yihua opened a new pull request, #19365:
URL: https://github.com/apache/hudi/pull/19365

   ### Describe the issue this Pull Request addresses
   
   Closes #19364
   
   Apache Spark 4.2.0 has been officially released (GA). Hudi's `spark4.2` 
profile currently builds against `4.2.0-preview4` (added in #18621). This PR 
upgrades the Spark 4.2 dependency to the GA release.
   
   ### Summary and Changelog
   
   - `pom.xml` `spark4.2` profile: `spark42.version` `4.2.0-preview4` to 
`4.2.0`; `hadoop.version` `3.4.3` to `3.5.0`; `lz4.version` 
(`at.yawk.lz4:lz4-java`) `1.10.4` to `1.11.0`. The hadoop and lz4 bumps match 
the versions Spark 4.2.0 GA ships, verified by diffing Spark's parent POM (all 
other transitive versions, 
Scala/Parquet/ORC/Avro/Jackson/Kafka/Log4j/slf4j/antlr, are unchanged between 
preview4 and GA).
   - CI bundle-validation base image renamed 
`flink1200hive313spark420previewscala213` to 
`flink1200hive313spark420scala213`, rebuilt with `SPARK_VERSION=4.2.0` and 
`HADOOP_VERSION=3.5.0`. The new base image must be published to 
`apachehudi/hudi-ci-bundle-validation-base` (see #18548 for the process) before 
the Spark 4.2 CI jobs can go green.
   - Spark 4.2 runtime string `spark4.2.0-preview4` to `spark4.2.0` across 
`ci_run.sh`, `run_docker_java17.sh`, `validate.sh`, 
`.github/workflows/bot.yml`, and the `.asf.yaml` required status checks.
   
   ### Impact
   
   Hudi's Spark 4.2 support now targets the GA release instead of a preview. 
Behavior on Spark 3.x, 4.0, and 4.1 is unchanged.
   
   ### Risk Level
   
   low. Changes are confined to the version-gated `spark4.2` profile and its CI 
wiring. Spark 4.2.0, `hadoop-client-api` 3.5.0, and `lz4-java` 1.11.0 all 
resolve transitively from Maven Central, and full compile plus bundle 
validation plus docker-java17 test run in the Spark 4.2 CI matrix.
   
   ### Documentation Update
   
   none
   
   ### Contributor's checklist
   
   - [ ] Read through [contributor's 
guide](https://hudi.apache.org/contribute/how-to-contribute)
   - [ ] Enough context is provided in the sections above
   - [ ] Adequate tests were added if applicable
   


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