Systems | Development | Analytics | API | Testing

11 Tools to Monitor API Performance and Availability in Real Time (2026)

Choosing API monitoring tools can be overwhelming, with feature lists and buzzwords competing for attention. When you’re responsible for business-critical APIs, the best tool is the one that delivers real-time, actionable data and fits your system’s actual needs.

Smarter, faster CI/CD for the new AI-powered development loop

Most AI coding tools run in a Linux container somewhere. Codespaces is Linux. Copilot’s coding agent works in an ephemeral, Actions-powered Linux environment. Nearly every agent framework assumes a container that spins up in seconds. None of them can build your iOS app, or have build cache to speed up the builds, or have simulators that can run tests that you can view.

Agentic AI Just Rewrote the Data Engineer's Job Description. Here's What IT Leaders Need to Know.

Gartner predicts that 70% of today's data engineering tasks will be fully automated by 2030. I put that number to Tim Garrod, Qlik's Head of Product Management for data integration and quality, on a recent Qlik Insider session, and his answer is the one every CIO, CDO, and VP of IT should sit with: automation doesn't make the data engineer obsolete, it makes the good ones ten times more valuable. AI amplifies skilled judgment. It doesn't replace it.

Turn every spec change to a green test: A step-by-step guide to AI-assisted API test sync

Imagine this scenario: your engineering team just pushed a spec update. A field was removed, an endpoint renamed, a new required parameter appeared on the payments API. Nobody told QA. Three days later, your regression suite lights up red across a dozen tests that have nothing to do with the actual bug. They’re failing simply because the tests are stale. Someone spends the next afternoon manually diffing the old spec against the new one, hunting for what changed, then rewriting test steps by hand.

10 Best Client Dashboard Software for Agencies & Digital Marketers in 2026

Let’s be real—clients don’t care about how much effort you put in. They only care about results. If you’re not delivering clear, real-time performance insights with zero fluff, you risk losing their trust—and their business. That’s why a good client dashboard software is a necessity. It can take the guesswork out of reporting, and give your clients a crystal-clear view of their campaigns without endless emails or confusing spreadsheets.

Top Enterprise Software Development Firms for Oil and Gas

Oil and gas IT budgets in 2026 lean toward modernization, not headcount. Drilling data, old SCADA systems, legacy ERP - none of it talks to AI tools without real software work behind the scenes. Cybersecurity rules tightened across the EU and US this year, too. Internal teams rarely cover seismic interpretation, OT security and cloud migration all at once. That gap is why operators keep hiring specialized firms instead of growing every skill in-house.