To become a systems engineer, start by questioning the things you see and researching their origins. Develop hypotheses, refine them with new data over time, and create working models. When something breaks, your accumulated knowledge may help you recognize the issue and fix it. Some will appreciate..

Monitoring and logging in complex systems like Kubernetes are challenging. Logs are often unreliable and expensive, while metrics offer better scalability and reliability. However, implementing effective metrics and alerting platforms requires careful design and consideration of scalability options...

Koho's event data pipeline handles schema evolution. The catalog service maintains a history of schema evolution, the ingestion service consumes multiple event versions, multiple table versions are maintained, and users can query them via a view or ad hoc query. This approach ensures data consumers ..