DanielLeens commented on PR #12313:
URL: https://github.com/apache/seatunnel/pull/12313#issuecomment-6138675694

   Addressed the cadence accuracy point from @SEPURI-SAI-KRISHNA and 
@goutamadwant in commit `0dc1e3910b`: both the class Javadoc and fixture 
comments now state that a 4000-row split takes roughly eight seconds at ~500 
rows/sec, followed by the one-second contention-free window, so the window 
recurs about every nine seconds and has about 1.7x headroom against the 
15-second checkpoint interval. The comments also record that `row.num`, 
`split.num`, `write_delay_ms`, and `checkpoint.interval` form one coupled 
timing budget. I kept the original-workload regression variant out of this 
fixture-only PR because the corresponding engine behavior remains scoped to 
#12316; no assertion or runtime setting changed in this follow-up.


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