**Is your feature request related to a problem? Please describe.** Currently, the TPC-DS GitHub workflow uses hardcoded Spark versions, such as: <img width="870" height="656" alt="Image" src="https://github.com/user-attachments/assets/964102b0-1ed6-4f7b-94aa-d12dc8b5b383" /> This leads to issue that the Spark version used in TPC-DS workflow may be inconsistent with the Spark version defined in pom.xml. <img width="541" height="437" alt="Image" src="https://github.com/user-attachments/assets/1a708445-8d59-4b63-a07b-242fe48fd041" /> **Describe the solution you'd like** It would be better to support passing Spark version dynamically. **Describe alternatives you've considered** A clear and concise description of any alternative solutions or features you've considered. **Additional context** Add any other context or screenshots about the feature request here.