Case study
Real problems, engineering decisions.
A closer look at a problem I encountered, the options I considered and the solution I built.
Case study / Co-founder
Monafy
Part 1 of 2
Resuming a Kafka consumer without losing database progress
Data and consumer progress can diverge across a crash. One PostgreSQL transaction commits both, with a deliberate cost when a batch contains a bad row.
Read the case studyPart 2 of 2
Keeping CLAUDE.md instructions consistent across repositories
Copied rules drift as repositories change. One authoritative home for shared instructions keeps local commands separate from workspace policy.
Read the case studyCase study / Client work / 2026–
B2B SaaS platform
Part 1 of 2
Separating SaaS workflow templates from customer state
Reusable steps can serve different services when customer documents and progress belong to each purchase, rather than to the shared template.
Read the case studyPart 2 of 2
Integrating an e-invoicing API without a sandbox
An accepted request can still produce an incorrect invoice. Retry identity, tax semantics and automatic submission each need their own checks.
Read the case studyCase study / Client work
E-commerce platform
Case study / Personal project / 2026