Aternex

Over several rounds of measured fixes, the pipeline cycle went from 11 to 16 minutes down to under 20 seconds.

A drayage logistics operator, dispatch and billing pipeline that had to finish inside a working shift.

Play both cycles

Both cycles on one clock

Before the fixes the cycle took 11 to 16 minutes. After the last round, 6.8 to 17.3 seconds, under 20 s. On one time axis the new cycle is a sliver at the start of the old one.

Both bars share one linear time axis from 0 to 16 minutes. Solid bars run to the fastest recorded cycle and the striped part to the slowest. The replay is compressed 120 times: 1 second on screen stands for 2 minutes of pipeline time.

How each figure was measured
ValueMethodRecordedScope
11 to 16 minutesTimed end to end on the production pipeline before the change2026-09-24One full refresh cycle of a pipeline that runs every minute, dispatch and billing data
6.8 to 17.3 seconds (under 20 s)Project audit of the rebuilt cycle, two orders of magnitude tighter2026-09-24One full refresh cycle on the same sources, after the last round of fixes

Dates are when each figure was recorded for this site; the work itself is dated in the setting above.

What this does not prove

The cut came in rounds: 11 to 16 minutes, then 8 minutes, 3 minutes 45 seconds, 49 to 57 seconds, and finally 6.8 to 17.3 seconds. The last round removed 30 seconds of metadata overhead from a cycle of about 50 seconds; no single fix accounts for the whole change. This is the cycle time as recorded by the project audits, not a percentile across every historical run, and it measures elapsed time, not the volume of work the cycle performs.

All proof

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