Systems | Development | Analytics | API | Testing

Your Playwright test clicks Next page, waits for the item list, and times out. Now you’re digging through a trace to find out whether the page broke or an API call failed. Traditional browser-testing workflows focus on clicks, page state and UI assertions. Those checks tell you whether a user journey works, but investigating a failure also means understanding the APIs behind the page.

An AI that drafts a listing or summarizes a lease is now ordinary in real estate software. The change worth watching is software that can carry out work inside the systems a business actually runs on. That change is easy to underestimate. In a demo, an agent that schedules a viewing or processes a renewal can look straightforward.

‍ EHR data migration involves transferring clinical, administrative, and patient records between electronic health record systems. The process requires accurate data extraction, transformation, patient identity matching, validation, and integration with existing healthcare infrastructure. Healthcare organizations often undertake EHR migrations during platform replacements, hospital mergers, infrastructure modernization, and system consolidation.

‍ Healthcare IT modernization involves upgrading legacy clinical applications, infrastructure, and data architectures to improve operational efficiency and system resilience. It enables healthcare organizations to adopt scalable cloud environments while maintaining clinical data integrity and regulatory compliance. Healthcare cloud modernization requires careful migration of electronic health records (EHRs), laboratory systems, and medical imaging platforms.

Jared Lynskey recently wrote a sponsored post, trying out Patch with his app, maru. This article is a follow up about using it in production on Fly.io, including any problems he encountered. Last month I moved maru’s over-the-air updates from my own expo-updates server to Codemagic Patch. Everything in that post ran against Patch’s local evaluation stack on my laptop. The section on production was a plan, with a note to myself to replace it once it had actually happened.

Traditional software monitoring builds reliability by tracking uptime, latency, and error rates. As artificial intelligence moves into core enterprise operations, establishing robust observability in AI becomes essential to measure what systems do once live, moving far beyond basic prediction accuracy and server health. Modern non-deterministic models and autonomous AI agents act rather than just predict.

The ultimate constraint in payment testing is not how many test cases we can write.It is how much meaningful reality we can afford to observe.

Fivetran Activations gives Salesforce what it’s missing: trusted, governed warehouse data that powers real-time GTM workflows without custom engineering.