Systems | Development | Analytics | API | Testing

katalon

How to Test AI Applications Manually: A Playbook for Hallucinations, Bias, and Non-Deterministic Outputs

Jul 13, 2026 By Depa Panjie Purnama In Katalon
You have tested hundreds of features. You know the drill. Open the test case, write the preconditions, list the steps, fill in the expected result, run it, compare. Pass or fail. Move on. Then someone hands you an AI feature. A chatbot. A "summarize this ticket" button. A search box that answers in full sentences instead of returning a list of links. You open your test case template, you get to the "expected result" field, and you stop.
Read Post
integrate

Top 10 Alternatives to Manual CSV Uploads for Data Teams in 2026

Jul 13, 2026 By Donal Tobin In Integrate
Every Monday morning, someone on your team downloads a report, opens it in Excel, cleans up the column headers, removes the blank rows, and uploads it to Salesforce or Snowflake. Then they do it again on Tuesday for a different source. By Friday, half their week is gone, and the dashboard is still showing last week's numbers.
Read Post
integrate

Best Data Pipeline Tools for Multi-Cloud Environments (2026)

Jul 13, 2026 By Donal Tobin In Integrate
Managing data pipelines across AWS, Azure, and GCP simultaneously is one of the most demanding infrastructure challenges data teams face today. Native cloud services like AWS Glue and Azure Data Factory solve problems within their own ecosystems, but they create friction the moment data needs to move across provider boundaries.
Read Post
ably

Build or buy: how AI changed whether your in-house realtime system is still worth it

Jul 13, 2026 By Amber Dawson In Ably
A dropped connection used to cost a typing indicator. With AI in the product, it costs an entire response, mid-generation. That single shift is enough to reopen a decision most teams made years ago and stopped thinking about: whether to keep building realtime infrastructure themselves, or buy it. Fin, the AI agent platform formerly known as Intercom, made the call to buy. It had run its own realtime system, Nexus, for years, at the scale of one of the biggest support platforms on the internet.
Read Post

Your Guide to Perforce Autonomous Testing

Jul 13, 2026 By Perforce In Perforce
Software testing is struggling to keep pace with modern release cycles. More code, faster deployments, fragmented tools, and increasing quality demands are creating bottlenecks for QA, engineering, and DevOps teams. Discover how Perforce Autonomous Testing transforms the way teams validate software by bringing functional, performance, web, mobile, and desktop testing together through a unified AI-driven experience. Using natural language, teams can define testing intent, automate execution, orchestrate complex workflows, and gain actionable insights faster than ever before.
View Video
bugfender

Node.js Debugging in VS Code and Chrome DevTools

Jul 13, 2026 By Aleix Ventayol In Bugfender
Node.js debugging allows us to identify and fix errors, unexpected behavior, and performance issues in server-side JavaScript applications. Instead of using the less precise console.log, we can connect a real debugger and control execution step by step. Most Node.js developers actually use one of two distinct setups: This guide will show you how to use both technologies, with a clear step-by-step workflow for each.
Read Post
perforce

Introducing a Smarter Path to Intelligent Testing With Perforce Autonomous Testing

Jul 13, 2026 By Perforce In Perforce
Software teams are under constant pressure to release faster. Yet testing, the safeguard that protects quality, has not kept pace with modern delivery speeds. More code and shorter sprints overwhelm QA capacity, while fragmented tools and late-stage performance checks create bottlenecks that slow everything down. The question is not whether testing needs to evolve. The question is how to evolve without a costly rip-and-replace of your existing stack.
Read Post

Copyright © 2026 OpsMatters™. All rights reserved.