Yicong-Huang opened a new issue, #4519:
URL: https://github.com/apache/texera/issues/4519

   ### Task Summary
   
   Two of the slowest steps in the `scala` job of 
`.github/workflows/github-action-build.yml` repeat work that doesn't change 
between runs:
   
   1. **Install dependencies** (`pip install -r amber/requirements.txt` etc.) — 
currently ~1m 21s every run, no cache. `actions/setup-python@v6` accepts 
`cache: 'pip'` with `cache-dependency-path` and would skip the network for 
unchanged requirement files.
   2. **`sbt 'scalafmtCheckAll; scalafixAll --check'`** — currently ~2m 44s 
wall, dominated by the cold compile that scalafix triggers. The 
`coursier/cache-action` we already use only caches dependency jars, not the 
`target/scala-2.13/{classes,zinc}` directories or `~/.sbt/1.0/zinc`. An 
`actions/cache@v4` keyed on `**/*.scala`, `**/*.sbt`, `project/**` would let 
incremental compile skip most of the work on cache hit.
   
   Together these are estimated to save 2–3 minutes per scala-job run on cache 
hit. Nothing about the existing test logic needs to change.
   
   ### Priority
   
   P3 – Low
   
   ### Task Type
   
   DevOps / Deployment


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