diff --git a/images/linux/scripts/installers/pipx-packages.sh b/images/linux/scripts/installers/pipx-packages.sh
index 825d1edc..6a5fe4df 100644
--- a/images/linux/scripts/installers/pipx-packages.sh
+++ b/images/linux/scripts/installers/pipx-packages.sh
@@ -8,11 +8,17 @@
 export PATH="$PATH:/opt/pipx_bin"
 
 toolset="$INSTALLER_SCRIPT_FOLDER/toolset.json"
-pipx_packages=$(jq -r ".pipx[]" $toolset)
+pipx_packages=$(jq ".pipx[] .package" $toolset)
 
 for package in $pipx_packages; do
-    echo "Install $package"
-    pipx install $package
+    python_path=$(jq ".pipx[] | select(.package == $package) .python" $toolset)
+    if [ "$python_path" = "default" ]; then
+        echo "Install $package into default python"
+        pipx install $package
+    else
+        echo "Install $package into python $python_path"
+        pipx install $package --python $python_path
+    fi
 done
 
 # Run tests to determine that the software installed as expected
diff --git a/images/linux/toolsets/toolset-1804.json b/images/linux/toolsets/toolset-1804.json
index cd327dec..f466f9f0 100644
--- a/images/linux/toolsets/toolset-1804.json
+++ b/images/linux/toolsets/toolset-1804.json
@@ -190,7 +190,13 @@
         ]
     },
     "pipx": [
-        "yamllint",
-        "aws-sam-cli"
+        {
+            "package": "yamllint",
+            "python": "default"
+        },
+        {
+            "package": "aws-sam-cli",
+            "python": "/opt/hostedtoolcache/Python/3.7*/x64/bin/python3.7"
+        }
     ]
 }
diff --git a/images/linux/toolsets/toolset-2004.json b/images/linux/toolsets/toolset-2004.json
index add68395..6bf5ece7 100644
--- a/images/linux/toolsets/toolset-2004.json
+++ b/images/linux/toolsets/toolset-2004.json
@@ -153,7 +153,13 @@
         ]
     },
     "pipx": [
-        "yamllint",
-        "aws-sam-cli"
+        {
+            "package": "yamllint",
+            "python": "default"
+        },
+        {
+            "package": "aws-sam-cli",
+            "python": "/opt/hostedtoolcache/Python/3.7*/x64/bin/python3.7"
+        }
     ]
 }