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The latest News and Information on API Development, Management, Monitoring, and related technologies.

speedscale

Your Flaky Tests Are a Data Problem, Not a Test Problem

Mar 11, 2026 By Ken Ahrens In Speedscale
Your tests are not flaky. Your test data is. That 401 Unauthorized that fails every Monday morning? The OAuth token in your test fixture expired 72 hours ago. The order_id that works in staging but not in CI? It was hardcoded six months ago and the format changed from integer to UUID in January. The timestamp assertion that passes at 2pm and fails at midnight? You are comparing a hardcoded 2026-01-15T14:30:00Z against Date.now(). These are not test infrastructure problems. Retrying them will not help.
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speedscale

Runtime Validation vs Static Analysis: Why You Need Both

Mar 11, 2026 By Ken Ahrens In Speedscale
Runtime validation does not replace static analysis. They solve different problems. Static analysis catches structural defects in code before it runs. Runtime validation catches behavioral failures by testing code against real production traffic. Enterprise teams adopting AI coding tools need both layers because AI-generated code introduces a new class of defects that neither layer catches alone. According to CodeRabbit's State of AI vs Human Code Generation report, AI-generated pull requests contain roughly 1.7x more issues than human-written ones. Many of those issues pass static checks cleanly.
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speedscale

AI Coding Agents Have a UX Problem Nobody Wants to Talk About

Mar 11, 2026 By Kush Mansingh In Speedscale
The pitch was simple: let AI write your code so you can focus on the hard problems. Three years into the AI coding revolution, and developers are focused on hard problems alright, just not the ones anyone expected. Instead of designing systems and solving business logic, engineers in 2026 spend a startling amount of their day managing the AI itself. Should you use Fast Mode or Deep Thinking? Haiku or Opus? Cursor or Claude Code or Windsurf? Should you write a SKILL.md file or a custom system prompt?
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checkly

Expanding Uptime Monitoring Down The Stack: ICMP Monitors Are Now Available In Checkly

Mar 10, 2026 By Susa Tünker In Checkly
When we started building Checkly's uptime monitoring suite, the goal was to give engineering teams complete visibility across every layer of their stack, from application down to network, in one place. URL, TCP, DNS, and Heartbeat monitors covered a lot of that ground. But one fundamental piece was missing: the ability to simply ping a host and know if it's reachable.
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Why API Documentation Is a Core Engineering Discipline, Not an Afterthought

Why API Documentation Is a Core Engineering Discipline, Not an Afterthought

Mar 10, 2026 By OpsMatters In OpsMatters
Developers rarely cite documentation as the most exciting part of building an API. Yet it is frequently the factor that determines whether an integration succeeds in days or drags on for weeks. Poor documentation creates friction at every stage of the API lifecycle. Consumers misunderstand endpoints, send malformed requests and file support tickets that a well-structured reference would have made unnecessary.
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speedscale

WireMock vs MockServer vs Proxymock: Java Mocking in 2026

Mar 9, 2026 By Ken Ahrens In Speedscale
Your WireMock stubs are lying to you. They were accurate when someone wrote them six months ago, but the payment API added a metadata field in January, the inventory service switched from REST to gRPC in February, and nobody updated the stubs because the tests still pass. Meanwhile, production is breaking in ways your mocks will never catch. This is not a WireMock problem. It is a hand-written mock problem.
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statusgator

New API: Submit outage reports

Mar 6, 2026 By Valeria Kurolapova In StatusGator
We’ve added a new endpoint to the StatusGator API that allows you to submit outage reports for monitors on your board. With the new Outage Reports API, you can programmatically report issues you’re experiencing with a service. These reports help StatusGator detect outages faster and improve visibility for other users who rely on the same services.
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checkly

Introducing Rocky AI to General Availability

Mar 4, 2026 By Dan Giordano In Checkly
After months of being available in Beta for our app users, Rocky AI is now generally available to all users and plans. Rocky AI is Checkly’s AI agent that works around the clock, 24/7, to make sure your application’s reliability is optimal. In this first release, Rocky AI ships with the ability to run continual Analysis on test and check failures, giving your teams AI-powered root cause analysis, impact analysis, and more.
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checkly

We Turned Our WireShark Wizard Into a Markdown File

Mar 4, 2026 By Tim Nolet In Checkly
Rocky AI — Checkly’s AI agent — is now Generally Available. We developed Rocky AI over the last ~6 to 8 months. This is an aeon in AI-years. During this period, we learned a ton. About AI, but mostly about how to fit them into an existing SaaS product, not just another chat widget. This is my ramble…
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