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ExternalSoftware Engineering
DZone

How to Perform Response Verification in REST-Assured Java for API Testing: Part 2

API testing is an essential part of modern software development. While sending requests and receiving responses is straightforward, the real value of API automation comes from response verification. A test is meaningful only when it validates that the API returns the correct data, structure, status codes, and business rules. In Java-based API automation, REST Assured combined with Hamcrest Matchers provides a clean and expressive way to verify API responses. These matchers help testers write rea

DZoneRead original
ExternalDevOps
Kubernetes Blog

Kubernetes v1.37: Native Histograms Graduates to Beta

I'm excited to announce that native histogram support for Kubernetes metrics is graduating to Beta and is enabled by default in Kubernetes v1.37! Native histograms (previously introduced as Alpha in Kubernetes v1.36 under KEP-5808) bring high-resolution, low-cardinality observability to Kubernetes metrics. By adopting Prometheus Native Histograms, Kubernetes components now expose latency and duration metrics with far greater accuracy while significantly reducing telemetry storage and scraping ov

Kubernetes BlogRead original
External
AWS Machine Learning Blog

Monitoring production agent lifecycle with AWS DevOps Agent and AgentCore Evaluations

Multi-agent systems fail in ways traditional monitoring misses. This post presents a dual-layer approach to monitoring production agents: Amazon Bedrock AgentCore Evaluations for continuous quality scoring and AWS DevOps Agent for autonomous infrastructure investigation, shown on a four-agent airline reservation system.

Advanced (300)Amazon Bedrock AgentCoreBest Practices
AWS Machine Learning BlogRead original

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