diff --git a/.github/actions/setup-sfw/action.yml b/.github/actions/setup-sfw/action.yml
index b580759..109149e 100644
--- a/.github/actions/setup-sfw/action.yml
+++ b/.github/actions/setup-sfw/action.yml
@@ -20,7 +20,7 @@ inputs:
 runs:
   using: "composite"
   steps:
-    - uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+    - uses: actions/setup-python@ece7cb06caefa5fff74198d8649806c4678c61a1 # v6.3.0
       with:
         python-version: "3.12"
 
diff --git a/.github/workflows/_docker-pipeline.yml b/.github/workflows/_docker-pipeline.yml
index fde4334..7eb558e 100644
--- a/.github/workflows/_docker-pipeline.yml
+++ b/.github/workflows/_docker-pipeline.yml
@@ -70,12 +70,12 @@ jobs:
           persist-credentials: false
 
       - name: 🔨 Set up Docker Buildx
-        uses: docker/setup-buildx-action@d7f5e7f509e45cec5c76c4d5afdd7de93d0b3df5 # v4.1.0
+        uses: docker/setup-buildx-action@bb05f3f5519dd87d3ba754cc423b652a5edd6d2c # v4.2.0
 
       # GHCR login runs before the build — needed to pull ghcr.io/astral-sh/uv.
       - name: Login to GHCR
         if: inputs.push
-        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4.2.0
+        uses: docker/login-action@af1e73f918a031802d376d3c8bbc3fe56130a9b0 # v4.4.0
         with:
           registry: ghcr.io
           username: ${{ github.actor }}
@@ -90,7 +90,7 @@ jobs:
       - name: Extract image metadata
         if: inputs.push
         id: meta
-        uses: docker/metadata-action@80c7e94dd9b9319bd5eb7a0e0fe9291e23a2a2e9 # v6.1.0
+        uses: docker/metadata-action@dc802804100637a589fabce1cb79ff13a1411302 # v6.2.0
         with:
           images: |
             ghcr.io/socketdev/${{ inputs.name }}
@@ -113,7 +113,7 @@ jobs:
       # Loads image into the local Docker daemon without pushing.
       # Writes all layers to the GHA cache so the push step is just an upload.
       - name: 🔨 Build (load for testing)
-        uses: docker/build-push-action@f9f3042f7e2789586610d6e8b85c8f03e5195baf # v7.2.0
+        uses: docker/build-push-action@53b7df96c91f9c12dcc8a07bcb9ccacbed38856a # v7.3.0
         with:
           # zizmor: ignore[template-injection] — safe: always hardcoded "." from same-repo callers; passed as array element to exec, not shell-interpolated
           context: ${{ inputs.context }}
@@ -159,7 +159,7 @@ jobs:
       # with public image pulls during the build step.
       - name: Login to Docker Hub
         if: inputs.push
-        uses: docker/login-action@650006c6eb7dba73a995cc03b0b2d7f5ca915bee # v4.2.0
+        uses: docker/login-action@af1e73f918a031802d376d3c8bbc3fe56130a9b0 # v4.4.0
         with:
           username: ${{ secrets.DOCKERHUB_USERNAME }}
           password: ${{ secrets.DOCKERHUB_TOKEN }}
@@ -167,7 +167,7 @@ jobs:
       # All layers are in the GHA cache from step 1 — this is just an upload.
       - name: 🚀 Push to registries
         if: inputs.push
-        uses: docker/build-push-action@f9f3042f7e2789586610d6e8b85c8f03e5195baf # v7.2.0
+        uses: docker/build-push-action@53b7df96c91f9c12dcc8a07bcb9ccacbed38856a # v7.3.0
         with:
           # zizmor: ignore[template-injection] — safe: always hardcoded "." from same-repo callers; passed as array element to exec, not shell-interpolated
           context: ${{ inputs.context }}
diff --git a/.github/workflows/core-tool-watch.yml b/.github/workflows/core-tool-watch.yml
index 51dd985..c2401b6 100644
--- a/.github/workflows/core-tool-watch.yml
+++ b/.github/workflows/core-tool-watch.yml
@@ -99,7 +99,7 @@ jobs:
           persist-credentials: false
 
       - name: 🐍 Setup Python
-        uses: actions/setup-python@a309ff8b426b58ec0e2a45f0f869d46889d02405 # v6.2.0
+        uses: actions/setup-python@ece7cb06caefa5fff74198d8649806c4678c61a1 # v6.3.0
         with:
           python-version: "3.12"