diff --git a/.github/workflows/paimon-python-checks.yml b/.github/workflows/paimon-python-checks.yml
index 367668453d5b..720214666f46 100755
--- a/.github/workflows/paimon-python-checks.yml
+++ b/.github/workflows/paimon-python-checks.yml
@@ -81,6 +81,24 @@ jobs:
       - name: Verify Python version
         run: python --version
 
+      - name: Verify requirements.txt dependencies can be installed
+        shell: bash
+        run: |
+          cd paimon-python
+          python -m pip install --upgrade pip
+          # Use --target to install to a temporary directory to verify dependencies
+          # This works for both Python 3.6 (pip 21.3.1) and Python 3.10+ (pip 22.2+)
+          # since --target is supported in all pip versions
+          TEMP_DIR=$(mktemp -d)
+          python -m pip install -r dev/requirements.txt --target "$TEMP_DIR" || {
+            echo "ERROR: Failed to resolve dependencies from dev/requirements.txt"
+            echo "This indicates a version conflict or unavailable package version"
+            rm -rf "$TEMP_DIR"
+            exit 1
+          }
+          rm -rf "$TEMP_DIR"
+          echo "✓ All dependencies in dev/requirements.txt can be resolved"
+
       - name: Build Java
         run: |
           echo "Start compiling modules"
diff --git a/paimon-python/dev/requirements.txt b/paimon-python/dev/requirements.txt
index 9f0779803724..103ec94b32ef 100644
--- a/paimon-python/dev/requirements.txt
+++ b/paimon-python/dev/requirements.txt
@@ -35,8 +35,8 @@ pyarrow>=16,<20; python_version >= "3.8"
 pylance>=0.20,<1; python_version>="3.9"
 pylance>=0.10,<1; python_version>="3.8" and python_version<"3.9"
 pyroaring
-ray>=2.10,<3
+ray>=2.10,<3; python_version>="3.7"
 readerwriterlock>=1,<2
 torch
 zstandard>=0.19,<1
-cramjam>=0.6,<1; python_version>="3.7"
+cramjam>=1.3.0,<3; python_version>="3.7"