suryaprasanna opened a new pull request, #18202:
URL: https://github.com/apache/hudi/pull/18202

   ### Describe the issue this Pull Request addresses
   
   Ports `HoodieSparkSQLUtils` support from release into current branch and 
validates the API behavior with Scala tests under `org/apache/hudi/utils`.
   
   ### Summary and Changelog
   
   - Add `HoodieSparkSQLUtils` with APIs to resolve table base path and load 
table/base-path pairs from Hive metastore.
   - Add `TestHoodieSparkSQLUtils` to verify both `getBasePathFromTableName` 
overloads and both `loadHoodiePathsFromHive` overloads.
   - Keep filtering behavior aligned with current implementation (`InputFormat` 
value check with `startsWith("Hoodie")`).
   
   ### Impact
   
   Introduces a new Spark utility API class and a corresponding test suite; no 
storage format or protocol changes.
   
   ### Risk Level
   
   low - changes are additive and covered by a dedicated test suite for API 
behavior.
   
   ### Documentation Update
   
   none
   
   ### Contributor's checklist
   
   - [x] Read through [contributor's 
guide](https://hudi.apache.org/contribute/how-to-contribute)
   - [x] Enough context is provided in the sections above
   - [x] Adequate tests were added if applicable
   
   Made with [Cursor](https://cursor.com)


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