Topic

observability

2026-09-30 · notes
1,485 Error Checks and Zero Import Cycles: Dissecting Prometheus's 84-Package Engine with 67 AST Tools
We benchmarked all 67 prod-code AST tools against prometheus/prometheus: 385K lines of Go, 84 packages, 1,485 error checks, 99% slicing reduction, and Bug #740 fixed in remote module dependencies.
9 min
2026-09-24 · notes
Where the milliseconds went
A 32-core node sitting at 2% load, a one-millisecond network, and half the queries taking 40 ms. Three things we found while measuring instead of guessing, including one optimisation that did not work and one that deadlocked.
5 min
2026-09-19 · notes
Container up, data gone for four hours: silent failures in crypto market data collection
22 exchanges (Binance, OKX, Bybit, Coinbase and more), 240,000 records per second, zero crashes all summer, and a dozen incidents where data vanished silently. Where to put the collector, what breaks without an error in the log, and which metrics give it away.
13 min