - name: Archive CDK artifacts
-        uses: actions/upload-artifact@604373da6381bf24206979c74d06a550515601b9 # v4.4.1
+        uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
         with:
           name: cdk-layer-artifact-py${{ matrix.python-version }}
           path: layer_v3/cdk.py${{ matrix.python-version }}.out.zip
diff --git a/.github/workflows/record_pr.yml b/.github/workflows/record_pr.yml
index 32ad3b375aa..fa0a685ec80 100644
--- a/.github/workflows/record_pr.yml
+++ b/.github/workflows/record_pr.yml
@@ -53,7 +53,7 @@ jobs:
           script: |
             const script = require('.github/scripts/save_pr_details.js')
             await script({github, context, core})
-      - uses: actions/upload-artifact@604373da6381bf24206979c74d06a550515601b9 # v4.4.1
+      - uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
         with:
           name: pr
           path: pr.txt
diff --git a/.github/workflows/reusable_deploy_v2_layer_stack.yml b/.github/workflows/reusable_deploy_v2_layer_stack.yml
index 3613a6611ba..f1e22fec2e9 100644
--- a/.github/workflows/reusable_deploy_v2_layer_stack.yml
+++ b/.github/workflows/reusable_deploy_v2_layer_stack.yml
@@ -197,7 +197,7 @@ jobs:
           cat cdk-layer-stack/${{ matrix.region }}-layer-version.txt
       - name: Save Layer ARN artifact
         if: ${{ inputs.stage == 'PROD' }}
-        uses: actions/upload-artifact@604373da6381bf24206979c74d06a550515601b9 # v4.4.1
+        uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
         with:
           name: cdk-layer-stack-${{ matrix.region }}
           path: ./layer/cdk-layer-stack/* # NOTE: upload-artifact does not inherit working-directory setting.
diff --git a/.github/workflows/reusable_deploy_v3_layer_stack.yml b/.github/workflows/reusable_deploy_v3_layer_stack.yml
index f207cb791e9..017a0a9e537 100644
--- a/.github/workflows/reusable_deploy_v3_layer_stack.yml
+++ b/.github/workflows/reusable_deploy_v3_layer_stack.yml
@@ -204,7 +204,7 @@ jobs:
           cat cdk-layer-stack/${{steps.constants.outputs.LAYER_VERSION}}
       - name: Save Layer ARN artifact
         if: ${{ inputs.stage == 'PROD' }}
-        uses: actions/upload-artifact@604373da6381bf24206979c74d06a550515601b9 # v4.4.1
+        uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
         with:
           name: cdk-layer-stack-${{ matrix.region }}-${{ matrix.python-version }}
           path: ./layer_v3/cdk-layer-stack/* # NOTE: upload-artifact does not inherit working-directory setting.
diff --git a/.github/workflows/secure_workflows.yml b/.github/workflows/secure_workflows.yml
index 0f74198ca9f..44bab594847 100644
--- a/.github/workflows/secure_workflows.yml
+++ b/.github/workflows/secure_workflows.yml
@@ -32,7 +32,7 @@ jobs:
       - name: Checkout code
         uses: actions/checkout@eef61447b9ff4aafe5dcd4e0bbf5d482be7e7871  # v4.2.1
       - name: Ensure 3rd party workflows have SHA pinned
-        uses: zgosalvez/github-actions-ensure-sha-pinned-actions@40ba2d51b6b6d8695f2b6bd74e785172d4f8d00f # v3.0.14
+        uses: zgosalvez/github-actions-ensure-sha-pinned-actions@ed00f72a3ca5b6eff8ad4d3ffdcacedb67a21db1 # v3.0.15
         with:
           allowlist: |
             slsa-framework/slsa-github-generator
diff --git a/CHANGELOG.md b/CHANGELOG.md
index dbb34aff9ba..be14d221540 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,10 +6,66 @@
 
 ## Bug Fixes
 
+* test command in verify step ([#5381](https://github.com/aws-powertools/powertools-lambda-python/issues/5381))
+* **ci:** GovCloud layer verification ([#5382](https://github.com/aws-powertools/powertools-lambda-python/issues/5382))
+* **ci:** Update partition name ([#5380](https://github.com/aws-powertools/powertools-lambda-python/issues/5380))
+* **layer:** update partition name in the GovCloud workflow ([#5379](https://github.com/aws-powertools/powertools-lambda-python/issues/5379))
+
+## Documentation
+
+* **event_handler:** add Terraform payload info for API Gateway HTTP API ([#5351](https://github.com/aws-powertools/powertools-lambda-python/issues/5351))
+* **examples:** temporarily fix SAR version to v2.x ([#5360](https://github.com/aws-powertools/powertools-lambda-python/issues/5360))
+* **layer:** update layer version number ([#5344](https://github.com/aws-powertools/powertools-lambda-python/issues/5344))
+* **upgrade_guide:** update Lambda layer name ([#5347](https://github.com/aws-powertools/powertools-lambda-python/issues/5347))
+
+## Features
+
+* **ci:** GovCloud Layer Workflow ([#5261](https://github.com/aws-powertools/powertools-lambda-python/issues/5261))
+
+## Maintenance
+
+* **ci:** new pre-release 3.1.1a0 ([#5353](https://github.com/aws-powertools/powertools-lambda-python/issues/5353))
+* **deps:** bump jsonpath-ng from 1.6.1 to 1.7.0 ([#5369](https://github.com/aws-powertools/powertools-lambda-python/issues/5369))
+* **deps:** bump actions/upload-artifact from 4.4.1 to 4.4.3 ([#5357](https://github.com/aws-powertools/powertools-lambda-python/issues/5357))
+* **deps:** bump squidfunk/mkdocs-material from `f9cb76d` to `0d4e687` in /docs ([#5395](https://github.com/aws-powertools/powertools-lambda-python/issues/5395))
+* **deps:** bump squidfunk/mkdocs-material from `8e8b333` to `f9cb76d` in /docs ([#5366](https://github.com/aws-powertools/powertools-lambda-python/issues/5366))
+* **deps:** bump actions/upload-artifact from 4.4.0 to 4.4.3 ([#5373](https://github.com/aws-powertools/powertools-lambda-python/issues/5373))
+* **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.161.1a0 to 2.162.1a0 ([#5386](https://github.com/aws-powertools/powertools-lambda-python/issues/5386))
+* **deps-dev:** bump boto3-stubs from 1.35.43 to 1.35.44 ([#5407](https://github.com/aws-powertools/powertools-lambda-python/issues/5407))
+* **deps-dev:** bump boto3-stubs from 1.35.39 to 1.35.41 ([#5392](https://github.com/aws-powertools/powertools-lambda-python/issues/5392))
+* **deps-dev:** bump aws-cdk-lib from 2.161.1 to 2.162.1 ([#5371](https://github.com/aws-powertools/powertools-lambda-python/issues/5371))
+* **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.273 to 0.1.274 ([#5394](https://github.com/aws-powertools/powertools-lambda-python/issues/5394))
+* **deps-dev:** bump aws-cdk from 2.161.1 to 2.162.1 ([#5372](https://github.com/aws-powertools/powertools-lambda-python/issues/5372))
+* **deps-dev:** bump boto3-stubs from 1.35.38 to 1.35.39 ([#5370](https://github.com/aws-powertools/powertools-lambda-python/issues/5370))
+* **deps-dev:** bump boto3-stubs from 1.35.41 to 1.35.42 ([#5397](https://github.com/aws-powertools/powertools-lambda-python/issues/5397))
+* **deps-dev:** bump mkdocs-material from 9.5.40 to 9.5.41 ([#5393](https://github.com/aws-powertools/powertools-lambda-python/issues/5393))
+* **deps-dev:** bump cfn-lint from 1.16.0 to 1.16.1 ([#5363](https://github.com/aws-powertools/powertools-lambda-python/issues/5363))
+* **deps-dev:** bump boto3-stubs from 1.35.37 to 1.35.38 ([#5364](https://github.com/aws-powertools/powertools-lambda-python/issues/5364))
+* **deps-dev:** bump mkdocs-material from 9.5.39 to 9.5.40 ([#5365](https://github.com/aws-powertools/powertools-lambda-python/issues/5365))
+* **deps-dev:** bump ruff from 0.6.9 to 0.7.0 ([#5403](https://github.com/aws-powertools/powertools-lambda-python/issues/5403))
+* **deps-dev:** bump boto3-stubs from 1.35.42 to 1.35.43 ([#5402](https://github.com/aws-powertools/powertools-lambda-python/issues/5402))
+* **deps-dev:** bump sentry-sdk from 2.16.0 to 2.17.0 ([#5400](https://github.com/aws-powertools/powertools-lambda-python/issues/5400))
+* **deps-dev:** bump boto3-stubs from 1.35.36 to 1.35.37 ([#5356](https://github.com/aws-powertools/powertools-lambda-python/issues/5356))
+* **deps-dev:** bump nox from 2024.4.15 to 2024.10.9 ([#5355](https://github.com/aws-powertools/powertools-lambda-python/issues/5355))
+* **deps-dev:** bump cfn-lint from 1.16.1 to 1.17.1 ([#5404](https://github.com/aws-powertools/powertools-lambda-python/issues/5404))
+* **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.274 to 0.1.275 ([#5406](https://github.com/aws-powertools/powertools-lambda-python/issues/5406))
+* **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.161.0a0 to 2.161.1a0 ([#5349](https://github.com/aws-powertools/powertools-lambda-python/issues/5349))
+* **deps-dev:** bump boto3-stubs from 1.35.35 to 1.35.36 ([#5350](https://github.com/aws-powertools/powertools-lambda-python/issues/5350))
+* **deps-dev:** bump sentry-sdk from 2.15.0 to 2.16.0 ([#5348](https://github.com/aws-powertools/powertools-lambda-python/issues/5348))
+* **deps-dev:** bump cfn-lint from 1.17.1 to 1.17.2 ([#5408](https://github.com/aws-powertools/powertools-lambda-python/issues/5408))
+* **docs:** remove layer callout from data masking docs ([#5377](https://github.com/aws-powertools/powertools-lambda-python/issues/5377))
+
+
+<a name="v3.1.0"></a>
+## [v3.1.0] - 2024-10-08
+## Bug Fixes
+
 * **ci:** Layer Rename Fix ([#5291](https://github.com/aws-powertools/powertools-lambda-python/issues/5291))
 * **ci:** layer rename ([#5283](https://github.com/aws-powertools/powertools-lambda-python/issues/5283))
 * **idempotency:** fix response hook invocation when function returns None ([#5251](https://github.com/aws-powertools/powertools-lambda-python/issues/5251))
+* **layer:** reverting SSM parameter name ([#5340](https://github.com/aws-powertools/powertools-lambda-python/issues/5340))
 * **layers:** rename Lambda layer name from x86 to x86_64 ([#5226](https://github.com/aws-powertools/powertools-lambda-python/issues/5226))
+* **parser:** fallback to `validate_python` when using `type[Model]` and nested models ([#5313](https://github.com/aws-powertools/powertools-lambda-python/issues/5313))
 * **parser:** revert a regression in v3 when raising ValidationError ([#5259](https://github.com/aws-powertools/powertools-lambda-python/issues/5259))
 * **parser:** make size and etag optional for LifecycleExpiration events in S3 ([#5250](https://github.com/aws-powertools/powertools-lambda-python/issues/5250))
 
@@ -33,46 +89,58 @@
 
 ## Maintenance
 
+* version bump
+* **ci:** new pre-release 3.0.1a7 ([#5299](https://github.com/aws-powertools/powertools-lambda-python/issues/5299))
 * **ci:** new pre-release 3.0.1a3 ([#5270](https://github.com/aws-powertools/powertools-lambda-python/issues/5270))
-* **ci:** new pre-release 3.0.1a1 ([#5247](https://github.com/aws-powertools/powertools-lambda-python/issues/5247))
-* **ci:** new pre-release 3.0.1a8 ([#5323](https://github.com/aws-powertools/powertools-lambda-python/issues/5323))
 * **ci:** new pre-release 3.0.1a4 ([#5277](https://github.com/aws-powertools/powertools-lambda-python/issues/5277))
-* **ci:** new pre-release 3.0.1a7 ([#5299](https://github.com/aws-powertools/powertools-lambda-python/issues/5299))
+* **ci:** new pre-release 3.0.1a2 ([#5258](https://github.com/aws-powertools/powertools-lambda-python/issues/5258))
 * **ci:** new pre-release 3.0.1a5 ([#5288](https://github.com/aws-powertools/powertools-lambda-python/issues/5288))
-* **ci:** new pre-release 3.0.1a6 ([#5293](https://github.com/aws-powertools/powertools-lambda-python/issues/5293))
+* **ci:** new pre-release 3.0.1a9 ([#5337](https://github.com/aws-powertools/powertools-lambda-python/issues/5337))
+* **ci:** new pre-release 3.0.1a8 ([#5323](https://github.com/aws-powertools/powertools-lambda-python/issues/5323))
 * **ci:** new pre-release 3.0.1a0 ([#5220](https://github.com/aws-powertools/powertools-lambda-python/issues/5220))
-* **ci:** new pre-release 3.0.1a2 ([#5258](https://github.com/aws-powertools/powertools-lambda-python/issues/5258))
-* **deps:** bump docker/setup-qemu-action from 3.0.0 to 3.2.0 ([#5205](https://github.com/aws-powertools/powertools-lambda-python/issues/5205))
-* **deps:** bump actions/setup-node from 4.0.3 to 4.0.4 ([#5186](https://github.com/aws-powertools/powertools-lambda-python/issues/5186))
-* **deps:** bump codecov/codecov-action from 4.5.0 to 4.6.0 ([#5287](https://github.com/aws-powertools/powertools-lambda-python/issues/5287))
-* **deps:** bump actions/upload-artifact from 4.3.3 to 4.4.0 ([#5217](https://github.com/aws-powertools/powertools-lambda-python/issues/5217))
-* **deps:** bump docker/setup-buildx-action from 3.6.1 to 3.7.0 ([#5298](https://github.com/aws-powertools/powertools-lambda-python/issues/5298))
-* **deps:** bump squidfunk/mkdocs-material from `a2e3a31` to `22a429f` in /docs ([#5201](https://github.com/aws-powertools/powertools-lambda-python/issues/5201))
+* **ci:** new pre-release 3.0.1a1 ([#5247](https://github.com/aws-powertools/powertools-lambda-python/issues/5247))
+* **ci:** new pre-release 3.0.1a6 ([#5293](https://github.com/aws-powertools/powertools-lambda-python/issues/5293))
 * **deps:** bump actions/download-artifact from 4.1.7 to 4.1.8 ([#5203](https://github.com/aws-powertools/powertools-lambda-python/issues/5203))
-* **deps:** bump zgosalvez/github-actions-ensure-sha-pinned-actions from 3.0.12 to 3.0.13 ([#5276](https://github.com/aws-powertools/powertools-lambda-python/issues/5276))
 * **deps:** bump squidfunk/mkdocs-material from `22a429f` to `08fbf58` in /docs ([#5243](https://github.com/aws-powertools/powertools-lambda-python/issues/5243))
+* **deps:** bump docker/setup-buildx-action from 3.6.1 to 3.7.0 ([#5298](https://github.com/aws-powertools/powertools-lambda-python/issues/5298))
 * **deps:** bump actions/checkout from 4.1.7 to 4.2.0 ([#5244](https://github.com/aws-powertools/powertools-lambda-python/issues/5244))
+* **deps:** bump actions/setup-node from 4.0.3 to 4.0.4 ([#5186](https://github.com/aws-powertools/powertools-lambda-python/issues/5186))
 * **deps:** bump docker/setup-buildx-action from 3.7.0 to 3.7.1 ([#5310](https://github.com/aws-powertools/powertools-lambda-python/issues/5310))
-* **deps:** bump squidfunk/mkdocs-material from `7aea359` to `8e8b333` in /docs ([#5272](https://github.com/aws-powertools/powertools-lambda-python/issues/5272))
 * **deps:** bump pypa/gh-action-pypi-publish from 1.10.2 to 1.10.3 ([#5311](https://github.com/aws-powertools/powertools-lambda-python/issues/5311))
+* **deps:** bump squidfunk/mkdocs-material from `a2e3a31` to `22a429f` in /docs ([#5201](https://github.com/aws-powertools/powertools-lambda-python/issues/5201))
 * **deps:** bump pypa/gh-action-pypi-publish from 1.10.1 to 1.10.2 ([#5202](https://github.com/aws-powertools/powertools-lambda-python/issues/5202))
-* **deps:** bump redis from 5.0.8 to 5.1.0 ([#5264](https://github.com/aws-powertools/powertools-lambda-python/issues/5264))
+* **deps:** bump actions/checkout from 4.2.0 to 4.2.1 ([#5329](https://github.com/aws-powertools/powertools-lambda-python/issues/5329))
 * **deps:** bump squidfunk/mkdocs-material from `08fbf58` to `7aea359` in /docs ([#5253](https://github.com/aws-powertools/powertools-lambda-python/issues/5253))
-* **deps:** bump actions/checkout from 4.1.6 to 4.1.7 ([#5206](https://github.com/aws-powertools/powertools-lambda-python/issues/5206))
 * **deps:** bump actions/setup-python from 5.1.0 to 5.2.0 ([#5204](https://github.com/aws-powertools/powertools-lambda-python/issues/5204))
-* **deps-dev:** bump multiprocess from 0.70.16 to 0.70.17 ([#5275](https://github.com/aws-powertools/powertools-lambda-python/issues/5275))
-* **deps-dev:** bump ruff from 0.6.7 to 0.6.8 ([#5254](https://github.com/aws-powertools/powertools-lambda-python/issues/5254))
-* **deps-dev:** bump boto3-stubs from 1.35.27 to 1.35.28 ([#5256](https://github.com/aws-powertools/powertools-lambda-python/issues/5256))
-* **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.269 to 0.1.270 ([#5257](https://github.com/aws-powertools/powertools-lambda-python/issues/5257))
-* **deps-dev:** bump boto3-stubs from 1.35.28 to 1.35.29 ([#5263](https://github.com/aws-powertools/powertools-lambda-python/issues/5263))
+* **deps:** bump codecov/codecov-action from 4.5.0 to 4.6.0 ([#5287](https://github.com/aws-powertools/powertools-lambda-python/issues/5287))
+* **deps:** bump redis from 5.1.0 to 5.1.1 ([#5331](https://github.com/aws-powertools/powertools-lambda-python/issues/5331))
+* **deps:** bump actions/checkout from 4.1.6 to 4.1.7 ([#5206](https://github.com/aws-powertools/powertools-lambda-python/issues/5206))
+* **deps:** bump actions/upload-artifact from 4.4.0 to 4.4.1 ([#5328](https://github.com/aws-powertools/powertools-lambda-python/issues/5328))
+* **deps:** bump actions/upload-artifact from 4.3.3 to 4.4.0 ([#5217](https://github.com/aws-powertools/powertools-lambda-python/issues/5217))
+* **deps:** bump zgosalvez/github-actions-ensure-sha-pinned-actions from 3.0.12 to 3.0.13 ([#5276](https://github.com/aws-powertools/powertools-lambda-python/issues/5276))
+* **deps:** bump redis from 5.0.8 to 5.1.0 ([#5264](https://github.com/aws-powertools/powertools-lambda-python/issues/5264))
+* **deps:** bump datadog-lambda from 6.98.0 to 6.99.0 ([#5333](https://github.com/aws-powertools/powertools-lambda-python/issues/5333))
+* **deps:** bump squidfunk/mkdocs-material from `7aea359` to `8e8b333` in /docs ([#5272](https://github.com/aws-powertools/powertools-lambda-python/issues/5272))
+* **deps:** bump zgosalvez/github-actions-ensure-sha-pinned-actions from 3.0.13 to 3.0.14 ([#5330](https://github.com/aws-powertools/powertools-lambda-python/issues/5330))
+* **deps:** bump docker/setup-qemu-action from 3.0.0 to 3.2.0 ([#5205](https://github.com/aws-powertools/powertools-lambda-python/issues/5205))
 * **deps-dev:** bump mkdocs-material from 9.5.38 to 9.5.39 ([#5273](https://github.com/aws-powertools/powertools-lambda-python/issues/5273))
 * **deps-dev:** bump cfn-lint from 1.15.1 to 1.15.2 ([#5274](https://github.com/aws-powertools/powertools-lambda-python/issues/5274))
+* **deps-dev:** bump boto3-stubs from 1.35.28 to 1.35.29 ([#5263](https://github.com/aws-powertools/powertools-lambda-python/issues/5263))
+* **deps-dev:** bump boto3-stubs from 1.35.34 to 1.35.35 ([#5334](https://github.com/aws-powertools/powertools-lambda-python/issues/5334))
 * **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.270 to 0.1.271 ([#5284](https://github.com/aws-powertools/powertools-lambda-python/issues/5284))
-* **deps-dev:** bump boto3-stubs from 1.35.29 to 1.35.31 ([#5286](https://github.com/aws-powertools/powertools-lambda-python/issues/5286))
 * **deps-dev:** bump mkdocs-material from 9.5.37 to 9.5.38 ([#5255](https://github.com/aws-powertools/powertools-lambda-python/issues/5255))
+* **deps-dev:** bump ruff from 0.6.7 to 0.6.8 ([#5254](https://github.com/aws-powertools/powertools-lambda-python/issues/5254))
+* **deps-dev:** bump boto3-stubs from 1.35.27 to 1.35.28 ([#5256](https://github.com/aws-powertools/powertools-lambda-python/issues/5256))
+* **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.269 to 0.1.270 ([#5257](https://github.com/aws-powertools/powertools-lambda-python/issues/5257))
+* **deps-dev:** bump sentry-sdk from 2.14.0 to 2.15.0 ([#5285](https://github.com/aws-powertools/powertools-lambda-python/issues/5285))
+* **deps-dev:** bump boto3-stubs from 1.35.29 to 1.35.31 ([#5286](https://github.com/aws-powertools/powertools-lambda-python/issues/5286))
+* **deps-dev:** bump boto3-stubs from 1.35.31 to 1.35.32 ([#5292](https://github.com/aws-powertools/powertools-lambda-python/issues/5292))
+* **deps-dev:** bump aws-cdk-lib from 2.161.0 to 2.161.1 ([#5335](https://github.com/aws-powertools/powertools-lambda-python/issues/5335))
+* **deps-dev:** bump boto3-stubs from 1.35.32 to 1.35.33 ([#5295](https://github.com/aws-powertools/powertools-lambda-python/issues/5295))
+* **deps-dev:** bump types-python-dateutil from 2.9.0.20240906 to 2.9.0.20241003 ([#5296](https://github.com/aws-powertools/powertools-lambda-python/issues/5296))
 * **deps-dev:** bump boto3-stubs from 1.35.26 to 1.35.27 ([#5242](https://github.com/aws-powertools/powertools-lambda-python/issues/5242))
 * **deps-dev:** bump mkdocs-material from 9.5.36 to 9.5.37 ([#5241](https://github.com/aws-powertools/powertools-lambda-python/issues/5241))
-* **deps-dev:** bump sentry-sdk from 2.14.0 to 2.15.0 ([#5285](https://github.com/aws-powertools/powertools-lambda-python/issues/5285))
+* **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.271 to 0.1.272 ([#5297](https://github.com/aws-powertools/powertools-lambda-python/issues/5297))
 * **deps-dev:** bump boto3-stubs from 1.35.25 to 1.35.26 ([#5234](https://github.com/aws-powertools/powertools-lambda-python/issues/5234))
 * **deps-dev:** bump aws-cdk from 2.159.1 to 2.160.0 ([#5233](https://github.com/aws-powertools/powertools-lambda-python/issues/5233))
 * **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.159.1a0 to 2.160.0a0 ([#5235](https://github.com/aws-powertools/powertools-lambda-python/issues/5235))
@@ -80,24 +148,24 @@
 * **deps-dev:** bump cfn-lint from 1.15.0 to 1.15.1 ([#5232](https://github.com/aws-powertools/powertools-lambda-python/issues/5232))
 * **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.158.0a0 to 2.159.1a0 ([#5231](https://github.com/aws-powertools/powertools-lambda-python/issues/5231))
 * **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.268 to 0.1.269 ([#5229](https://github.com/aws-powertools/powertools-lambda-python/issues/5229))
-* **deps-dev:** bump boto3-stubs from 1.35.31 to 1.35.32 ([#5292](https://github.com/aws-powertools/powertools-lambda-python/issues/5292))
-* **deps-dev:** bump boto3-stubs from 1.35.32 to 1.35.33 ([#5295](https://github.com/aws-powertools/powertools-lambda-python/issues/5295))
-* **deps-dev:** bump types-python-dateutil from 2.9.0.20240906 to 2.9.0.20241003 ([#5296](https://github.com/aws-powertools/powertools-lambda-python/issues/5296))
+* **deps-dev:** bump aws-cdk-lib from 2.160.0 to 2.161.0 ([#5304](https://github.com/aws-powertools/powertools-lambda-python/issues/5304))
+* **deps-dev:** bump boto3-stubs from 1.35.33 to 1.35.34 ([#5306](https://github.com/aws-powertools/powertools-lambda-python/issues/5306))
+* **deps-dev:** bump types-redis from 4.6.0.20240903 to 4.6.0.20241004 ([#5307](https://github.com/aws-powertools/powertools-lambda-python/issues/5307))
 * **deps-dev:** bump aws-cdk-lib from 2.158.0 to 2.159.1 ([#5208](https://github.com/aws-powertools/powertools-lambda-python/issues/5208))
 * **deps-dev:** bump ruff from 0.6.4 to 0.6.7 ([#5207](https://github.com/aws-powertools/powertools-lambda-python/issues/5207))
 * **deps-dev:** bump aws-cdk from 2.157.0 to 2.159.1 ([#5194](https://github.com/aws-powertools/powertools-lambda-python/issues/5194))
-* **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.271 to 0.1.272 ([#5297](https://github.com/aws-powertools/powertools-lambda-python/issues/5297))
-* **deps-dev:** bump aws-cdk-lib from 2.160.0 to 2.161.0 ([#5304](https://github.com/aws-powertools/powertools-lambda-python/issues/5304))
-* **deps-dev:** bump types-redis from 4.6.0.20240903 to 4.6.0.20241004 ([#5307](https://github.com/aws-powertools/powertools-lambda-python/issues/5307))
 * **deps-dev:** bump aws-cdk from 2.160.0 to 2.161.0 ([#5309](https://github.com/aws-powertools/powertools-lambda-python/issues/5309))
 * **deps-dev:** bump ruff from 0.6.8 to 0.6.9 ([#5308](https://github.com/aws-powertools/powertools-lambda-python/issues/5308))
-* **deps-dev:** bump mkdocs-material from 9.5.34 to 9.5.36 ([#5210](https://github.com/aws-powertools/powertools-lambda-python/issues/5210))
 * **deps-dev:** bump cfn-lint from 1.15.2 to 1.16.0 ([#5305](https://github.com/aws-powertools/powertools-lambda-python/issues/5305))
+* **deps-dev:** bump aws-cdk-aws-lambda-python-alpha from 2.160.0a0 to 2.161.0a0 ([#5332](https://github.com/aws-powertools/powertools-lambda-python/issues/5332))
+* **deps-dev:** bump aws-cdk from 2.161.0 to 2.161.1 ([#5327](https://github.com/aws-powertools/powertools-lambda-python/issues/5327))
+* **deps-dev:** bump mkdocs-material from 9.5.34 to 9.5.36 ([#5210](https://github.com/aws-powertools/powertools-lambda-python/issues/5210))
+* **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.272 to 0.1.273 ([#5336](https://github.com/aws-powertools/powertools-lambda-python/issues/5336))
 * **deps-dev:** bump cdklabs-generative-ai-cdk-constructs from 0.1.264 to 0.1.268 ([#5216](https://github.com/aws-powertools/powertools-lambda-python/issues/5216))
-* **deps-dev:** bump cfn-lint from 1.12.4 to 1.15.0 ([#5215](https://github.com/aws-powertools/powertools-lambda-python/issues/5215))
+* **deps-dev:** bump multiprocess from 0.70.16 to 0.70.17 ([#5275](https://github.com/aws-powertools/powertools-lambda-python/issues/5275))
 * **deps-dev:** bump boto3-stubs from 1.35.17 to 1.35.25 ([#5218](https://github.com/aws-powertools/powertools-lambda-python/issues/5218))
 * **deps-dev:** bump bandit from 1.7.9 to 1.7.10 ([#5214](https://github.com/aws-powertools/powertools-lambda-python/issues/5214))
-* **deps-dev:** bump boto3-stubs from 1.35.33 to 1.35.34 ([#5306](https://github.com/aws-powertools/powertools-lambda-python/issues/5306))
+* **deps-dev:** bump cfn-lint from 1.12.4 to 1.15.0 ([#5215](https://github.com/aws-powertools/powertools-lambda-python/issues/5215))
 * **docs:** recreate requirements.txt file for mkdocs container ([#5246](https://github.com/aws-powertools/powertools-lambda-python/issues/5246))
 * **tests:** fix e2e tests in Idempotency utility ([#5280](https://github.com/aws-powertools/powertools-lambda-python/issues/5280))
 
@@ -5465,7 +5533,8 @@
 * Merge pull request [#5](https://github.com/aws-powertools/powertools-lambda-python/issues/5) from jfuss/feat/python38
 
 
-[Unreleased]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.0.0...HEAD
+[Unreleased]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.1.0...HEAD
+[v3.1.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v3.0.0...v3.1.0
 [v3.0.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v2.43.1...v3.0.0
 [v2.43.1]: https://github.com/aws-powertools/powertools-lambda-python/compare/v2.43.0...v2.43.1
 [v2.43.0]: https://github.com/aws-powertools/powertools-lambda-python/compare/v2.42.0...v2.43.0
diff --git a/aws_lambda_powertools/logging/formatter.py b/aws_lambda_powertools/logging/formatter.py
index 48797f51e2a..07db499d1fc 100644
--- a/aws_lambda_powertools/logging/formatter.py
+++ b/aws_lambda_powertools/logging/formatter.py
@@ -7,6 +7,7 @@
 import time
 import traceback
 from abc import ABCMeta, abstractmethod
+from contextvars import ContextVar
 from datetime import datetime, timezone
 from functools import partial
 from typing import TYPE_CHECKING, Any, Callable, Iterable
@@ -61,6 +62,21 @@ def clear_state(self) -> None:
         """Removes any previously added logging keys"""
         raise NotImplementedError()
 
+    # These specific thread-safe methods are necessary to manage shared context in concurrent environments.
+    # They prevent race conditions and ensure data consistency across multiple threads.
+    def thread_safe_append_keys(self, **additional_keys) -> None:
+        raise NotImplementedError()
+
+    def thread_safe_get_current_keys(self) -> dict[str, Any]:
+        return {}
+
+    def thread_safe_remove_keys(self, keys: Iterable[str]) -> None:
+        raise NotImplementedError()
+
+    def thread_safe_clear_keys(self) -> None:
+        """Removes any previously added logging keys in a specific thread"""
+        raise NotImplementedError()
+
 
 class LambdaPowertoolsFormatter(BasePowertoolsFormatter):
     """Powertools for AWS Lambda (Python) Logging formatter.
@@ -247,6 +263,24 @@ def clear_state(self) -> None:
         self.log_format = dict.fromkeys(self.log_record_order)
         self.log_format.update(**self.keys_combined)
 
+    # These specific thread-safe methods are necessary to manage shared context in concurrent environments.
+    # They prevent race conditions and ensure data consistency across multiple threads.
+    def thread_safe_append_keys(self, **additional_keys) -> None:
+        # Append additional key-value pairs to the context safely in a thread-safe manner.
+        set_context_keys(**additional_keys)
+
+    def thread_safe_get_current_keys(self) -> dict[str, Any]:
+        # Retrieve the current context keys safely in a thread-safe manner.
+        return _get_context().get()
+
+    def thread_safe_remove_keys(self, keys: Iterable[str]) -> None:
+        # Remove specified keys from the context safely in a thread-safe manner.
+        remove_context_keys(keys)
+
+    def thread_safe_clear_keys(self) -> None:
+        # Clear all keys from the context safely in a thread-safe manner.
+        clear_context_keys()
+
     @staticmethod
     def _build_default_keys() -> dict[str, str]:
         return {
@@ -345,14 +379,33 @@ def _extract_log_keys(self, log_record: logging.LogRecord) -> dict[str, Any]:
         record_dict["asctime"] = self.formatTime(record=log_record)
         extras = {k: v for k, v in record_dict.items() if k not in RESERVED_LOG_ATTRS}
 
-        formatted_log = {}
+        formatted_log: dict[str, Any] = {}
 
         # Iterate over a default or existing log structure
         # then replace any std log attribute e.g. '%(level)s' to 'INFO', '%(process)d to '4773'
+        # check if the value is a str if the key is a reserved attribute, the modulo operator only supports string
         # lastly add or replace incoming keys (those added within the constructor or .structure_logs method)
         for key, value in self.log_format.items():
             if value and key in RESERVED_LOG_ATTRS:
-                formatted_log[key] = value % record_dict
+                if isinstance(value, str):
+                    formatted_log[key] = value % record_dict
+                else:
+                    raise ValueError(
+                        "Logging keys that override reserved log attributes need to be type 'str', "
+                        f"instead got '{type(value).__name__}'",
+                    )
+            else:
+                formatted_log[key] = value
+
+        for key, value in _get_context().get().items():
+            if value and key in RESERVED_LOG_ATTRS:
+                if isinstance(value, str):
+                    formatted_log[key] = value % record_dict
+                else:
+                    raise ValueError(
+                        "Logging keys that override reserved log attributes need to be type 'str', "
+                        f"instead got '{type(value).__name__}'",
+                    )
             else:
                 formatted_log[key] = value
 
@@ -370,3 +423,29 @@ def _strip_none_records(records: dict[str, Any]) -> dict[str, Any]:
 
 # Fetch current and future parameters from PowertoolsFormatter that should be reserved
 RESERVED_FORMATTER_CUSTOM_KEYS: list[str] = inspect.getfullargspec(LambdaPowertoolsFormatter).args[1:]
+
+# ContextVar for thread local keys
+THREAD_LOCAL_KEYS: ContextVar[dict[str, Any]] = ContextVar("THREAD_LOCAL_KEYS", default={})
+
+
+def _get_context() -> ContextVar[dict[str, Any]]:
+    return THREAD_LOCAL_KEYS
+
+
+def clear_context_keys() -> None:
+    _get_context().set({})
+
+
+def set_context_keys(**kwargs: dict[str, Any]) -> None:
+    context = _get_context()
+    context.set({**context.get(), **kwargs})
+
+
+def remove_context_keys(keys: Iterable[str]) -> None:
+    context = _get_context()
+    context_values = context.get()
+
+    for k in keys:
+        context_values.pop(k, None)
+
+    context.set(context_values)
diff --git a/aws_lambda_powertools/logging/logger.py b/aws_lambda_powertools/logging/logger.py
index 75a14c6ea2b..acefe9757c6 100644
--- a/aws_lambda_powertools/logging/logger.py
+++ b/aws_lambda_powertools/logging/logger.py
@@ -589,6 +589,24 @@ def get_current_keys(self) -> dict[str, Any]:
     def remove_keys(self, keys: Iterable[str]) -> None:
         self.registered_formatter.remove_keys(keys)
 
+    # These specific thread-safe methods are necessary to manage shared context in concurrent environments.
+    # They prevent race conditions and ensure data consistency across multiple threads.
+    def thread_safe_append_keys(self, **additional_keys: object) -> None:
+        # Append additional key-value pairs to the context safely in a thread-safe manner.
+        self.registered_formatter.thread_safe_append_keys(**additional_keys)
+
+    def thread_safe_get_current_keys(self) -> dict[str, Any]:
+        # Retrieve the current context keys safely in a thread-safe manner.
+        return self.registered_formatter.thread_safe_get_current_keys()
+
+    def thread_safe_remove_keys(self, keys: Iterable[str]) -> None:
+        # Remove specified keys from the context safely in a thread-safe manner.
+        self.registered_formatter.thread_safe_remove_keys(keys)
+
+    def thread_safe_clear_keys(self) -> None:
+        # Clear all keys from the context safely in a thread-safe manner.
+        self.registered_formatter.thread_safe_clear_keys()
+
     def structure_logs(self, append: bool = False, formatter_options: dict | None = None, **keys) -> None:
         """Sets logging formatting to JSON.
 
@@ -633,6 +651,7 @@ def structure_logs(self, append: bool = False, formatter_options: dict | None =
 
         # Mode 3
         self.registered_formatter.clear_state()
+        self.registered_formatter.thread_safe_clear_keys()
         self.registered_formatter.append_keys(**log_keys)
 
     def set_correlation_id(self, value: str | None) -> None:
diff --git a/aws_lambda_powertools/shared/version.py b/aws_lambda_powertools/shared/version.py
index 6fc9320a54e..1a5e573bdf4 100644
--- a/aws_lambda_powertools/shared/version.py
+++ b/aws_lambda_powertools/shared/version.py
@@ -1,3 +1,3 @@
 """Exposes version constant to avoid circular dependencies."""
 
-VERSION = "3.0.1a9"
+VERSION = "3.2.0"
diff --git a/docs/Dockerfile b/docs/Dockerfile
index 02e07335e55..87c9c7e83e4 100644
--- a/docs/Dockerfile
+++ b/docs/Dockerfile
@@ -1,5 +1,5 @@
 # v9.1.18
-FROM squidfunk/mkdocs-material@sha256:8e8b333257d2a5866a5b20809440eec360cbe6a54dbee70aaacd45e95fc06cbb
+FROM squidfunk/mkdocs-material@sha256:31eb7f7c86dc35e29ca5520e1826b3c7fd54ddd84adc20cb0a42f59d17aa912e
 # pip-compile --generate-hashes --output-file=requirements.txt requirements.in
 COPY requirements.txt /tmp/
 RUN pip install --require-hashes -r /tmp/requirements.txt
diff --git a/docs/core/event_handler/api_gateway.md b/docs/core/event_handler/api_gateway.md
index ad509f950e1..c4082b43ca2 100644
--- a/docs/core/event_handler/api_gateway.md
+++ b/docs/core/event_handler/api_gateway.md
@@ -128,9 +128,13 @@ Here's an example on how we can handle the `/todos` path.
 
 When using Amazon API Gateway HTTP API to front your Lambda functions, you can use `APIGatewayHttpResolver`.
 
+<!-- markdownlint-disable MD013 -->
 ???+ note
     Using HTTP API v1 payload? Use `APIGatewayRestResolver` instead. `APIGatewayHttpResolver` defaults to v2 payload.
 
+    If you're using Terraform to deploy a HTTP API, note that it defaults the [payload_format_version](https://registry.terraform.io/providers/hashicorp/aws/latest/docs/resources/apigatewayv2_integration#payload_format_version){target="_blank" rel="nofollow"} value to 1.0 if not specified.
+<!-- markdownlint-enable MD013 -->
+
 ```python hl_lines="5 11" title="Using HTTP API resolver"
 --8<-- "examples/event_handler_rest/src/getting_started_http_api_resolver.py"
 ```
diff --git a/docs/core/logger.md b/docs/core/logger.md
index 2a45ff08280..818d5a6589b 100644
--- a/docs/core/logger.md
+++ b/docs/core/logger.md
@@ -159,13 +159,14 @@ To ease routine tasks like extracting correlation ID from popular event sources,
 
 You can append additional keys using either mechanism:
 
-* Persist new keys across all future log messages via `append_keys` method
+* New keys persist across all future log messages via `append_keys` method
 * Add additional keys on a per log message basis as a keyword=value, or via `extra` parameter
+* New keys persist across all future logs in a specific thread via `thread_safe_append_keys` method. Check [Working with thread-safe keys](#working-with-thread-safe-keys) section.
 
 #### append_keys method
 
 ???+ warning
-	`append_keys` is not thread-safe, please see [RFC](https://github.com/aws-powertools/powertools-lambda-python/issues/991){target="_blank"}.
+    `append_keys` is not thread-safe, use [thread_safe_append_keys](#appending-thread-safe-additional-keys) instead
 
 You can append your own keys to your existing Logger via `append_keys(**additional_key_values)` method.
 
@@ -228,6 +229,16 @@ It accepts any dictionary, and all keyword arguments will be added as part of th
 
 ### Removing additional keys
 
+You can remove additional keys using either mechanism:
+
+* Remove new keys across all future log messages via `remove_keys` method
+* Remove keys persist across all future logs in a specific thread via `thread_safe_remove_keys` method. Check [Working with thread-safe keys](#working-with-thread-safe-keys) section.
+
+???+ danger
+    Keys added by `append_keys` can only be removed by `remove_keys` and thread-local keys added by `thread_safe_append_keys` can only be removed by `thread_safe_remove_keys` or `thread_safe_clear_keys`. Thread-local and normal logger keys are distinct values and can't be manipulated interchangeably.
+
+#### remove_keys method
+
 You can remove any additional key from Logger state using `remove_keys`.
 
 === "remove_keys.py"
@@ -284,6 +295,9 @@ You can view all currently configured keys from the Logger state using the `get_
     --8<-- "examples/logger/src/get_current_keys.py"
     ```
 
+???+ info
+    For thread-local additional logging keys, use `get_current_thread_keys` instead
+
 ### Log levels
 
 The default log level is `INFO`. It can be set using the `level` constructor option, `setLevel()` method or by using the `POWERTOOLS_LOG_LEVEL` environment variable.
@@ -473,6 +487,68 @@ You can use any of the following built-in JMESPath expressions as part of [injec
 | **APPLICATION_LOAD_BALANCER** | `'headers."x-amzn-trace-id"'`         | ALB X-Ray Trace ID              |
 | **EVENT_BRIDGE**              | `"id"`                                | EventBridge Event ID            |
 
+### Working with thread-safe keys
+
+#### Appending thread-safe additional keys
+
+You can append your own thread-local keys in your existing Logger via the `thread_safe_append_keys` method
+
+=== "thread_safe_append_keys.py"
+
+    ```python hl_lines="11"
+    --8<-- "examples/logger/src/thread_safe_append_keys.py"
+    ```
+
+=== "thread_safe_append_keys_output.json"
+
+    ```json hl_lines="8 9 17 18"
+    --8<-- "examples/logger/src/thread_safe_append_keys_output.json"
+    ```
+
+#### Removing thread-safe additional keys
+
+You can remove any additional thread-local keys from Logger using either `thread_safe_remove_keys` or `thread_safe_clear_keys`.
+
+Use the `thread_safe_remove_keys` method to remove a list of thread-local keys that were previously added using the `thread_safe_append_keys` method.
+
+=== "thread_safe_remove_keys.py"
+
+    ```python hl_lines="13"
+    --8<-- "examples/logger/src/thread_safe_remove_keys.py"
+    ```
+
+=== "thread_safe_remove_keys_output.json"
+
+    ```json hl_lines="8 9 17 18 26 34"
+    --8<-- "examples/logger/src/thread_safe_remove_keys_output.json"
+    ```
+
+#### Clearing thread-safe additional keys
+
+Use the `thread_safe_clear_keys` method to remove all thread-local keys that were previously added using the `thread_safe_append_keys` method.
+
+=== "thread_safe_clear_keys.py"
+
+    ```python hl_lines="13"
+    --8<-- "examples/logger/src/thread_safe_clear_keys.py"
+    ```
+
+=== "thread_safe_clear_keys_output.json"
+
+    ```json hl_lines="8 9 17 18"
+    --8<-- "examples/logger/src/thread_safe_clear_keys_output.json"
+    ```
+
+#### Accessing thread-safe currently keys
+
+You can view all currently thread-local keys from the Logger state using the `thread_safe_get_current_keys()` method. This method is useful when you need to avoid overwriting keys that are already configured.
+
+=== "thread_safe_get_current_keys.py"
+
+    ```python hl_lines="13"
+    --8<-- "examples/logger/src/thread_safe_get_current_keys.py"
+    ```
+
 ### Reusing Logger across your code
 
 Similar to [Tracer](./tracer.md#reusing-tracer-across-your-code){target="_blank"}, a new instance that uses the same `service` name will reuse a previous Logger instance.
diff --git a/docs/includes/_layer_homepage_arm64.md b/docs/includes/_layer_homepage_arm64.md
index fd4597705c1..91abf912b26 100644
--- a/docs/includes/_layer_homepage_arm64.md
+++ b/docs/includes/_layer_homepage_arm64.md
@@ -5,158 +5,158 @@
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:1**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:2**{: .copyMe}:clipboard:      |
 
     === "Python 3.9"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:1**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:2**{: .copyMe}:clipboard:      |
 
     === "Python 3.10"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:1**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:2**{: .copyMe}:clipboard:      |
 
     === "Python 3.11"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:1**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:2**{: .copyMe}:clipboard:      |
 
     === "Python 3.12"
 
         | Region               | Layer ARN                                                                                                       |
         | -------------------- | --------------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2**{: .copyMe}:clipboard:      |
diff --git a/docs/includes/_layer_homepage_x86.md b/docs/includes/_layer_homepage_x86.md
index 7c44e0bf0be..a7b2897d4d6 100644
--- a/docs/includes/_layer_homepage_x86.md
+++ b/docs/includes/_layer_homepage_x86.md
@@ -5,168 +5,168 @@
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:1**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:2**{: .copyMe}:clipboard:      |
 
     === "Python 3.9"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:1**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:2**{: .copyMe}:clipboard:      |
 
     === "Python 3.10"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:1**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:2**{: .copyMe}:clipboard:      |
 
     === "Python 3.11"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:1**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:2**{: .copyMe}:clipboard:      |
 
     === "Python 3.12"
 
         | Region               | Layer ARN                                                                                                 |
         | -------------------- | --------------------------------------------------------------------------------------------------------- |
-        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard: |
-        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:   |
-        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:     |
-        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:      |
-        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1**{: .copyMe}:clipboard:      |
+        | **`af-south-1`**     | **arn:aws:lambda:af-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-east-1`**      | **arn:aws:lambda:ap-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`ap-northeast-1`** | **arn:aws:lambda:ap-northeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-2`** | **arn:aws:lambda:ap-northeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-northeast-3`** | **arn:aws:lambda:ap-northeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-south-1`**     | **arn:aws:lambda:ap-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-south-2`**     | **arn:aws:lambda:ap-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`ap-southeast-1`** | **arn:aws:lambda:ap-southeast-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-2`** | **arn:aws:lambda:ap-southeast-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-3`** | **arn:aws:lambda:ap-southeast-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ap-southeast-4`** | **arn:aws:lambda:ap-southeast-4:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard: |
+        | **`ca-central-1`**   | **arn:aws:lambda:ca-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`ca-west-1`**      | **arn:aws:lambda:ca-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-central-1`**   | **arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`eu-central-2`**   | **arn:aws:lambda:eu-central-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`eu-north-1`**     | **arn:aws:lambda:eu-north-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-1`**     | **arn:aws:lambda:eu-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-south-2`**     | **arn:aws:lambda:eu-south-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`eu-west-1`**      | **arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-2`**      | **arn:aws:lambda:eu-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`eu-west-3`**      | **arn:aws:lambda:eu-west-3:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`il-central-1`**   | **arn:aws:lambda:il-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`me-central-1`**   | **arn:aws:lambda:me-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:   |
+        | **`me-south-1`**     | **arn:aws:lambda:me-south-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:     |
+        | **`sa-east-1`**      | **arn:aws:lambda:sa-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-1`**      | **arn:aws:lambda:us-east-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-east-2`**      | **arn:aws:lambda:us-east-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-1`**      | **arn:aws:lambda:us-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:      |
+        | **`us-west-2`**      | **arn:aws:lambda:us-west-2:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2**{: .copyMe}:clipboard:      |
diff --git a/docs/index.md b/docs/index.md
index dce8b60b958..cee0d4f9168 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -69,8 +69,28 @@ You can install Powertools for AWS Lambda (Python) using your favorite dependenc
 
     | Architecture | Layer ARN                                                                                                 |
     | ------------ | --------------------------------------------------------------------------------------------------------- |
-    | x86_64          | __arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-{python_version}-x86_64:1__{: .copyMe}:clipboard:       |
-    | ARM          | __arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-{python_version}-arm64:1__{: .copyMe}:clipboard: |
+    | x86_64          | __arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-{python_version}-x86_64:2__{: .copyMe}:clipboard:       |
+    | ARM          | __arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-{python_version}-arm64:2__{: .copyMe}:clipboard: |
+
+=== "Lambda Layer (GovCloud)"
+
+    [Lambda Layer](https://docs.aws.amazon.com/lambda/latest/dg/configuration-layers.html){target="_blank"} is a .zip file archive that can contain additional code, pre-packaged dependencies, data,  or configuration files. We compile and optimize [all dependencies](#install), and remove duplicate dependencies [already available in the Lambda runtime](https://github.com/aws-powertools/powertools-lambda-layer-cdk/blob/d24716744f7d1f37617b4998c992c4c067e19e64/layer/Python/Dockerfile#L36){target="_blank"} to achieve the most optimal size.
+
+    For the latter, make sure to replace `{python_version}` without the period (.), e.g., `python312` for `Python 3.12`.
+
+    **AWS GovCloud (us-gov-east-1)**
+
+    | Architecture | Layer ARN                                                                                                 |
+    | ------------ | --------------------------------------------------------------------------------------------------------- |
+    | x86_64          | __arn:aws-us-gov:lambda:us-gov-east-1:165087284144:layer:AWSLambdaPowertoolsPythonV3-{python_version}-x86_64:2__{: .copyMe}:clipboard:       |
+    | ARM          | __arn:aws-us-gov:lambda:us-gov-east-1:165087284144:layer:AWSLambdaPowertoolsPythonV3-{python_version}-arm64:2__{: .copyMe}:clipboard: |
+
+    **AWS GovCloud (us-gov-west-1)**
+
+    | Architecture | Layer ARN                                                                                                 |
+    | ------------ | --------------------------------------------------------------------------------------------------------- |
+    | x86_64          | __arn:aws-us-gov:lambda:us-gov-west-1:165093116878:layer:AWSLambdaPowertoolsPythonV3-{python_version}-x86_64:2__{: .copyMe}:clipboard:       |
+    | ARM          | __arn:aws-us-gov:lambda:us-gov-west-1:165093116878:layer:AWSLambdaPowertoolsPythonV3-{python_version}-arm64:2__{: .copyMe}:clipboard: |
 
     === "AWS Console"
 
@@ -166,7 +186,7 @@ You can install Powertools for AWS Lambda (Python) using your favorite dependenc
         You can use AWS CLI to generate a pre-signed URL to download the contents of our Lambda Layer.
 
         ```bash title="AWS CLI command to download Lambda Layer content"
-        aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1 --region eu-west-1
+        aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2 --region eu-west-1
         ```
 
         You'll find the pre-signed URL under `Location` key as part of the CLI command output.
@@ -260,7 +280,7 @@ In this context, `[aws-sdk]` is an alias to the `boto3` package. Due to dependen
 The pre-signed URL to download this Lambda Layer will be within `Location` key in the CLI output. The CLI output will also contain the Powertools for AWS Lambda version it contains.
 
 ```bash title="AWS CLI command to download Lambda Layer content"
-aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1 --region eu-west-1
+aws lambda get-layer-version-by-arn --arn arn:aws:lambda:eu-west-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2 --region eu-west-1
 ```
 
 #### SAR
diff --git a/docs/upgrade.md b/docs/upgrade.md
index c5c4f1da122..cecc793236c 100644
--- a/docs/upgrade.md
+++ b/docs/upgrade.md
@@ -114,18 +114,18 @@ This also allows us to include architecture-specific versions of both Pydantic v
 
 To take advantage of the new layers, you need to update your functions or deployment setup to include one of the new Lambda layer ARN from the table below:
 
-| Architecture | Python version | Layer ARN                                                                                        |
-| ------------ | -------------- | ------------------------------------------------------------------------------------------------ |
-| x86_64       | 3.8            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86:{version}    |
-| x86_64       | 3.9            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86:{version}    |
-| x86_64       | 3.10           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86:{version}   |
-| x86_64       | 3.11           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86:{version}   |
-| x86_64       | 3.12           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86:{version}   |
-| arm64        | 3.8            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:{version}  |
-| arm64        | 3.9            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:{version}  |
-| arm64        | 3.10           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:{version} |
-| arm64        | 3.11           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:{version} |
-| arm64        | 3.12           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:{version} |
+| Architecture | Python version | Layer ARN                                                                                           |
+| ------------ | -------------- | --------------------------------------------------------------------------------------------------- |
+| x86_64       | 3.8            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-x86_64:{version}    |
+| x86_64       | 3.9            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-x86_64:{version}    |
+| x86_64       | 3.10           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-x86_64:{version}   |
+| x86_64       | 3.11           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-x86_64:{version}   |
+| x86_64       | 3.12           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:{version}   |
+| arm64        | 3.8            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python38-arm64:{version}     |
+| arm64        | 3.9            | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python39-arm64:{version}     |
+| arm64        | 3.10           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python310-arm64:{version}    |
+| arm64        | 3.11           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python311-arm64:{version}    |
+| arm64        | 3.12           | arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:{version}    |
 
 ## Event Handler: headers are case-insensitive
 
diff --git a/docs/utilities/data_masking.md b/docs/utilities/data_masking.md
index b44847a3a2f..162292e79a0 100644
--- a/docs/utilities/data_masking.md
+++ b/docs/utilities/data_masking.md
@@ -73,8 +73,6 @@ graph LR
 
 ### Install
 
-!!! info "Our Lambda layer does not include the aws-encryption-sdk. Please install it as a dependency in your project to use this utility."
-
 Add `aws-lambda-powertools[datamasking]` as a dependency in your preferred tool: _e.g._, _requirements.txt_, _pyproject.toml_. This will install the [AWS Encryption SDK](https://docs.aws.amazon.com/encryption-sdk/latest/developer-guide/introduction.html){target="_blank"}.
 
 <!-- markdownlint-disable MD013 -->
diff --git a/examples/homepage/install/arm64/amplify.txt b/examples/homepage/install/arm64/amplify.txt
index c51ccb2eb04..269d42e985b 100644
--- a/examples/homepage/install/arm64/amplify.txt
+++ b/examples/homepage/install/arm64/amplify.txt
@@ -6,7 +6,7 @@
 ? Do you want to configure advanced settings? Yes
 ...
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2
 ❯ amplify push -y
 
 
@@ -17,5 +17,5 @@ General information
 - Name: <NAME-OF-FUNCTION>
 ? Which setting do you want to update? Lambda layers configuration
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2
 ? Do you want to edit the local lambda function now? No
diff --git a/examples/homepage/install/arm64/cdk_arm64.py b/examples/homepage/install/arm64/cdk_arm64.py
index 5dd23c3cc2c..9c27faf90e1 100644
--- a/examples/homepage/install/arm64/cdk_arm64.py
+++ b/examples/homepage/install/arm64/cdk_arm64.py
@@ -10,7 +10,7 @@ def __init__(self, scope: Construct, construct_id: str, **kwargs) -> None:
         powertools_layer = aws_lambda.LayerVersion.from_layer_version_arn(
             self,
             id="lambda-powertools",
-            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1",
+            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2",
         )
         aws_lambda.Function(
             self,
diff --git a/examples/homepage/install/arm64/pulumi_arm64.py b/examples/homepage/install/arm64/pulumi_arm64.py
index 79b0bed5296..0e5146c46b2 100644
--- a/examples/homepage/install/arm64/pulumi_arm64.py
+++ b/examples/homepage/install/arm64/pulumi_arm64.py
@@ -22,7 +22,7 @@
         pulumi.Output.concat(
             "arn:aws:lambda:",
             aws.get_region_output().name,
-            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1",
+            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2",
         ),
     ],
     tracing_config={"mode": "Active"},
diff --git a/examples/homepage/install/arm64/sam.yaml b/examples/homepage/install/arm64/sam.yaml
index f0126e932ad..9c8ba9bd2a1 100644
--- a/examples/homepage/install/arm64/sam.yaml
+++ b/examples/homepage/install/arm64/sam.yaml
@@ -9,4 +9,4 @@ Resources:
           Runtime: python3.12
           Handler: app.lambda_handler
           Layers:
-          - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1
+          - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2
diff --git a/examples/homepage/install/arm64/serverless.yml b/examples/homepage/install/arm64/serverless.yml
index fcf86d8b629..da648c5a604 100644
--- a/examples/homepage/install/arm64/serverless.yml
+++ b/examples/homepage/install/arm64/serverless.yml
@@ -10,4 +10,4 @@ functions:
     handler: lambda_function.lambda_handler
     architecture: arm64
     layers:
-    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1
+    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2
diff --git a/examples/homepage/install/arm64/terraform.tf b/examples/homepage/install/arm64/terraform.tf
index 211147c484a..41308762fde 100644
--- a/examples/homepage/install/arm64/terraform.tf
+++ b/examples/homepage/install/arm64/terraform.tf
@@ -34,7 +34,7 @@ resource "aws_lambda_function" "test_lambda" {
   role          = aws_iam_role.iam_for_lambda.arn
   handler       = "index.test"
   runtime       = "python3.12"
-  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:1"]
+  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-arm64:2"]
   architectures = ["arm64"]
 
   source_code_hash = filebase64sha256("lambda_function_payload.zip")
diff --git a/examples/homepage/install/sar/cdk_sar.py b/examples/homepage/install/sar/cdk_sar.py
index 099a9d658be..de0d9c22dd8 100644
--- a/examples/homepage/install/sar/cdk_sar.py
+++ b/examples/homepage/install/sar/cdk_sar.py
@@ -3,9 +3,9 @@
 
 POWERTOOLS_BASE_NAME = "AWSLambdaPowertools"
 # Find latest from github.com/aws-powertools/powertools-lambda-python/releases
-POWERTOOLS_VER = "3.0.0"
+POWERTOOLS_VER = "2.43.1"
 POWERTOOLS_ARN = (
-    "arn:aws:serverlessrepo:eu-west-1:057560766410:applications/aws-lambda-powertools-python-layer-v3-python312-x86_64"
+    "arn:aws:serverlessrepo:eu-west-1:057560766410:applications/aws-lambda-powertools-python-layer"
 )
 
 
diff --git a/examples/homepage/install/sar/sam.yaml b/examples/homepage/install/sar/sam.yaml
index de0169b6052..3200554a190 100644
--- a/examples/homepage/install/sar/sam.yaml
+++ b/examples/homepage/install/sar/sam.yaml
@@ -6,8 +6,8 @@ Resources:
       Type: AWS::Serverless::Application
       Properties:
           Location:
-              ApplicationId: arn:aws:serverlessrepo:eu-west-1:057560766410:applications/aws-lambda-powertools-python-layer-v3-python312-x86_64
-              SemanticVersion: 3.0.0 # change to latest semantic version available in SAR
+              ApplicationId: arn:aws:serverlessrepo:eu-west-1:057560766410:applications/aws-lambda-powertools-python-layer
+              SemanticVersion: 2.43.1 # change to latest semantic version available in SAR
 
   MyLambdaFunction:
       Type: AWS::Serverless::Function
diff --git a/examples/homepage/install/sar/serverless.yml b/examples/homepage/install/sar/serverless.yml
index 2006a73be05..de7308915cc 100644
--- a/examples/homepage/install/sar/serverless.yml
+++ b/examples/homepage/install/sar/serverless.yml
@@ -16,5 +16,5 @@ resources:
       Type: AWS::Serverless::Application
       Properties:
         Location:
-          ApplicationId:  arn:aws:serverlessrepo:eu-west-1:057560766410:applications/aws-lambda-powertools-python-layer-v3-python312-x86_64
-          SemanticVersion: 2.0.0
+          ApplicationId:  arn:aws:serverlessrepo:us-east-1:057560766410:applications/aws-lambda-powertools-python-layer
+          SemanticVersion: 2.43.1
diff --git a/examples/homepage/install/sar/terraform.tf b/examples/homepage/install/sar/terraform.tf
index b8ef10013d1..cfca2eda9d0 100644
--- a/examples/homepage/install/sar/terraform.tf
+++ b/examples/homepage/install/sar/terraform.tf
@@ -21,13 +21,13 @@ resource "aws_serverlessapplicationrepository_cloudformation_stack" "deploy_sar_
 }
 
 data "aws_serverlessapplicationrepository_application" "sar_app" {
-  application_id   = "arn:aws:serverlessrepo:eu-west-1:057560766410:applications/aws-lambda-powertools-python-layer-v3-python312-x86_64"
+  application_id   = "arn:aws:serverlessrepo:us-east-1:057560766410:applications/aws-lambda-powertools-python-layer"
   semantic_version = var.aws_powertools_version
 }
 
 variable "aws_powertools_version" {
   type        = string
-  default     = "2.0.0"
+  default     = "2.43.1"
   description = "The Powertools for AWS Lambda (Python) release version"
 }
 
diff --git a/examples/homepage/install/x86_64/amplify.txt b/examples/homepage/install/x86_64/amplify.txt
index e616bfe4ef8..0b877d7a3d3 100644
--- a/examples/homepage/install/x86_64/amplify.txt
+++ b/examples/homepage/install/x86_64/amplify.txt
@@ -6,7 +6,7 @@
 ? Do you want to configure advanced settings? Yes
 ...
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2
 ❯ amplify push -y
 
 
@@ -17,5 +17,5 @@ General information
 - Name: <NAME-OF-FUNCTION>
 ? Which setting do you want to update? Lambda layers configuration
 ? Do you want to enable Lambda layers for this function? Yes
-? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1
+? Enter up to 5 existing Lambda layer ARNs (comma-separated): arn:aws:lambda:eu-central-1:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2
 ? Do you want to edit the local lambda function now? No
diff --git a/examples/homepage/install/x86_64/cdk_x86.py b/examples/homepage/install/x86_64/cdk_x86.py
index 38f0c16647d..e30c7f868a8 100644
--- a/examples/homepage/install/x86_64/cdk_x86.py
+++ b/examples/homepage/install/x86_64/cdk_x86.py
@@ -10,7 +10,7 @@ def __init__(self, scope: Construct, construct_id: str, **kwargs) -> None:
         powertools_layer = aws_lambda.LayerVersion.from_layer_version_arn(
             self,
             id="lambda-powertools",
-            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1",
+            layer_version_arn=f"arn:aws:lambda:{Aws.REGION}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2",
         )
         aws_lambda.Function(
             self,
diff --git a/examples/homepage/install/x86_64/pulumi_x86.py b/examples/homepage/install/x86_64/pulumi_x86.py
index 5bc5ded6d8d..205c6004682 100644
--- a/examples/homepage/install/x86_64/pulumi_x86.py
+++ b/examples/homepage/install/x86_64/pulumi_x86.py
@@ -22,7 +22,7 @@
         pulumi.Output.concat(
             "arn:aws:lambda:",
             aws.get_region_output().name,
-            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1",
+            ":017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2",
         ),
     ],
     tracing_config={"mode": "Active"},
diff --git a/examples/homepage/install/x86_64/sam.yaml b/examples/homepage/install/x86_64/sam.yaml
index 31876678af5..820e3b877f5 100644
--- a/examples/homepage/install/x86_64/sam.yaml
+++ b/examples/homepage/install/x86_64/sam.yaml
@@ -8,4 +8,4 @@ Resources:
             Runtime: python3.12
             Handler: app.lambda_handler
             Layers:
-            - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1
+            - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2
diff --git a/examples/homepage/install/x86_64/serverless.yml b/examples/homepage/install/x86_64/serverless.yml
index ea4e0869da4..888a2360a71 100644
--- a/examples/homepage/install/x86_64/serverless.yml
+++ b/examples/homepage/install/x86_64/serverless.yml
@@ -10,4 +10,4 @@ functions:
     handler: lambda_function.lambda_handler
     architecture: arm64
     layers:
-    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1
+    - arn:aws:lambda:${aws:region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2
diff --git a/examples/homepage/install/x86_64/terraform.tf b/examples/homepage/install/x86_64/terraform.tf
index dd0349c21cb..0dde3c95275 100644
--- a/examples/homepage/install/x86_64/terraform.tf
+++ b/examples/homepage/install/x86_64/terraform.tf
@@ -34,7 +34,7 @@ resource "aws_lambda_function" "test_lambda" {
   role          = aws_iam_role.iam_for_lambda.arn
   handler       = "index.test"
   runtime       = "python3.12"
-  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1"]
+  layers        = ["arn:aws:lambda:{region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2"]
 
   source_code_hash = filebase64sha256("lambda_function_payload.zip")
 }
diff --git a/examples/logger/sam/template.yaml b/examples/logger/sam/template.yaml
index e6615cc5e4c..6667fd80ed1 100644
--- a/examples/logger/sam/template.yaml
+++ b/examples/logger/sam/template.yaml
@@ -14,7 +14,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2
 
 Resources:
   LoggerLambdaHandlerExample:
diff --git a/examples/logger/src/thread_safe_append_keys.py b/examples/logger/src/thread_safe_append_keys.py
new file mode 100644
index 00000000000..716d5eef8b4
--- /dev/null
+++ b/examples/logger/src/thread_safe_append_keys.py
@@ -0,0 +1,21 @@
+import threading
+from typing import List
+
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.utilities.typing import LambdaContext
+
+logger = Logger()
+
+
+def threaded_func(order_id: str):
+    logger.thread_safe_append_keys(order_id=order_id, thread_id=threading.get_ident())
+    logger.info("Collecting payment")
+
+
+def lambda_handler(event: dict, context: LambdaContext) -> str:
+    order_ids: List[str] = event["order_ids"]
+
+    threading.Thread(target=threaded_func, args=(order_ids[0],)).start()
+    threading.Thread(target=threaded_func, args=(order_ids[1],)).start()
+
+    return "hello world"
diff --git a/examples/logger/src/thread_safe_append_keys_output.json b/examples/logger/src/thread_safe_append_keys_output.json
new file mode 100644
index 00000000000..bb4a9d2d556
--- /dev/null
+++ b/examples/logger/src/thread_safe_append_keys_output.json
@@ -0,0 +1,20 @@
+[
+    {
+        "level": "INFO",
+        "location": "threaded_func:11",
+        "message": "Collecting payment",
+        "timestamp": "2024-09-08 03:04:11,316-0400",
+        "service": "payment",
+        "order_id": "order_id_value_1",
+        "thread_id": "3507187776085958"
+    },
+    {
+        "level": "INFO",
+        "location": "threaded_func:11",
+        "message": "Collecting payment",
+        "timestamp": "2024-09-08 03:04:11,316-0400",
+        "service": "payment",
+        "order_id": "order_id_value_2",
+        "thread_id": "140718447808512"
+    }
+]
\ No newline at end of file
diff --git a/examples/logger/src/thread_safe_clear_keys.py b/examples/logger/src/thread_safe_clear_keys.py
new file mode 100644
index 00000000000..607e9766d0d
--- /dev/null
+++ b/examples/logger/src/thread_safe_clear_keys.py
@@ -0,0 +1,23 @@
+import threading
+from typing import List
+
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.utilities.typing import LambdaContext
+
+logger = Logger()
+
+
+def threaded_func(order_id: str):
+    logger.thread_safe_append_keys(order_id=order_id, thread_id=threading.get_ident())
+    logger.info("Collecting payment")
+    logger.thread_safe_clear_keys()
+    logger.info("Exiting thread")
+
+
+def lambda_handler(event: dict, context: LambdaContext) -> str:
+    order_ids: List[str] = event["order_ids"]
+
+    threading.Thread(target=threaded_func, args=(order_ids[0],)).start()
+    threading.Thread(target=threaded_func, args=(order_ids[1],)).start()
+
+    return "hello world"
diff --git a/examples/logger/src/thread_safe_clear_keys_output.json b/examples/logger/src/thread_safe_clear_keys_output.json
new file mode 100644
index 00000000000..791e2afd45e
--- /dev/null
+++ b/examples/logger/src/thread_safe_clear_keys_output.json
@@ -0,0 +1,34 @@
+[
+    {
+        "level": "INFO",
+        "location": "threaded_func:11",
+        "message": "Collecting payment",
+        "timestamp": "2024-09-08 12:26:10,648-0400",
+        "service": "payment",
+        "order_id": "order_id_value_1",
+        "thread_id": 140077070292544
+    },
+    {
+        "level": "INFO",
+        "location": "threaded_func:11",
+        "message": "Collecting payment",
+        "timestamp": "2024-09-08 12:26:10,649-0400",
+        "service": "payment",
+        "order_id": "order_id_value_2",
+        "thread_id": 140077061899840
+    },
+    {
+        "level": "INFO",
+        "location": "threaded_func:13",
+        "message": "Exiting thread",
+        "timestamp": "2024-09-08 12:26:10,649-0400",
+        "service": "payment"
+    },
+    {
+        "level": "INFO",
+        "location": "threaded_func:13",
+        "message": "Exiting thread",
+        "timestamp": "2024-09-08 12:26:10,649-0400",
+        "service": "payment"
+    }
+]
diff --git a/examples/logger/src/thread_safe_get_current_keys.py b/examples/logger/src/thread_safe_get_current_keys.py
new file mode 100644
index 00000000000..b9b67a20cf2
--- /dev/null
+++ b/examples/logger/src/thread_safe_get_current_keys.py
@@ -0,0 +1,14 @@
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.utilities.typing import LambdaContext
+
+logger = Logger()
+
+
+@logger.inject_lambda_context
+def lambda_handler(event: dict, context: LambdaContext) -> str:
+    logger.info("Collecting payment")
+
+    if "order" not in logger.thread_safe_get_current_keys():
+        logger.thread_safe_append_keys(order=event.get("order"))
+
+    return "hello world"
diff --git a/examples/logger/src/thread_safe_remove_keys.py b/examples/logger/src/thread_safe_remove_keys.py
new file mode 100644
index 00000000000..b9e4c918daf
--- /dev/null
+++ b/examples/logger/src/thread_safe_remove_keys.py
@@ -0,0 +1,23 @@
+import threading
+from typing import List
+
+from aws_lambda_powertools import Logger
+from aws_lambda_powertools.utilities.typing import LambdaContext
+
+logger = Logger()
+
+
+def threaded_func(order_id: str):
+    logger.thread_safe_append_keys(order_id=order_id, thread_id=threading.get_ident())
+    logger.info("Collecting payment")
+    logger.thread_safe_remove_keys(["order_id"])
+    logger.info("Exiting thread")
+
+
+def lambda_handler(event: dict, context: LambdaContext) -> str:
+    order_ids: List[str] = event["order_ids"]
+
+    threading.Thread(target=threaded_func, args=(order_ids[0],)).start()
+    threading.Thread(target=threaded_func, args=(order_ids[1],)).start()
+
+    return "hello world"
diff --git a/examples/logger/src/thread_safe_remove_keys_output.json b/examples/logger/src/thread_safe_remove_keys_output.json
new file mode 100644
index 00000000000..24ff93739b1
--- /dev/null
+++ b/examples/logger/src/thread_safe_remove_keys_output.json
@@ -0,0 +1,36 @@
+[
+    {
+        "level": "INFO",
+        "location": "threaded_func:11",
+        "message": "Collecting payment",
+        "timestamp": "2024-09-08 12:26:10,648-0400",
+        "service": "payment",
+        "order_id": "order_id_value_1",
+        "thread_id": 140077070292544
+    },
+    {
+        "level": "INFO",
+        "location": "threaded_func:11",
+        "message": "Collecting payment",
+        "timestamp": "2024-09-08 12:26:10,649-0400",
+        "service": "payment",
+        "order_id": "order_id_value_2",
+        "thread_id": 140077061899840
+    },
+    {
+        "level": "INFO",
+        "location": "threaded_func:13",
+        "message": "Exiting thread",
+        "timestamp": "2024-09-08 12:26:10,649-0400",
+        "service": "payment",
+        "thread_id": 140077070292544
+    },
+    {
+        "level": "INFO",
+        "location": "threaded_func:13",
+        "message": "Exiting thread",
+        "timestamp": "2024-09-08 12:26:10,649-0400",
+        "service": "payment",
+        "thread_id": 140077061899840
+    }
+]
diff --git a/examples/metrics/sam/template.yaml b/examples/metrics/sam/template.yaml
index 3d6c6d995d2..bc1d78ba2f8 100644
--- a/examples/metrics/sam/template.yaml
+++ b/examples/metrics/sam/template.yaml
@@ -15,7 +15,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2
 
 Resources:
   CaptureLambdaHandlerExample:
diff --git a/examples/metrics_datadog/sam/template.yaml b/examples/metrics_datadog/sam/template.yaml
index 96018c570a9..1e7bd1cd844 100644
--- a/examples/metrics_datadog/sam/template.yaml
+++ b/examples/metrics_datadog/sam/template.yaml
@@ -20,7 +20,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2
       # Find the latest Layer version in the Datadog official documentation
 
       # Datadog SDK
diff --git a/examples/tracer/sam/template.yaml b/examples/tracer/sam/template.yaml
index 1f833fa6c61..3ae40c9398e 100644
--- a/examples/tracer/sam/template.yaml
+++ b/examples/tracer/sam/template.yaml
@@ -13,7 +13,7 @@ Globals:
     Layers:
       # Find the latest Layer version in the official documentation
       # https://docs.powertools.aws.dev/lambda/python/latest/#lambda-layer
-      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:1
+      - !Sub arn:aws:lambda:${AWS::Region}:017000801446:layer:AWSLambdaPowertoolsPythonV3-python312-x86_64:2
 
 Resources:
   CaptureLambdaHandlerExample:
diff --git a/package-lock.json b/package-lock.json
index bddd79e609b..d037b0b8c87 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -11,13 +11,13 @@
         "package-lock.json": "^1.0.0"
       },
       "devDependencies": {
-        "aws-cdk": "^2.161.1"
+        "aws-cdk": "^2.162.1"
       }
     },
     "node_modules/aws-cdk": {
-      "version": "2.161.1",
-      "resolved": "https://registry.npmjs.org/aws-cdk/-/aws-cdk-2.161.1.tgz",
-      "integrity": "sha512-aMQsiCv8VxR8uyZ7EX8sWt46q/rOHeIFiIJ6pBvzKzc1nWaoI149rSxykIGGTpt0puin0L5SwYl6f6Sp3zohzg==",
+      "version": "2.162.1",
+      "resolved": "https://registry.npmjs.org/aws-cdk/-/aws-cdk-2.162.1.tgz",
+      "integrity": "sha512-p9WeiJ7wfiWj0Bpr1HhNdWENf0TxSZN73JtNqvqyaK6SptiLJc+R+ELo0hF3qKT99NWHTCbwWA/JH3BvEXbFxA==",
       "dev": true,
       "bin": {
         "cdk": "bin/cdk"
diff --git a/package.json b/package.json
index 381f87a8451..2ce02d0da1b 100644
--- a/package.json
+++ b/package.json
@@ -2,7 +2,7 @@
   "name": "aws-lambda-powertools-python-e2e",
   "version": "1.0.0",
   "devDependencies": {
-    "aws-cdk": "^2.161.1"
+    "aws-cdk": "^2.162.1"
   },
   "dependencies": {
     "package-lock.json": "^1.0.0"
diff --git a/poetry.lock b/poetry.lock
index fc924ceaccc..e7b97670990 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -204,17 +204,17 @@ typeguard = ">=2.13.3,<2.14.0"
 
 [[package]]
 name = "aws-cdk-aws-lambda-python-alpha"
-version = "2.161.0a0"
+version = "2.162.1a0"
 description = "The CDK Construct Library for AWS Lambda in Python"
 optional = false
 python-versions = "~=3.8"
 files = [
-    {file = "aws_cdk.aws_lambda_python_alpha-2.161.0a0-py3-none-any.whl", hash = "sha256:0122fd9af094935250967531e474c15f3500990a46bef61c1529b48d14278b42"},
-    {file = "aws_cdk_aws_lambda_python_alpha-2.161.0a0.tar.gz", hash = "sha256:d7953d572867a71cd97ef2081312ecb4bae64555a86e0e052db673b5e0e5a846"},
+    {file = "aws_cdk.aws_lambda_python_alpha-2.162.1a0-py3-none-any.whl", hash = "sha256:40761ef41b6ffd644513a629b6ab43990176f4f7b12fe6882049cde65abe1408"},
+    {file = "aws_cdk_aws_lambda_python_alpha-2.162.1a0.tar.gz", hash = "sha256:b7653e3b36a725d2e8eaf9142c9b7701ad8fa6b1aea3e1a1a2d1dcc0ad93c406"},
 ]
 
 [package.dependencies]
-aws-cdk-lib = ">=2.161.0,<3.0.0"
+aws-cdk-lib = ">=2.162.1,<3.0.0"
 constructs = ">=10.0.0,<11.0.0"
 jsii = ">=1.103.1,<2.0.0"
 publication = ">=0.0.3"
@@ -238,13 +238,13 @@ typeguard = ">=2.13.3,<5.0.0"
 
 [[package]]
 name = "aws-cdk-lib"
-version = "2.161.1"
+version = "2.162.1"
 description = "Version 2 of the AWS Cloud Development Kit library"
 optional = false
 python-versions = "~=3.8"
 files = [
-    {file = "aws_cdk_lib-2.161.1-py3-none-any.whl", hash = "sha256:c7de930396b1b9f0f512a728a1b926c77c3cab28fbc11fd4f81819dd9563bfb3"},
-    {file = "aws_cdk_lib-2.161.1.tar.gz", hash = "sha256:e27a427bc6d95dd2eb0500b0de628a88ee587b212f999fa6efb7e9ab17980201"},
+    {file = "aws_cdk_lib-2.162.1-py3-none-any.whl", hash = "sha256:696cf76ebe8ee6cb4af14e5d621cf551659e27c5c5c0e6c0146e478eada6195b"},
+    {file = "aws_cdk_lib-2.162.1.tar.gz", hash = "sha256:5c8157f144acecb40fa190bd49feb669f5be5d1bb2cf7bf7b0cdc3daa19615d9"},
 ]
 
 [package.dependencies]
@@ -431,13 +431,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "boto3-stubs"
-version = "1.35.35"
-description = "Type annotations for boto3 1.35.35 generated with mypy-boto3-builder 8.1.2"
+version = "1.35.45"
+description = "Type annotations for boto3 1.35.45 generated with mypy-boto3-builder 8.1.2"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3_stubs-1.35.35-py3-none-any.whl", hash = "sha256:f2e9131d038cf837d12e8865f36da17add93a9539cc6fbe69df3003b8dd386e9"},
-    {file = "boto3_stubs-1.35.35.tar.gz", hash = "sha256:08fcc63c7f72c60214668188ced405cf0ce1961c6e4cf64adfee03296cbc4c9c"},
+    {file = "boto3_stubs-1.35.45-py3-none-any.whl", hash = "sha256:7ddd315be0739cff7dccde67dd0ba5d419b7c74fab43fba6abcaf0c45607e383"},
+    {file = "boto3_stubs-1.35.45.tar.gz", hash = "sha256:d4530f60e149e159971ffe3916cb5095d4b7a2f6c57908ac1f60d8ca669d6dd6"},
 ]
 
 [package.dependencies]
@@ -461,7 +461,7 @@ accessanalyzer = ["mypy-boto3-accessanalyzer (>=1.35.0,<1.36.0)"]
 account = ["mypy-boto3-account (>=1.35.0,<1.36.0)"]
 acm = ["mypy-boto3-acm (>=1.35.0,<1.36.0)"]
 acm-pca = ["mypy-boto3-acm-pca (>=1.35.0,<1.36.0)"]
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 amplifybackend = ["mypy-boto3-amplifybackend (>=1.35.0,<1.36.0)"]
@@ -499,7 +499,7 @@ bedrock-agent = ["mypy-boto3-bedrock-agent (>=1.35.0,<1.36.0)"]
 bedrock-agent-runtime = ["mypy-boto3-bedrock-agent-runtime (>=1.35.0,<1.36.0)"]
 bedrock-runtime = ["mypy-boto3-bedrock-runtime (>=1.35.0,<1.36.0)"]
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-boto3 = ["boto3 (==1.35.35)", "botocore (==1.35.35)"]
+boto3 = ["boto3 (==1.35.45)", "botocore (==1.35.45)"]
 braket = ["mypy-boto3-braket (>=1.35.0,<1.36.0)"]
 budgets = ["mypy-boto3-budgets (>=1.35.0,<1.36.0)"]
 ce = ["mypy-boto3-ce (>=1.35.0,<1.36.0)"]
@@ -806,6 +806,7 @@ sms-voice = ["mypy-boto3-sms-voice (>=1.35.0,<1.36.0)"]
 snow-device-management = ["mypy-boto3-snow-device-management (>=1.35.0,<1.36.0)"]
 snowball = ["mypy-boto3-snowball (>=1.35.0,<1.36.0)"]
 sns = ["mypy-boto3-sns (>=1.35.0,<1.36.0)"]
+socialmessaging = ["mypy-boto3-socialmessaging (>=1.35.0,<1.36.0)"]
 sqs = ["mypy-boto3-sqs (>=1.35.0,<1.36.0)"]
 ssm = ["mypy-boto3-ssm (>=1.35.0,<1.36.0)"]
 ssm-contacts = ["mypy-boto3-ssm-contacts (>=1.35.0,<1.36.0)"]
@@ -930,40 +931,40 @@ ujson = ["ujson (>=5.7.0)"]
 
 [[package]]
 name = "cdk-nag"
-version = "2.29.0"
+version = "2.29.12"
 description = "Check CDK v2 applications for best practices using a combination on available rule packs."
 optional = false
 python-versions = "~=3.8"
 files = [
-    {file = "cdk_nag-2.29.0-py3-none-any.whl", hash = "sha256:71ff01b971899662706c0032c8a9da2b75e00d656a810a40b4fcd8a0d9294fb2"},
-    {file = "cdk_nag-2.29.0.tar.gz", hash = "sha256:6ce9100efc04deb1b4b1c75e5de1c066239604c4266f71e9b1331c3d2103438b"},
+    {file = "cdk_nag-2.29.12-py3-none-any.whl", hash = "sha256:f46c99bc422c66e6b886b626635934a7c08465406df05bef4364401af066c146"},
+    {file = "cdk_nag-2.29.12.tar.gz", hash = "sha256:8a8c20c698fbc3b8b4791e664731bee66487e5e2008f9ad5ee28018a19f2bec2"},
 ]
 
 [package.dependencies]
 aws-cdk-lib = ">=2.156.0,<3.0.0"
 constructs = ">=10.0.5,<11.0.0"
-jsii = ">=1.103.1,<2.0.0"
+jsii = ">=1.104.0,<2.0.0"
 publication = ">=0.0.3"
-typeguard = ">=2.13.3,<5.0.0"
+typeguard = ">=2.13.3,<4.3.0"
 
 [[package]]
 name = "cdklabs-generative-ai-cdk-constructs"
-version = "0.1.273"
+version = "0.1.277"
 description = "AWS Generative AI CDK Constructs is a library for well-architected generative AI patterns."
 optional = false
 python-versions = "~=3.8"
 files = [
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 [package.dependencies]
-aws-cdk-lib = ">=2.154.1,<3.0.0"
-cdk-nag = ">=2.28.196,<3.0.0"
+aws-cdk-lib = ">=2.162.1,<3.0.0"
+cdk-nag = ">=2.29.12,<3.0.0"
 constructs = ">=10.3.0,<11.0.0"
-jsii = ">=1.103.1,<2.0.0"
+jsii = ">=1.104.0,<2.0.0"
 publication = ">=0.0.3"
-typeguard = ">=2.13.3,<5.0.0"
+typeguard = ">=2.13.3,<4.3.0"
 
 [[package]]
 name = "certifi"
@@ -1057,13 +1058,13 @@ pycparser = "*"
 
 [[package]]
 name = "cfn-lint"
-version = "1.16.0"
+version = "1.18.1"
 description = "Checks CloudFormation templates for practices and behaviour that could potentially be improved"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "cfn_lint-1.18.1.tar.gz", hash = "sha256:09139c4260897ada66034b57c9d9979cc2ec25856660d8f114f373dc4f70a34a"},
 ]
 
 [package.dependencies]
@@ -2003,22 +2004,22 @@ files = [
 
 [[package]]
 name = "jsii"
-version = "1.103.1"
+version = "1.104.0"
 description = "Python client for jsii runtime"
 optional = false
 python-versions = "~=3.8"
 files = [
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 [package.dependencies]
 attrs = ">=21.2,<25.0"
-cattrs = ">=1.8,<23.3"
+cattrs = ">=1.8,<24.2"
 importlib-resources = ">=5.2.0"
 publication = ">=0.0.3"
 python-dateutil = "*"
-typeguard = ">=2.13.3,<5.0.0"
+typeguard = ">=2.13.3,<4.3.0"
 typing-extensions = ">=3.8,<5.0"
 
 [[package]]
@@ -2037,13 +2038,12 @@ jsonpointer = ">=1.9"
 
 [[package]]
 name = "jsonpath-ng"
-version = "1.6.1"
+version = "1.7.0"
 description = "A final implementation of JSONPath for Python that aims to be standard compliant, including arithmetic and binary comparison operators and providing clear AST for metaprogramming."
 optional = true
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
@@ -2357,13 +2357,13 @@ mkdocs = ">=0.17"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.5.39"
+version = "9.5.42"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2672,18 +2672,18 @@ test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "nox"
-version = "2024.4.15"
+version = "2024.10.9"
 description = "Flexible test automation."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 [package.dependencies]
-argcomplete = ">=1.9.4,<4.0"
-colorlog = ">=2.6.1,<7.0.0"
+argcomplete = ">=1.9.4,<4"
+colorlog = ">=2.6.1,<7"
 packaging = ">=20.9"
 tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 virtualenv = ">=20.14.1"
@@ -3619,29 +3619,29 @@ files = [
 
 [[package]]
 name = "ruff"
-version = "0.6.9"
+version = "0.7.0"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
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 [[package]]
@@ -3678,13 +3678,13 @@ pathspec = ">=0.10.1"
 
 [[package]]
 name = "sentry-sdk"
-version = "2.15.0"
+version = "2.17.0"
 description = "Python client for Sentry (https://sentry.io)"
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "sentry_sdk-2.15.0-py2.py3-none-any.whl", hash = "sha256:8fb0d1a4e1a640172f31502e4503543765a1fe8a9209779134a4ac52d4677303"},
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+    {file = "sentry_sdk-2.17.0-py2.py3-none-any.whl", hash = "sha256:625955884b862cc58748920f9e21efdfb8e0d4f98cca4ab0d3918576d5b606ad"},
+    {file = "sentry_sdk-2.17.0.tar.gz", hash = "sha256:dd0a05352b78ffeacced73a94e86f38b32e2eae15fff5f30ca5abb568a72eacf"},
 ]
 
 [package.dependencies]
@@ -3707,6 +3707,7 @@ falcon = ["falcon (>=1.4)"]
 fastapi = ["fastapi (>=0.79.0)"]
 flask = ["blinker (>=1.1)", "flask (>=0.11)", "markupsafe"]
 grpcio = ["grpcio (>=1.21.1)", "protobuf (>=3.8.0)"]
+http2 = ["httpcore[http2] (==1.*)"]
 httpx = ["httpx (>=0.16.0)"]
 huey = ["huey (>=2)"]
 huggingface-hub = ["huggingface-hub (>=0.22)"]
@@ -4314,4 +4315,4 @@ validation = ["fastjsonschema"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.8,<4.0.0"
-content-hash = "6fd0e09e06b80f5ce8ce3530ea80da71306269eccfc5c6f324c0fde8cc20f277"
+content-hash = "f3b31f318698b27662088661edeff711071bcdfb48dcf7a7d1637f7d050a35bf"
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new file mode 100644
index 00000000000..42bff3a6150
--- /dev/null
+++ b/provenance/3.1.1a0/multiple.intoto.jsonl
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diff --git a/pyproject.toml b/pyproject.toml
index 717e5fc971f..ad6903b44c7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "aws_lambda_powertools"
-version = "3.0.1a9"
+version = "3.2.0"
 description = "Powertools for AWS Lambda (Python) is a developer toolkit to implement Serverless best practices and increase developer velocity."
 authors = ["Amazon Web Services"]
 include = ["aws_lambda_powertools/py.typed", "THIRD-PARTY-LICENSES"]
@@ -70,16 +70,16 @@ xenon = "^0.9.1"
 mkdocs-git-revision-date-plugin = "^0.3.2"
 mike = "^2.1.2"
 pytest-xdist = "^3.6.1"
-aws-cdk-lib = "^2.161.1"
+aws-cdk-lib = "^2.162.1"
 "aws-cdk.aws-apigatewayv2-alpha" = "^2.38.1-alpha.0"
 "aws-cdk.aws-apigatewayv2-integrations-alpha" = "^2.38.1-alpha.0"
 "aws-cdk.aws-apigatewayv2-authorizers-alpha" = "^2.38.1-alpha.0"
-"aws-cdk.aws-lambda-python-alpha" = "^2.161.0a0"
-"cdklabs.generative-ai-cdk-constructs" = "^0.1.273"
+"aws-cdk.aws-lambda-python-alpha" = "^2.162.1a0"
+"cdklabs.generative-ai-cdk-constructs" = "^0.1.277"
 pytest-benchmark = "^4.0.0"
 types-requests = "^2.31.0"
 typing-extensions = "^4.12.2"
-mkdocs-material = "^9.5.39"
+mkdocs-material = "^9.5.42"
 filelock = "^3.16.0"
 dirhash = "^0.5.0"
 mypy-boto3-appconfigdata = "^1.35.0"
@@ -107,13 +107,13 @@ datadog = ["datadog-lambda"]
 datamasking = ["aws-encryption-sdk", "jsonpath-ng"]
 
 [tool.poetry.group.dev.dependencies]
-cfn-lint = "1.16.0"
+cfn-lint = "1.18.1"
 mypy = "^1.1.1"
 types-python-dateutil = "^2.8.19.6"
 aws-cdk-aws-appsync-alpha = "^2.59.0a0"
 httpx = ">=0.23.3,<0.28.0"
 sentry-sdk = ">=1.22.2,<3.0.0"
-ruff = ">=0.5.1,<0.6.10"
+ruff = ">=0.5.1,<0.7.1"
 retry2 = "^0.9.5"
 pytest-socket = ">=0.6,<0.8"
 types-redis = "^4.6.0.7"
diff --git a/tests/functional/event_handler/_pydantic/conftest.py b/tests/functional/event_handler/_pydantic/conftest.py
index 1d38e2e26b1..6dd0b6d14a0 100644
--- a/tests/functional/event_handler/_pydantic/conftest.py
+++ b/tests/functional/event_handler/_pydantic/conftest.py
@@ -97,7 +97,7 @@ def pydanticv2_only():
 def openapi30_schema():
     from urllib.request import urlopen
 
-    f = urlopen("https://raw.githubusercontent.com/OAI/OpenAPI-Specification/main/schemas/v3.0/schema.json")
+    f = urlopen("https://spec.openapis.org/oas/3.0/schema/2021-09-28")
     data = json.loads(f.read().decode("utf-8"))
     return fastjsonschema.compile(
         data,
@@ -109,7 +109,7 @@ def openapi30_schema():
 def openapi31_schema():
     from urllib.request import urlopen
 
-    f = urlopen("https://raw.githubusercontent.com/OAI/OpenAPI-Specification/main/schemas/v3.1/schema.json")
+    f = urlopen("https://spec.openapis.org/oas/3.1/schema/2022-10-07")
     data = json.loads(f.read().decode("utf-8"))
     return fastjsonschema.compile(
         data,
diff --git a/tests/functional/logger/required_dependencies/test_logger_powertools_formatter.py b/tests/functional/logger/required_dependencies/test_logger_powertools_formatter.py
index fe47e72d596..fdf4c0dd392 100644
--- a/tests/functional/logger/required_dependencies/test_logger_powertools_formatter.py
+++ b/tests/functional/logger/required_dependencies/test_logger_powertools_formatter.py
@@ -8,6 +8,7 @@
 import string
 import time
 from collections import namedtuple
+from threading import Thread
 
 import pytest
 
@@ -40,7 +41,7 @@ def service_name():
 
 
 def capture_logging_output(stdout):
-    return json.loads(stdout.getvalue().strip())
+    return [json.loads(d.strip()) for d in stdout.getvalue().strip().split("\n")]
 
 
 @pytest.mark.parametrize("level", ["DEBUG", "WARNING", "ERROR", "INFO", "CRITICAL"])
@@ -370,7 +371,7 @@ def test_datadog_formatter_use_rfc3339_date(stdout, service_name):
     logger.info({})
 
     # THEN the timestamp uses RFC3339 by default
-    log = capture_logging_output(stdout)
+    log = capture_logging_output(stdout)[0]
 
     assert re.fullmatch(RFC3339_REGEX, log["timestamp"])  # "2022-10-27T17:42:26.841+0200"
 
@@ -389,7 +390,7 @@ def handler(event, context):
 
     # THEN we expect a "stack_trace" in log
     handler({}, lambda_context)
-    log = capture_logging_output(stdout)
+    log = capture_logging_output(stdout)[0]
     assert "stack_trace" in log
 
 
@@ -410,5 +411,106 @@ def handler(event, context):
 
     # THEN we expect a "stack_trace" not in log
     handler({}, lambda_context)
-    log = capture_logging_output(stdout)
+    log = capture_logging_output(stdout)[0]
     assert "stack_trace" not in log
+
+
+def test_thread_safe_keys_encapsulation(service_name, stdout):
+    logger = Logger(
+        service=service_name,
+        stream=stdout,
+    )
+
+    def send_thread_message_with_key(message, keys):
+        logger.thread_safe_append_keys(**keys)
+        logger.info(message)
+
+    global_key = {"exampleKey": "globalKey"}
+    logger.append_keys(**global_key)
+    logger.info("global key added")
+
+    thread1_keys = {"exampleThread1Key": "thread1"}
+    Thread(target=send_thread_message_with_key, args=("thread1", thread1_keys)).start()
+    thread2_keys = {"exampleThread2Key": "thread2"}
+    Thread(target=send_thread_message_with_key, args=("thread2", thread2_keys)).start()
+
+    logger.info("final log, all thread keys gone")
+
+    logs = capture_logging_output(stdout)
+
+    assert logs[0].get("exampleKey") == "globalKey"
+
+    assert logs[1].get("exampleKey") == "globalKey"
+    assert logs[1].get("exampleThread1Key") == "thread1"
+    assert logs[1].get("exampleThread2Key") is None
+
+    assert logs[2].get("exampleKey") == "globalKey"
+    assert logs[2].get("exampleThread1Key") is None
+    assert logs[2].get("exampleThread2Key") == "thread2"
+
+    assert logs[3].get("exampleKey") == "globalKey"
+    assert logs[3].get("exampleThread1Key") is None
+    assert logs[3].get("exampleThread2Key") is None
+
+
+def test_thread_safe_remove_key(service_name, stdout):
+    logger = Logger(
+        service=service_name,
+        stream=stdout,
+    )
+
+    def send_message_with_key_and_without(message, keys):
+        logger.thread_safe_append_keys(**keys)
+        logger.info(message)
+        logger.thread_safe_remove_keys(keys.keys())
+        logger.info(message)
+
+    thread1_keys = {"exampleThread1Key": "thread1"}
+    Thread(target=send_message_with_key_and_without, args=("msg", thread1_keys)).start()
+
+    logs = capture_logging_output(stdout)
+
+    assert logs[0].get("exampleThread1Key") == "thread1"
+    assert logs[1].get("exampleThread1Key") is None
+
+
+def test_thread_safe_clear_key(service_name, stdout):
+    logger = Logger(
+        service=service_name,
+        stream=stdout,
+    )
+
+    def send_message_with_key_and_clear(message, keys):
+        logger.thread_safe_append_keys(**keys)
+        logger.info(message)
+        logger.thread_safe_clear_keys()
+        logger.info(message)
+
+    thread1_keys = {"exampleThread1Key": "thread1"}
+    Thread(target=send_message_with_key_and_clear, args=("msg", thread1_keys)).start()
+
+    logs = capture_logging_output(stdout)
+    print(logs)
+
+    assert logs[0].get("exampleThread1Key") == "thread1"
+    assert logs[1].get("exampleThread1Key") is None
+
+
+def test_thread_safe_getkey(service_name, stdout):
+    logger = Logger(
+        service=service_name,
+        stream=stdout,
+    )
+
+    def send_message_with_key_and_get(message, keys):
+        logger.thread_safe_append_keys(**keys)
+        logger.info(logger.thread_safe_get_current_keys())
+
+    thread1_keys = {"exampleThread1Key": "thread1"}
+    Thread(target=send_message_with_key_and_get, args=("msg", thread1_keys)).start()
+
+    logs = capture_logging_output(stdout)
+    print(logs)
+
+    assert logs[0].get("exampleThread1Key") == "thread1"
+    assert logs[0].get("message") == thread1_keys