Keeping queue retries predictable
Practical rules for idempotent consumers and visible failures.
Infrastructure work that keeps change safe.
Notes on capacity, failure recovery, data systems, and the tools behind each release.
Schema changes without a release freeze
Expand, migrate, verify, and contract with useful checks at each boundary.
Capacity planning with imperfect signals
A conservative approach to load tests, headroom, and demand changes.