diff --git a/.github/workflows/cache_dependencies.yml b/.github/workflows/cache_dependencies.yml
index 8d5166e1d..ddabe6560 100644
--- a/.github/workflows/cache_dependencies.yml
+++ b/.github/workflows/cache_dependencies.yml
@@ -32,8 +32,8 @@ jobs:
         run: |
           echo "Current Cached files list"
           gh cache list
-          echo "Deleting cached files with pattern: ${{ runner.os }}-venv-${{ matrix.combos.python_version }}-"
-          for cache_key in $(gh cache list --json key -q ".[] | select(.key | startswith(\"${{ runner.os }}-venv-${{ matrix.combos.python_version }}-\")) | .key"); do
+          echo "Deleting cached files with pattern: ${{ runner.os }}-venv-${{ matrix.combos.venv_suffix }}-"
+          for cache_key in $(gh cache list --json key -q ".[] | select(.key | startswith(\"${{ runner.os }}-venv-${{ matrix.combos.venv_suffix }}-\")) | .key"); do
             echo "Deleting cache with key: $cache_key"
             gh cache delete "$cache_key"
           done
@@ -41,8 +41,8 @@ jobs:
       # Update the matplotlib version if needed later
       - name: Set up virtual environment
         run: |
-          python -m venv .venv-${{ matrix.combos.python_version }}
-          source .venv-${{ matrix.combos.python_version }}/bin/activate
+          python -m venv .venv-${{ matrix.combos.venv_suffix }}
+          source .venv-${{ matrix.combos.venv_suffix }}/bin/activate
           python -m pip install --upgrade pip
           pip install -r devtools/dev-requirements.txt
           pip install matplotlib==3.9.2
@@ -51,12 +51,12 @@ jobs:
         id: cache-env
         uses: actions/cache@v4
         with:
-          path: .venv-${{ matrix.combos.python_version }}
-          key: ${{ runner.os }}-venv-${{ matrix.combos.python_version }}-${{ hashFiles('devtools/dev-requirements.txt', 'requirements.txt') }}
+          path: .venv-${{ matrix.combos.venv_suffix }}
+          key: ${{ runner.os }}-venv-${{ matrix.combos.venv_suffix }}-${{ hashFiles('devtools/dev-requirements.txt', 'requirements.txt') }}
 
       - name: Verify virtual environment activation
         run: |
-          source .venv-${{ matrix.combos.python_version }}/bin/activate
+          source .venv-${{ matrix.combos.venv_suffix }}/bin/activate
           which python
           python --version
           pip --version