diff --git a/.github/workflows/codeql.yml b/.github/workflows/codeql.yml
index 816bd7ad..04220597 100644
--- a/.github/workflows/codeql.yml
+++ b/.github/workflows/codeql.yml
@@ -26,7 +26,7 @@ jobs:
           - language: python
     steps:
       - name: Harden the runner (audit all outbound calls)
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
@@ -44,13 +44,13 @@ jobs:
 
       # Initializes the CodeQL tools for scanning.
       - name: Initialize CodeQL
-        uses: github/codeql-action/init@e4fba868fa4b1b91e1fdab776edc8cfbe6e9fb81 # v4.37.3
+        uses: github/codeql-action/init@5595ccaf912efad79be6eef63a5619ff05969be3 # v4.37.6
         with:
           languages: ${{ matrix.language }}
           build-mode: none
           queries: security-extended
 
       - name: Perform CodeQL Analysis
-        uses: github/codeql-action/analyze@e4fba868fa4b1b91e1fdab776edc8cfbe6e9fb81 # v4.37.3
+        uses: github/codeql-action/analyze@5595ccaf912efad79be6eef63a5619ff05969be3 # v4.37.6
         with:
           category: "/language:${{matrix.language}}"
diff --git a/.github/workflows/collect-sbom-library.yaml b/.github/workflows/collect-sbom-library.yaml
index 514c515e..0f2ac310 100644
--- a/.github/workflows/collect-sbom-library.yaml
+++ b/.github/workflows/collect-sbom-library.yaml
@@ -14,7 +14,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Harden the runner (audit all outbound calls)
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           egress-policy: audit
 
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 9a538f10..643438ee 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -15,7 +15,7 @@ jobs:
       contents: write
     steps:
       - name: Harden the runner (audit all outbound calls)
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
diff --git a/.github/workflows/pr-labeler.yml b/.github/workflows/pr-labeler.yml
index 4ccc072b..cb5f8be4 100644
--- a/.github/workflows/pr-labeler.yml
+++ b/.github/workflows/pr-labeler.yml
@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Harden the runner (audit all outbound calls)
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
diff --git a/.github/workflows/pre_commit.yml b/.github/workflows/pre_commit.yml
index 8df2ecc3..50cd4bee 100644
--- a/.github/workflows/pre_commit.yml
+++ b/.github/workflows/pre_commit.yml
@@ -18,7 +18,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Harden the runner
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
@@ -75,7 +75,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     steps:
       - name: Harden the runner
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
@@ -136,7 +136,7 @@ jobs:
     runs-on: ${{ matrix.os }}
     steps:
       - name: Harden the runner
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
diff --git a/.github/workflows/publish.yaml b/.github/workflows/publish.yaml
index 5c17ba57..97302eef 100644
--- a/.github/workflows/publish.yaml
+++ b/.github/workflows/publish.yaml
@@ -14,7 +14,7 @@ jobs:
     steps:
       - &harden-runner
         name: Harden the runner (audit all outbound calls)
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           egress-policy: audit
 
@@ -92,11 +92,11 @@ jobs:
 
       - name: Publish package distributions to PyPI
         if: ${{ steps.check-tag.outputs.match != '' }}
-        uses: pypa/gh-action-pypi-publish@ba38be9e461d3875417946c167d0b5f3d385a247 # v1.14.1
+        uses: pypa/gh-action-pypi-publish@dc37677b2e1c63e2034f94d8a5b11f265b73ba33 # v1.14.2
 
       - name: Publish package distributions to TestPyPI
         if: ${{ steps.check-tag.outputs.match == '' }}
-        uses: pypa/gh-action-pypi-publish@ba38be9e461d3875417946c167d0b5f3d385a247 # v1.14.1
+        uses: pypa/gh-action-pypi-publish@dc37677b2e1c63e2034f94d8a5b11f265b73ba33 # v1.14.2
         with:
           repository-url: https://test.pypi.org/legacy/
           verbose: true
diff --git a/.github/workflows/renovate-config-validator.yml b/.github/workflows/renovate-config-validator.yml
index 84761108..323db9d4 100644
--- a/.github/workflows/renovate-config-validator.yml
+++ b/.github/workflows/renovate-config-validator.yml
@@ -30,7 +30,7 @@ jobs:
       contents: read
     steps:
       - name: Harden the runner
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
@@ -52,7 +52,7 @@ jobs:
       - name: Validate configuration
         run: |
           # renovate: datasource=docker
-          export RENOVATE_IMAGE=ghcr.io/renovatebot/renovate:43.285.3@sha256:a1059bb5311c57f518c538665484d2a64517d8a0b23208b53d8cfdc477dab7d5
+          export RENOVATE_IMAGE=ghcr.io/renovatebot/renovate:44.17.1@sha256:90759c92793143ae7db68cd14e690109d8ace3527e17c7d188c96a1ad628282e
           docker run --rm --entrypoint "renovate-config-validator" \
           -v "${{ github.workspace }}/.github/renovate.json5":"/renovate.json5" \
           ${RENOVATE_IMAGE} "/renovate.json5"
diff --git a/.github/workflows/renovate.yml b/.github/workflows/renovate.yml
index 11d22437..fdf35d2e 100644
--- a/.github/workflows/renovate.yml
+++ b/.github/workflows/renovate.yml
@@ -58,7 +58,7 @@ jobs:
 
     steps:
       - name: Harden the runner (audit all outbound calls)
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
@@ -94,10 +94,10 @@ jobs:
           private-key: ${{ secrets.RENOVATE_APP_PEM }}
 
       - name: Self-hosted Renovate
-        uses: renovatebot/github-action@1a96852b0384df1837619d04c60b2d10d1f9ff08 # v46.1.21
+        uses: renovatebot/github-action@e09d604f8f803bb527bd8321ed5be06c460b8682 # v46.2.2
         with:
           # renovate: datasource=github-releases depName=renovatebot/renovate
-          renovate-version: 43.285.3
+          renovate-version: 44.17.1
           configurationFile: .github/renovate.json5
           token: "${{ steps.get-github-app-token.outputs.token }}"
         env:
diff --git a/.github/workflows/scorecards.yml b/.github/workflows/scorecards.yml
index 56a7d0ce..21d27cc1 100644
--- a/.github/workflows/scorecards.yml
+++ b/.github/workflows/scorecards.yml
@@ -23,7 +23,7 @@ jobs:
 
     steps:
       - name: Harden the runner (audit all outbound calls)
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
@@ -55,6 +55,6 @@ jobs:
 
       # Upload the results to GitHub's code scanning dashboard
       - name: Upload to code-scanning
-        uses: github/codeql-action/upload-sarif@e4fba868fa4b1b91e1fdab776edc8cfbe6e9fb81 # v4.37.3
+        uses: github/codeql-action/upload-sarif@5595ccaf912efad79be6eef63a5619ff05969be3 # v4.37.6
         with:
           sarif_file: results.sarif
diff --git a/.github/workflows/security-scan.yml b/.github/workflows/security-scan.yml
index 4af798fc..3c1909a5 100644
--- a/.github/workflows/security-scan.yml
+++ b/.github/workflows/security-scan.yml
@@ -31,7 +31,7 @@ jobs:
       security-events: write # Needed to upload the results to code-scanning dashboard
     steps:
       - name: Harden the runner
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
@@ -71,7 +71,7 @@ jobs:
       security-events: write # Needed to upload the results to code-scanning dashboard
     steps:
       - name: Harden the runner
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
@@ -117,7 +117,7 @@ jobs:
       security-events: write # Needed to upload the results to code-scanning dashboard
     steps:
       - name: Harden the runner
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true
@@ -151,7 +151,7 @@ jobs:
       security-events: write # Needed to upload the results to code-scanning dashboard
     steps:
       - name: Harden the runner
-        uses: step-security/harden-runner@bf7454d06d71f1098171f2acdf0cd4708d7b5920 # v2.20.0
+        uses: step-security/harden-runner@b09bb98e06d4d774595224525879c09bc6e98c40 # v2.20.1
         with:
           disable-sudo: true
           disable-telemetry: true