diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 5ce2213..1bff277 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -20,5 +20,9 @@ updates:
     schedule:
       interval: weekly
     open-pull-requests-limit: 5
+    groups:
+      # init and analyze must run the same version or the job fails.
+      codeql:
+        patterns: ["github/codeql-action/*"]
     cooldown:
       default-days: 7
diff --git a/.github/workflows/security.yml b/.github/workflows/security.yml
index 91b97d1..094729f 100644
--- a/.github/workflows/security.yml
+++ b/.github/workflows/security.yml
@@ -55,11 +55,11 @@ jobs:
       - uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1  # v7
         with:
           persist-credentials: false
-      - uses: github/codeql-action/init@2892aa5e19bbd11bc0cff5427e3b750a04d9e3c2  # v4.38.2
+      - uses: github/codeql-action/init@24c54180a607b1449ed407dd24f251e4e9147c8d  # v4.38.3
         with:
           languages: python
           queries: security-extended
-      - uses: github/codeql-action/analyze@2892aa5e19bbd11bc0cff5427e3b750a04d9e3c2  # v4.38.2
+      - uses: github/codeql-action/analyze@24c54180a607b1449ed407dd24f251e4e9147c8d  # v4.38.3
 
   # Note: there is no separate bandit job. The same rule family runs as ruff's
   # `S` selector inside the existing lint job, which is faster and one tool