diff --git a/.github/workflows/bump-version.yml b/.github/workflows/bump-version.yml
index b8ea1ffc..1d070e35 100644
--- a/.github/workflows/bump-version.yml
+++ b/.github/workflows/bump-version.yml
@@ -61,7 +61,7 @@ jobs:
           persist-credentials: false
           fetch-depth: 0
       - name: Set up Python3
-        uses: actions/setup-python@f677139bbe7f9c59b41e40162b753c062f5d49a3 # v5.2.0
+        uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
         with:
           python-version: "3.x"
       - name: Config Commit Bot
diff --git a/.github/workflows/dependency-review.yml b/.github/workflows/dependency-review.yml
index 8b886166..0365408d 100644
--- a/.github/workflows/dependency-review.yml
+++ b/.github/workflows/dependency-review.yml
@@ -31,4 +31,4 @@ jobs:
         uses: actions/checkout@692973e3d937129bcbf40652eb9f2f61becf3332 # v4.1.7
 
       - name: Dependency Review
-        uses: actions/dependency-review-action@5a2ce3f5b92ee19cbb1541a4984c76d921601d7c # v4.3.4
+        uses: actions/dependency-review-action@4081bf99e2866ebe428fc0477b69eb4fcda7220a # v4.4.0
diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index 477b6435..934c522a 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -33,7 +33,7 @@ jobs:
       - name: Checkout Repository
         uses: actions/checkout@692973e3d937129bcbf40652eb9f2f61becf3332 # v4.1.7
       - name: Set up Python${{ matrix.python-version }}
-        uses: actions/setup-python@f677139bbe7f9c59b41e40162b753c062f5d49a3 # v5.2.0
+        uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
         with:
           python-version: "3.x"
           cache: pip
@@ -83,7 +83,7 @@ jobs:
         uses: actions/checkout@692973e3d937129bcbf40652eb9f2f61becf3332 # v4.1.7
 
       - name: Set up Python${{ matrix.python-version }}
-        uses: actions/setup-python@f677139bbe7f9c59b41e40162b753c062f5d49a3 # v5.2.0
+        uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
         with:
           python-version: ${{ matrix.python-version }}
           cache: pip
@@ -160,7 +160,7 @@ jobs:
         run: |
           sed -i 's/climpred >=2.4.0/xesmf/' environment.yml
       - name: Setup Conda (Micromamba) with Python${{ matrix.python-version }}
-        uses: mamba-org/setup-micromamba@f8b8a1e23a26f60a44c853292711bacfd3eac822 # v1.9.0
+        uses: mamba-org/setup-micromamba@617811f69075e3fd3ae68ca64220ad065877f246 # v2.0.0
         with:
           cache-downloads: true
           cache-environment: true
@@ -200,6 +200,6 @@ jobs:
           disable-sudo: true
           egress-policy: audit
       - name: Coveralls Finished
-        uses: coverallsapp/github-action@643bc377ffa44ace6394b2b5d0d3950076de9f63 # v2.3.0
+        uses: coverallsapp/github-action@cfd0633edbd2411b532b808ba7a8b5e04f76d2c8 # v2.3.4
         with:
           parallel-finished: true
diff --git a/.github/workflows/publish-pypi.yml b/.github/workflows/publish-pypi.yml
index 1853a483..6b54df79 100644
--- a/.github/workflows/publish-pypi.yml
+++ b/.github/workflows/publish-pypi.yml
@@ -30,7 +30,7 @@ jobs:
       - name: Checkout Repository
         uses: actions/checkout@692973e3d937129bcbf40652eb9f2f61becf3332 # v4.1.7
       - name: Set up Python3
-        uses: actions/setup-python@f677139bbe7f9c59b41e40162b753c062f5d49a3 # v5.2.0
+        uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
         with:
           python-version: "3.x"
       - name: Install CI libraries
@@ -40,4 +40,4 @@ jobs:
         run: |
           python -m flit build
       - name: Publish distribution 📦 to PyPI
-        uses: pypa/gh-action-pypi-publish@897895f1e160c830e369f9779632ebc134688e1b # v1.10.2
+        uses: pypa/gh-action-pypi-publish@fb13cb306901256ace3dab689990e13a5550ffaa # v1.11.0
diff --git a/.github/workflows/scorecard.yml b/.github/workflows/scorecard.yml
index cb2bfe72..01b81dde 100644
--- a/.github/workflows/scorecard.yml
+++ b/.github/workflows/scorecard.yml
@@ -72,7 +72,7 @@ jobs:
       # Upload the results as artifacts (optional). Commenting out will disable uploads of run results in SARIF
       # format to the repository Actions tab.
       - name: Upload Artifact
-        uses: actions/upload-artifact@50769540e7f4bd5e21e526ee35c689e35e0d6874 # v4.4.0
+        uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882 # v4.4.3
         with:
           name: SARIF file
           path: results.sarif
diff --git a/.github/workflows/tag-testpypi.yml b/.github/workflows/tag-testpypi.yml
index 6846aa44..4d69dbcc 100644
--- a/.github/workflows/tag-testpypi.yml
+++ b/.github/workflows/tag-testpypi.yml
@@ -23,7 +23,7 @@ jobs:
       - name: Checkout Repository
         uses: actions/checkout@692973e3d937129bcbf40652eb9f2f61becf3332 # v4.1.7
       - name: Create Release
-        uses: softprops/action-gh-release@c062e08bd532815e2082a85e87e3ef29c3e6d191 # 2.0.8
+        uses: softprops/action-gh-release@e7a8f85e1c67a31e6ed99a94b41bd0b71bbee6b8 # 2.0.9
         env:
           # This token is provided by Actions, you do not need to create your own token
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
@@ -54,7 +54,7 @@ jobs:
       - name: Checkout Repository
         uses: actions/checkout@692973e3d937129bcbf40652eb9f2f61becf3332 # v4.1.7
       - name: Set up Python3
-        uses: actions/setup-python@f677139bbe7f9c59b41e40162b753c062f5d49a3 # v5.2.0
+        uses: actions/setup-python@0b93645e9fea7318ecaed2b359559ac225c90a2b # v5.3.0
         with:
           python-version: "3.x"
       - name: Install CI libraries
@@ -64,7 +64,7 @@ jobs:
         run: |
           python -m flit build
       - name: Publish distribution 📦 to Test PyPI
-        uses: pypa/gh-action-pypi-publish@897895f1e160c830e369f9779632ebc134688e1b # v1.10.2
+        uses: pypa/gh-action-pypi-publish@fb13cb306901256ace3dab689990e13a5550ffaa # v1.11.0
         with:
           repository-url: https://test.pypi.org/legacy/
           skip-existing: true