Insights from Qanovix
Practical perspectives on software development, quality engineering, automation, data, accessibility and AI.
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Test Automation
Choosing Between Playwright, Selenium and Cypress in 2026
The right framework is the one your team can reliably maintain and integrate into delivery, not simply the newest one.
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Data Quality
A Practical Checklist for Source-to-Target Data Validation
A pipeline can complete successfully and still deliver incorrect data. Eight checks that prove it arrived complete and correct.
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Quality Engineering
What a Release Quality Summary Should Include
“Testing is complete” is not a release decision. What leaders need to see: what was tested, what wasn’t, and what risk remains.
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Accessibility
Why Automated Scans Are Only the Beginning of Accessibility Testing
Passing an automated scan does not mean an application is accessible. Where scanners stop, and what human testing adds.
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AI Solutions
How to Evaluate an LLM Feature Before It Reaches Customers
LLMs don’t behave like traditional software, so they can’t be tested like it. A practical evaluation approach before launch.
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Software Development
Modernizing a Legacy Application Without a Big-Bang Rewrite
“Let’s rewrite everything” is a tempting answer. An incremental path that keeps the business running while the system improves.
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