← IncidentsIntermediate

The Messages That Were Acknowledged and Never Processed

Read what each party saw, commit to a cause, and only then find out which of them was right. The root cause, why the obvious reading was wrong, and the fixes are all held back until you have answered.

The symptom

What was reported, before anyone knew what was happening.

After a routine node drain, 14,000 order-confirmation emails were never sent. The consumer group’s lag was zero throughout — the offsets say every message was consumed. There is no gap in the log and no entry in the DLQ.

What each party saw, and what each concluded

The evidence, in the form it actually arrived in — several parties, several partial views, several confident conclusions.

WhoWhat they could actually seeWhat they concludedVerdict
ConsumerA batch of 500 records polled; offset committed immediately; handler invoked asynchronously per record.Committing early keeps lag low and avoids reprocessing.✕ wrong
BrokerOffsets advanced to the end of the batch.The consumer has processed up to here; these records need never be delivered again.✕ wrong
KubernetesA drain; SIGTERM sent; the pod exited within the 30-second grace period.A clean shutdown.✕ wrong
On-call engineerLag zero, no errors, no DLQ.The messaging layer is fine; the email provider must have dropped them.✕ wrong

4 of 4 parties reasoned correctly from what they could see and still reached the wrong conclusion. Nobody in this table is careless. Each one acted on complete-looking local information, and the information was local. That gap — between what a node can observe and what is true — is the whole domain, and one of these readings will usually be yours.

Commit before you read on

Consumer lag was zero for the entire window, which normally means healthy. Commit before reading on: explain how zero lag is compatible with 14,000 unprocessed messages, and say what lag actually measures.

Write it down even if you are unsure. An unwritten guess quietly becomes “that is what I thought” the moment you read the answer.

Everything below stays hidden until you commit. Being wrong here is the exercise — the answer looks obvious the moment you read it, which is exactly why reading it first teaches nothing.