FIELD NOTES / DATA AND EGGS

The Cost of Cache Misses: A Cautionary Tale

How one missed cache key cost a customer 40,000 eggs, and how they fixed it.

September 1, 20266 min readBy Bartholomew Brooder
In shortThe symptom / The cause / The fix / The lesson.

1. The symptom

Latency doubled overnight, and costs went up by 30%. The graphs were suspiciously smooth.

2. The cause

A new release added a timestamp to every cache key, so nothing ever matched. The cache was empty by design.

3. The fix

A one-line change to remove the timestamp, plus a test that checks hit rate in staging.

4. The lesson

Watch the hit rate, not just the latency. A cache that does not cache is just an expensive pause.

Written by Bartholomew Brooder, Chief Financial Hen. Disagree? Tell us. We read every message, usually before the second coffee.