Practical notes from real engagements, including the mistakes and the parts that surprised us.
Retries are not an edge case, they are the normal operating condition of any distributed system. Here is the design that keeps a duplicate request from becoming a duplicate charge.
Arjun Nair · 31 Aug 2026
Staging that does not match production is worse than no staging, because it produces confidence rather than information. Four differences account for most of the surprises.
Ananya Deshpande · 24 Aug 2026
Page speed erodes one release at a time. A number enforced in CI is the only thing we have found that reliably stops it.
Neha Bansal · 27 Jul 2026
Retrofitting offline support onto an application designed for connectivity costs more than building it in. Here is why the difference is structural.
Karthik Subramanian · 29 Jun 2026