Systems | Development | Analytics | API | Testing

The latest News and Information on Software Testing and related technologies.

bugraptors

Architecting Reliable AI: The Complete Technical Framework for Multi-Agent System Testing

Jun 19, 2026 By Prateek Goel In BugRaptors
The conversation around AI validation has rapidly outgrown simple prompt engineering and single-turn model checks. While the industry spent the last few years establishing baseline protocols for individual AI agent testing, enterprise automation has already advanced to the next engineering frontier: the Multi-Agent System (MAS).
Read Post

Automatically catch API drift before your users do | Swagger Contract Testing

Jun 19, 2026 By SmartBear In SmartBear
our API didn't break – it just stopped matching its contract. API drift is one of the sneakiest problems in modern API development. Your OpenAPI definition says one thing, your running implementation does another, and nobody notices until a consumer integration fails or a user hits an unexpected error. The longer it goes undetected, the harder it is to trace back to the source.
View Video
katalon

API Testing in Katalon Studio: Step-by-Step Guide (2026)

Jun 19, 2026 By Monty Bagati In Katalon
API testing has become one of the highest-value activities a QA team can invest in. Because APIs operate at the business logic layer, below the user interface and above the database, tests written there are faster to execute, more stable across releases, and far cheaper to maintain than their UI counterparts. In the test pyramid, API tests occupy the middle tier: broader than unit tests, but a fraction of the cost of end-to-end UI suites.
Read Post
keploy

Deployment Strategies Every Developer Should Know

Jun 19, 2026 By Keploy In Keploy
The first time I watched a deployment take down a production app, I was a junior engineer with no idea what a deployment strategy actually was. I assumed "deploying" just meant pushing code and refreshing the page. Deployment strategies are the structured approaches development teams use to release software updates into production, defining how, when, and how safely code moves from a repository into the hands of real users.
Read Post

The Hidden Cost of AI Testing: Stop Burning LLM Tokens in Your CI/CD Pipeline

Jun 18, 2026 By Perforce In Perforce
AI testing against live LLM APIs can quietly drive massive token costs across development, QA, and CI/CD pipelines. Every test execution consumes real tokens—at production rates—creating hidden, variable costs that scale with your AI adoption. In this video, discover how leading enterprises are eliminating LLM token spend using service virtualization. Learn how BlazeMeter intercepts API calls, simulates realistic AI responses (completions, embeddings, and large payloads), and enables full-scale testing without invoking live models.
View Video
perforce

Automotive Industry Trends 2026: AI in Automotive Software Development

Jun 17, 2026 By Perforce In Perforce
Since the first vehicles were rolled out to customers, automakers have competed to deliver the newest features and the greatest benefits to the driving experience. Today, that competition is less about shaping a car’s physical characteristics and more about making cars smarter and more connected to the world around them. With thousands of car models and trim levels available worldwide, there is a fierce need to find new ways to stand out from the competition.
Read Post
zymr

How to Build a BaaS Platform: Architecture, Licensing, and Go-to-Market Engineering

Jun 17, 2026 By Jay Kumbhani In Zymr
Banking as a Service is no longer sitting quietly behind fintech apps. It is becoming the infrastructure layer powering modern digital businesses. SaaS platforms want wallets and embedded payments. Ecommerce companies want merchant banking features. Healthcare apps want financing and payout rails built directly into patient workflows. According to Bain & Company, embedded finance transaction value in the US alone could exceed $7 trillion by 2026.
Read Post
speedscale

Five things your logs will never tell you

Jun 16, 2026 By Matthew LeRay In Speedscale
A customer escalation hit my queue when I was on the customer smoke jumpers team at an observability vendor. My team was the group that parachutes into Fortune 500 accounts one bad week from churning and usually after a big customer outage. The customer had filed a billing dispute three weeks earlier and their on-call engineers were stuck. They had our full stack: logs, metrics, traces, end-to-end instrumentation, every product we sold and some we didn’t. They could see the request came in.
Read Post

Copyright © 2026 OpsMatters™. All rights reserved.