diff --git a/.github/actions/test-backend/action.yml b/.github/actions/test-backend/action.yml
index ce454bbe7..14f51269c 100644
--- a/.github/actions/test-backend/action.yml
+++ b/.github/actions/test-backend/action.yml
@@ -9,7 +9,7 @@ runs:
   steps:
     - uses: browser-actions/setup-chrome@latest
     - name: Set up Python 3.9
-      uses: actions/setup-python@v2
+      uses: actions/setup-python@v4
       with:
         python-version: 3.9
     - name: Install Python dependencies
@@ -30,6 +30,8 @@ runs:
       shell: bash
     - name: Install npm
       uses: actions/setup-node@v3
+      with:
+        node-version: 18.x
     - name: Compile frontend
       working-directory: MPCAutofill
       run: |
diff --git a/.github/actions/test-desktop-tool/action.yml b/.github/actions/test-desktop-tool/action.yml
index 613652c5e..a4c71471f 100644
--- a/.github/actions/test-desktop-tool/action.yml
+++ b/.github/actions/test-desktop-tool/action.yml
@@ -10,7 +10,7 @@ runs:
         edge-version: beta
 
     - name: Set up Python 3.9
-      uses: actions/setup-python@v2
+      uses: actions/setup-python@v4
       with:
         python-version: 3.9
     - name: Install Python dependencies
diff --git a/.github/actions/test-frontend/action.yml b/.github/actions/test-frontend/action.yml
index e132354aa..bc1135ec9 100644
--- a/.github/actions/test-frontend/action.yml
+++ b/.github/actions/test-frontend/action.yml
@@ -5,6 +5,8 @@ runs:
   steps:
     - name: Install npm
       uses: actions/setup-node@v3
+      with:
+        node-version: 18.x
     - name: Compile frontend
       working-directory: frontend
       run: |
diff --git a/.github/actions/test-pre-commit/action.yml b/.github/actions/test-pre-commit/action.yml
index 77e0fc500..141651737 100644
--- a/.github/actions/test-pre-commit/action.yml
+++ b/.github/actions/test-pre-commit/action.yml
@@ -4,7 +4,7 @@ runs:
   using: composite
   steps:
     - name: Set up Python 3.9
-      uses: actions/setup-python@v2
+      uses: actions/setup-python@v4
       with:
         python-version: 3.9
     - name: Install pre-commit
diff --git a/.github/workflows/build-desktop-tool.yml b/.github/workflows/build-desktop-tool.yml
index 8783818f1..51caabd4a 100644
--- a/.github/workflows/build-desktop-tool.yml
+++ b/.github/workflows/build-desktop-tool.yml
@@ -24,10 +24,10 @@ jobs:
             TARGET: linux
             OUT_FILE_NAME: autofill
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - uses: browser-actions/setup-chrome@latest
       - name: Set up Python 3.9
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: 3.9
       - name: Install dependencies
@@ -37,7 +37,7 @@ jobs:
       - name: Build with pyinstaller for ${{ matrix.TARGET }}
         run: pyinstaller autofill.spec
       - name: Upload artifact
-        uses: actions/upload-artifact@v2
+        uses: actions/upload-artifact@v3
         with:
           path: ./desktop-tool/dist/${{ matrix.OUT_FILE_NAME }}
           name: autofill-${{ matrix.TARGET }}
diff --git a/.github/workflows/build-frontend.yml b/.github/workflows/build-frontend.yml
index bb0db549d..743755ce3 100644
--- a/.github/workflows/build-frontend.yml
+++ b/.github/workflows/build-frontend.yml
@@ -9,9 +9,11 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout
-        uses: actions/checkout@v2
+        uses: actions/checkout@v3
       - name: Install npm
         uses: actions/setup-node@v3
+        with:
+          node-version: 18.x
       - name: Install packages and run tests
         working-directory: frontend
         run: |
diff --git a/.github/workflows/test-backend.yml b/.github/workflows/test-backend.yml
index 8a1254cf1..2e270df3c 100644
--- a/.github/workflows/test-backend.yml
+++ b/.github/workflows/test-backend.yml
@@ -9,7 +9,7 @@ jobs:
     name: Backend tests
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - uses: ./.github/actions/test-backend
         with:
           google-drive-api-key: ${{ secrets.GOOGLE_DRIVE_API_KEY }}
diff --git a/.github/workflows/test-desktop-tool.yml b/.github/workflows/test-desktop-tool.yml
index fa50d8570..33ba15b9c 100644
--- a/.github/workflows/test-desktop-tool.yml
+++ b/.github/workflows/test-desktop-tool.yml
@@ -9,5 +9,5 @@ jobs:
     name: Desktop tool tests
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - uses: ./.github/actions/test-desktop-tool
diff --git a/.github/workflows/test-frontend.yml b/.github/workflows/test-frontend.yml
index 0220a8238..d1911db8e 100644
--- a/.github/workflows/test-frontend.yml
+++ b/.github/workflows/test-frontend.yml
@@ -9,5 +9,5 @@ jobs:
     name: Frontend tests
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - uses: ./.github/actions/test-frontend
diff --git a/.github/workflows/test-pre-commit.yml b/.github/workflows/test-pre-commit.yml
index ad85b8b41..70230f870 100644
--- a/.github/workflows/test-pre-commit.yml
+++ b/.github/workflows/test-pre-commit.yml
@@ -8,5 +8,5 @@ jobs:
     name: Formatting and static type checking
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - uses: ./.github/actions/test-pre-commit
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 5f1aa592e..c1217012c 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -8,7 +8,7 @@ jobs:
     name: Backend tests
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - uses: ./.github/actions/test-backend
         with:
           google-drive-api-key: ${{ secrets.GOOGLE_DRIVE_API_KEY }}
@@ -16,17 +16,17 @@ jobs:
     name: Desktop tool tests
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - uses: ./.github/actions/test-desktop-tool
   test-frontend:
     name: Frontend tests
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - uses: ./.github/actions/test-frontend
   test-pre-commit:
     name: Formatting and static type checking
     runs-on: ubuntu-latest
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
       - uses: ./.github/actions/test-pre-commit