voonhous opened a new pull request, #18036:
URL: https://github.com/apache/hudi/pull/18036

   ### Describe the issue this Pull Request addresses
   
   <!-- Either describe the issue inline here with motivation behind the 
changes 
        (or) link to an issue by including `Closes #<issue-number>` for 
context. 
        If this PR includes changes to the storage format, public APIs,
        or has breaking changes, use `!` (e.g., feat!: ...) -->
   
   Adds read and write support for Spark `Variant` data types in Hudi. Since 
`Variant` is exclusive to Spark 4.0+, this PR introduces an adapter pattern to 
handle schema conversion differences, ensuring backward compatibility with 
Spark 3.x while enabling semi-structured data support in Spark 4.x.
   
   Note1: Please merge this PR first: https://github.com/apache/hudi/pull/17833
   
   Note2: 
   
   This PR is purely to add support for writing shredded variants. 
   
   There is no end-2-end flow to allow users to enable shredded variant writes 
as of now. We will address this in a separate PR to make PRs small and 
manageable for reviews. 
   
   The next PR for this will be to add a parquet-config to allow users to 
enable/disable shredding and also to force shredding on certain columns for 
testing. 
   
   ### Summary and Changelog
   
   <!-- Short, plain-English summary of what users gain or what changed in 
behavior.
        Followed by a detailed log of all the changes. Highlight if any code 
was copied. -->
   
   This PR refactors schema converters behind `SparkAdapter` to handle 
version-specific data types.
   
   Updated `HoodieRowParquetWriteSupport` to allow support for writing shredded 
variants.
   
   ### Impact
   
   <!-- Describe any public API or user-facing feature change or any 
performance impact. -->
   
   * **New Feature:** Users on Spark 4.0 can write `Variant` shredded columns.
   * **Compatibility:** Zero impact on Spark 3.x flows (methods default to 
current behavior).
   
   
   ### Risk Level
   
   <!-- Accepted values: none, low, medium or high. Other than `none`, explain 
the risk.
        If medium or high, explain what verification was done to mitigate the 
risks. -->
   
   **Low**
   
   ### Documentation Update
   
   <!-- Describe any necessary documentation update if there is any new 
feature, config, or user-facing change. If not, put "none".
   
   - The config description must be updated if new configs are added or the 
default value of the configs are changed.
   - Any new feature or user-facing change requires updating the Hudi website. 
Please follow the 
     [instruction](https://hudi.apache.org/contribute/developer-setup#website) 
to make changes to the website. -->
   
   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
   


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