GitLab CI Variables: The Surprising Masking Behavior You Need to Know

Most engineers assume GitLab’s variable masking hides references like $MY_SECRET in logs. The reality is far more aggressive — GitLab’s masking engine operates on values, not references. ...

February 11, 2026 · 2 min · Kewin Rémy

Cardinality in Tracing, Metrics, and Telemetry

Understanding cardinality is crucial for building effective observability systems. This concept, borrowed from set theory, directly impacts the performance and cost of your monitoring infrastructure. ...

December 18, 2025 · 2 min · Kewin Rémy

OTEL & SpanMetrics The Right Way!

Understanding how to configure dimensions in OpenTelemetry’s SpanMetrics connector is crucial for creating effective, efficient metrics from spans. This guide explains the fundamental concepts and best practices for avoiding common pitfalls like cardinality explosion. ...

December 17, 2025 · 4 min · Kewin Rémy

Kargo.io: The Promising GitOps Promotion Platform

Exploring Kargo.io as a GitOps deployment platform - from its impressive ArgoCD integration to the challenges that keep it from being enterprise-ready. A practical guide for platform engineers considering their next deployment tool.

August 25, 2025 · 4 min · Kewin Rémy