diff --git a/.github/workflows/cache_elephant_data.yml b/.github/workflows/cache_elephant_data.yml
index 48fbee443..9307737cd 100644
--- a/.github/workflows/cache_elephant_data.yml
+++ b/.github/workflows/cache_elephant_data.yml
@@ -17,7 +17,7 @@ jobs:
       fail-fast: false
       matrix:
         # OS [ubuntu-latest, macos-latest, windows-latest]
-        os: [macos-latest,ubuntu-latest,windows-latest]
+        os: [macos-latest]
 
     steps:
       - name: Get current hash (SHA) of the elephant_data repo
@@ -25,12 +25,12 @@ jobs:
         run: |
             echo "dataset_hash=$(git ls-remote https://gin.g-node.org/NeuralEnsemble/elephant-data.git HEAD | cut -f1)" >> $GITHUB_OUTPUT
 
-      - uses: actions/cache@v3
+      - uses: actions/cache@v4.0.2
         # Loading cache of elephant-data
         id: cache-datasets
         with:
           path: ~/elephant-data
-          key: ${{ runner.os }}-datasets-${{ steps.elephant-data.outputs.dataset_hash }}
+          key: datasets-${{ steps.elephant-data.outputs.dataset_hash }}
 
       - name: Cache found?
         run: echo "Cache-hit == ${{steps.cache-datasets.outputs.cache-hit == 'true'}}"
@@ -46,14 +46,6 @@ jobs:
         if: steps.cache-datasets.outputs.cache-hit != 'true' && runner.os == 'macOS'
         run: |
           brew install datalad
-
-      - name: Install Datalad Linux/ Windows
-        if: steps.cache-datasets.outputs.cache-hit != 'true' && (runner.os == 'Linux' || runner.os == 'Windows')
-        run: |
-          python -m pip install -U pip  # Official recommended way
-          pip install datalad-installer
-          datalad-installer --sudo ok git-annex --method datalad/packages
-          pip install datalad
                 
       - name: Download dataset
         id: download-dataset
@@ -64,15 +56,9 @@ jobs:
           datalad --version
           datalad install --recursive --get-data https://gin.g-node.org/NeuralEnsemble/elephant-data
 
-      - name: Show size of the cache to assert data is downloaded macOS, Linux
-        if: runner.os == 'Linux' || runner.os == 'macOS'
+      - name: Show size of the cache to assert data is downloaded macOS
         run: |
           cd ~
           du -hs ~/elephant-data
           ls -lh ~/elephant-data
 
-      - name: Show size of the cache to assert data is downloaded Windows
-        if: runner.os == 'Windows'
-        run: |
-          cd ~
-          dir ~\elephant-data