If the system continues to flag errors even after implementing a "patched" state, the root cause usually boils down to a few common architectural oversights: Probable Cause Corrective Action Column structural mismatch Update the mapping dictionary to match the revised schema. Access Denied (403/Auth) Reset token permissions