Observability & Operations
with perspective.

Capacity Planning for File Processing Workers

A practical guide to worker capacity: measure representative file processing cost, avoid accepting unlimited work until workers run out of memory, and verify the outcome with a worked example.

Database Connection Pool Monitoring for Busy Apps

A practical guide to pool saturation: account for every application and worker pool, avoid adding workers until every database connection is exhausted, and verify the outcome with a worked example.

Designing a Useful Background Job Dashboard

A practical guide to job visibility: separate queued running failed and completed states, avoid showing a green worker process while its queue never advances, and verify the outcome with a worked example.

Log Retention That Supports Support and Privacy

A practical guide to log lifecycle: classify diagnostic fields by purpose, avoid keeping detailed personal data indefinitely in searchable logs, and verify the outcome with a worked example.

Monitoring Business Outcomes Instead of Server Uptime Alone