Contributed Content
Coordinated Abuse Across Cloud-Native Services: Why Per-Service Signals Miss the Attack
Cloud-native fraud detection misses coordinated attacks when services operate in isolation. Learn how cross-service correlation exposes fraud without compromising privacy ...
Why AI Workloads Are Driving a New Wave of Serverless Event-Driven Design
AI applications are exposing the limits of traditional synchronous architectures. Long-running model calls, unpredictable traffic, API throttling and expensive retries can quickly turn a successful demo into a production nightmare. Event-driven systems, ...
Black Box Testing in Ephemeral Preview Environments on Kubernetes
Kubernetes preview environments can transform pull request testing with realistic traffic replay, virtualized dependencies and automated validation before merge ...
The Attack Surface Nobody Owns- How Internal APIs Expand Cloud-Native Security Exposure
An endpoint that is not reachable from the internet is not the same as an endpoint that is protected. Ask a team to list its exposed attack surface, and the answer usually ...
Kubernetes Gave AI Agents a Place to Run, But Not a Way to Recover
Kubernetes can restart AI agents, but restoring a sandbox isn't enough. Discover why durable execution is essential for preventing duplicate actions and preserving agent state ...
Running Kubernetes at Its Extremes
Kubernetes supports up to 5,000 nodes per cluster, and SIG Scalability’s performance targets only apply inside that limit. I look at what breaks in etcd, the API server and node traffic past ...
Encoding Video on Kubernetes: What Running Media Pipelines on K8s Actually Takes
Learn how to run reliable FFmpeg and GStreamer live encoding on Kubernetes using smarter scheduling, media-aware scaling and deadline-based monitoring ...
Kubernetes Is Resilient. Your Recovery Path May Not Be.
Cloud-native infrastructure has changed the way organizations think about resilience. Kubernetes can restart failed containers, replace pods, schedule workloads on healthy nodes and help applications recover from failures that once required manual ...
Running Production With Zero Stored Logs
I run a Kubernetes platform without a centralized log archive. When I say that, people often imagine something else: short-term retention, logs with sensitive information removed, or something similar. Let me explain ...
Your ML Platform Isn’t Kubernetes-Native Just Because It Runs on Kubernetes
The real transformation begins when the ML lifecycle becomes declarative, observable, and recoverable. As Vara Bonthu described in a recent CNCF article, the great migration of AI workloads to Kubernetes is well ...
