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Benefits: - Eliminates artifact upload/download complexity - Maven artifacts stay in ~/.m2 throughout - Simpler debugging (all logs in one place) - Faster execution (no transfer overhead) - More reliable (no artifact transfer failures) Structure: 1. Build SeaweedFS binary + Java dependencies 2. Run Spark integration tests (Docker) 3. Run Spark example (host-based, push/dispatch only) 4. Upload results & diagnostics Trade-off: Example runs sequentially after tests instead of parallel, but overall runtime is likely faster without artifact transfers.