diff --git a/src/courses/advanced/09.md b/src/courses/advanced/09.md
index 99afbb1..5416ab5 100644
--- a/src/courses/advanced/09.md
+++ b/src/courses/advanced/09.md
@@ -100,7 +100,7 @@ jobs:
           --reporter cli json:results/pipeline_run.json
 
       - name: VALIDATE - Save Test Result JSON  # save our results to the pipeline artifacts, even if the InSpec run found failing tests
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           path: results/pipeline_run.json
 
diff --git a/src/courses/advanced/10.md b/src/courses/advanced/10.md
index 9ca61ff..86c53dc 100644
--- a/src/courses/advanced/10.md
+++ b/src/courses/advanced/10.md
@@ -256,7 +256,7 @@ Let's run InSpec:
     --reporter cli json:results/pipeline_run.json
 
 - name: VALIDATE - Save Test Result JSON  # save our results to the pipeline artifacts, even if the InSpec run found failing tests
-  uses: actions/upload-artifact@v3
+  uses: actions/upload-artifact@v4
   with:
     path: results/pipeline_run.json
 ```
@@ -314,7 +314,7 @@ jobs:
           --target docker://nginx \
           --reporter cli json:results/pipeline_run.json
       - name: VALIDATE - Save Test Result JSON  # save our results to the pipeline artifacts, even if the InSpec run found failing tests
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           path: results/pipeline_run.json
 ```
diff --git a/src/courses/advanced/11.md b/src/courses/advanced/11.md
index 45392c6..bd72eac 100644
--- a/src/courses/advanced/11.md
+++ b/src/courses/advanced/11.md
@@ -149,7 +149,7 @@ jobs:
           --reporter cli json:results/pipeline_run.json
 
       - name: VALIDATE - Save Test Result JSON  # save our results to the pipeline artifacts, even if the InSpec run found failing tests
-        uses: actions/upload-artifact@v3
+        uses: actions/upload-artifact@v4
         with:
           path: results/pipeline_run.json
 
diff --git a/src/courses/advanced/Appendix D - Example Pipeline for Validating an InSpec Profile.md b/src/courses/advanced/Appendix D - Example Pipeline for Validating an InSpec Profile.md
index 43f10bf..05d06c8 100644
--- a/src/courses/advanced/Appendix D - Example Pipeline for Validating an InSpec Profile.md	
+++ b/src/courses/advanced/Appendix D - Example Pipeline for Validating an InSpec Profile.md	
@@ -83,7 +83,7 @@ jobs:
         with:
           command_string: 'validate threshold -i spec/results/ec2_rhel-7_${{ matrix.suite }}.json -F ${{ matrix.suite }}.threshold.yml'
       - name: Save Test Result JSON
-        uses: actions/upload-artifact@v2
+        uses: actions/upload-artifact@v4
         with:
           path: spec/results/
 ```