diff --git a/.github/workflows/public-analyze-code-graph.yml b/.github/workflows/public-analyze-code-graph.yml
index a9ca07086..463d578c8 100644
--- a/.github/workflows/public-analyze-code-graph.yml
+++ b/.github/workflows/public-analyze-code-graph.yml
@@ -96,17 +96,6 @@ jobs:
           java-version: ${{ matrix.java }}
 
       # "Setup Python" can be skipped if jupyter notebook analysis-results aren't needed
-      - name: (Python Setup) Setup Cache for Conda package manager Miniforge
-        uses: actions/cache@1bd1e32a3bdc45362d1e726936510720a7c30a57 # v4
-        env:
-          # Increase this value to reset cache if etc/example-environment.yml has not changed
-          # Reference: https://github.com/conda-incubator/setup-miniconda#caching
-          CACHE_NUMBER: 0
-        with:
-          path: ~/conda_pkgs_dir
-          key:
-            ${{ runner.os }}-conda-${{ env.CACHE_NUMBER }}-environments-${{hashFiles('**/environment.yml', '.github/workflows/*.yml') }}
-
       - name: (Python Setup) Use version ${{ matrix.python }} with Conda package manager Miniforge
         uses: conda-incubator/setup-miniconda@505e6394dae86d6a5c7fbb6e3fb8938e3e863830 # v3
         with:
@@ -115,10 +104,14 @@ jobs:
           activate-environment: codegraph
           environment-file: ./jupyter/environment.yml
           auto-activate-base: false
-          use-only-tar-bz2: true # IMPORTANT: This needs to be set for caching to work properly!
+          show-channel-urls: true
       - name: (Python Setup) Conda environment info
         shell: bash -el {0}
-        run: conda info
+        run: | 
+          conda info
+          conda list
+          conda config --show-sources
+          conda config --show
 
       - name: (Code Analysis Setup) Setup Cache Analysis Downloads
         uses: actions/cache@1bd1e32a3bdc45362d1e726936510720a7c30a57 # v4
diff --git a/jupyter/environment.yml b/jupyter/environment.yml
index dfc0bf521..cf6bcdd76 100644
--- a/jupyter/environment.yml
+++ b/jupyter/environment.yml
@@ -1,12 +1,14 @@
 name: codegraph
 channels:
+  - conda-forge/label/python_rc # Needed on Mac since Python >= 3.12
   - conda-forge
 dependencies:
   - python=3.12.*
+  - _python_rc=* # Needed on Mac since Python >= 3.12
   - jupyter=1.1.*
   - matplotlib=3.10.*
-  - nbconvert=7.2.*
-  - nbconvert-webpdf=7.2.*
+  - nbconvert=7.16.*
+  - nbconvert-webpdf=7.16.*
   - numpy=1.26.*
   - pandas=2.2.*
   - pip=25.0.*