Detection engineering, Pod Security rollout, supply chain risk, and cloud-native security — practical notes for Kubernetes teams.
Pod Security rollouts fail when teams skip the warn and audit phases. Here is what each phase actually does, what breaks without it, and how to run the transition without breaking developer flow.
Security reviews produce findings. Standards produce policy. Most teams never make the jump — not because they lack intention, but because nobody has mapped the path from one to the other.
MITRE ATT&CK for Containers gives you the threat language. Falco gives you the detection layer. Here is how the two connect — tactic by tactic, with concrete rule patterns for each.
Not every runtime event needs a detection rule. These ten behaviors give you the highest signal-to-noise ratio for Kubernetes environments — with Falco logic and MITRE ATT&CK mappings for each.
Most engineering teams have had security reviews. Very few have real security standards. Understanding the difference is the first step toward building something that actually lasts.
Security decisions made in meetings and forgotten in Slack threads become invisible technical debt. A decision record makes policy choices durable, explainable, and maintainable. Here is what one actually looks like.
Developer friction is the most common reason Kubernetes security rollouts fail. Here is a practical guide to introducing security policies in a way that does not break developer trust or slow down shipping.
Most Kubernetes security baselines fail not because they are technically wrong, but because they were designed to check a box, not to be adopted. Here is what a usable baseline actually looks like.
Most teams pick a policy tool before they have made the decisions that the tool depends on. Here is a better order of operations.
Most Kubernetes policy rollouts stall not because of technical problems, but because of four organizational patterns that are easy to miss until it is too late.