OpenTelemetry Trace Testing for CI Release Gates
Trace-based testing uses OpenTelemetry traces as replayable test input so CI catches production regressions before deploy, not after incident review.
Posts by Kush Mansingh
Software engineer at Speedscale, focused on backend systems and API development. • 9 posts published
The 4 Golden Signals of Monitoring Explained
Learn the 4 golden signals — latency, traffic, errors, and saturation — and how to use them for monitoring, alerting, and pre-release testing.
AI Coding Agents Have a UX Problem Nobody Wants to Talk About
Fast mode or deep mode? Haiku or Opus? Cursor or Claude Code? The decision fatigue from AI coding tools is killing the productivity they promised.
Using GRPC with Python Best Practices Guide
Microservices are now the architecture of choice for many developers when crafting cloud-native applications.
Ephemeral Environment Testing: Do you need it?
Traditional testing methods often delay the software development lifecycle, as we have grown used to these outdated processes without considering.
Considerations for Testing gRPC Streams
If you’ve spent any time building cloud-native systems, you’ve probably tripped over the tricky beast that is gRPC streaming. It’s powerful, flexible...
What is Traffic Mirroring: A Complete Guide
Ensuring seamless data flow and robust application performance is crucial in modern networking and cloud computing.
The Ultimate Guide to REST API Testing: Best Practices and Tools
APIs might not always be in the spotlight, but they’re the unsung heroes of just about every modern software project.
A Guide to Optimizing Kubernetes Clusters with Karpenter
With the promise of auto-provisioning and self-healing, Kubernetes environments can be an attractive option for hosting your application platform.
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