diff --git a/.github/workflows/release-drafter.yml b/.github/workflows/release-drafter.yml
index ce8c4f17e..02b69519d 100644
--- a/.github/workflows/release-drafter.yml
+++ b/.github/workflows/release-drafter.yml
@@ -18,6 +18,6 @@ jobs:
       pull-requests: write
     runs-on: ubuntu-latest
     steps:
-      - uses: release-drafter/release-drafter@v5
+      - uses: release-drafter/release-drafter@v6
         env:
           GITHUB_TOKEN: ${{ github.token }}
diff --git a/.github/workflows/reusable-cpp-coverage.yml b/.github/workflows/reusable-cpp-coverage.yml
index e7b13d098..11dc7d6a7 100644
--- a/.github/workflows/reusable-cpp-coverage.yml
+++ b/.github/workflows/reusable-cpp-coverage.yml
@@ -55,15 +55,8 @@ jobs:
       - name: Test
         run: ctest -C Debug --output-on-failure --test-dir build --repeat until-pass:3 --timeout 600
       - name: Upload coverage to Codecov
-        # Coverage uploads can be flaky, so we retry them a few times.
-        uses: Wandalen/wretry.action@v1.3.0
+        uses: codecov/codecov-action@v4
         with:
-          action: codecov/codecov-action@v3
-          attempt_limit: 5
-          attempt_delay: 2000
-          with: |
-            fail_ci_if_error: true
-            flags: cpp
-            gcov: true
-            gcov_ignore: "extern/**/*"
-            token: ${{ secrets.token }}
+          fail_ci_if_error: true
+          flags: cpp
+          token: ${{ secrets.token }}
diff --git a/.github/workflows/reusable-cpp-tests-windows.yml b/.github/workflows/reusable-cpp-tests-windows.yml
index 6453437bc..b43d5ce0b 100644
--- a/.github/workflows/reusable-cpp-tests-windows.yml
+++ b/.github/workflows/reusable-cpp-tests-windows.yml
@@ -53,7 +53,7 @@ jobs:
       - name: Configure CMake
         run: cmake -S . -B build -DCMAKE_BUILD_TYPE=${{ inputs.config }} ${{ inputs.cmake-args }}
       - name: Build
-        uses: nick-fields/retry@v2 # Windows builds with MSVC are flaky and frequently run out of heap space
+        uses: nick-fields/retry@v3 # Windows builds with MSVC are flaky and frequently run out of heap space
         with:
           timeout_minutes: 15
           max_attempts: 5
diff --git a/.github/workflows/reusable-python-ci.yml b/.github/workflows/reusable-python-ci.yml
index fcbb96c62..beff8e8b6 100644
--- a/.github/workflows/reusable-python-ci.yml
+++ b/.github/workflows/reusable-python-ci.yml
@@ -109,16 +109,11 @@ jobs:
       - name: Tests with minimal versions
         run: pipx run nox -s minimums -- --cov --cov-report=xml
       - name: Upload coverage to Codecov
-        # Coverage uploads can be flaky, so we retry them a few times.
-        uses: Wandalen/wretry.action@v1.3.0
+        uses: codecov/codecov-action@v4
         with:
-          action: codecov/codecov-action@v3
-          attempt_limit: 5
-          attempt_delay: 2000
-          with: |
-            fail_ci_if_error: true
-            flags: python
-            token: ${{ secrets.token }}
+          fail_ci_if_error: true
+          flags: python
+          token: ${{ secrets.token }}
 
   dist:
     name: 📦 Check
diff --git a/.github/workflows/reusable-python-coverage.yml b/.github/workflows/reusable-python-coverage.yml
index f7caa6964..a950ed454 100644
--- a/.github/workflows/reusable-python-coverage.yml
+++ b/.github/workflows/reusable-python-coverage.yml
@@ -52,13 +52,8 @@ jobs:
       - name: Run session
         run: pipx run nox -s tests-${{ inputs.python-version }} -- --cov --cov-report=xml
       - name: Upload coverage to Codecov
-        # Coverage uploads can be flaky, so we retry them a few times.
-        uses: Wandalen/wretry.action@v1.3.0
+        uses: codecov/codecov-action@v4
         with:
-          action: codecov/codecov-action@v3
-          attempt_limit: 5
-          attempt_delay: 2000
-          with: |
-            fail_ci_if_error: true
-            flags: python
-            token: ${{ secrets.token }}
+          fail_ci_if_error: true
+          flags: python
+          token: ${{ secrets.token }}