kou opened a new issue, #45164:
URL: https://github.com/apache/arrow/issues/45164

   ### Describe the enhancement requested
   
   
https://github.com/apache/arrow/actions/runs/12600313510/job/35119065241#step:11:2724
   
   ```text
     + /arrow/java/ci/scripts/java_jni_build.sh /arrow/java 
/opt/conda/envs/arrow /build/java/ /tmp/dist/java
     /arrow/ci/scripts/integration_arrow_build.sh: line 62: 
/arrow/java/ci/scripts/java_jni_build.sh: No such file or directory
   ```
   
   apache/arrow-java removes `java_` prefix from scripts by 
https://github.com/apache/arrow-java/pull/449 .
   
   Our scripts should follow the change.
   
   ### Component(s)
   
   Continuous Integration, Integration


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