Performance

Articles

Rubik's cube being solved A Tester's Role in AIOps

“AIOps” stands for “artificial intelligence in IT operations,” or using machine learning and data science to solve IT problems. AI can help with many IT functions, including detecting and remediating outages, monitoring availability and performance, and IT service management. Like with DevOps, a tester plays an important part with AIOps—they just have to determine what that is.

Bhavani Ramasubbu's picture Bhavani Ramasubbu
Tachometer gauge on a dashboard From Performance Tester to Performance Engineer

Many performance testers think that after a few years of experience, they automatically become performance engineers. However, it isn't that straightforward; the route to becoming performance engineer is a long and continuous journey. This article details the many things performance engineers need to do beyond performance testing, and it gives an outline for steps to take to advance your career.

Arun Kumar Dutta's picture Arun Kumar Dutta
Power button Simplify Continuous Operation Tests with a Periodic Reboot

Continuous operation tests find important bugs, partly as a result of their long operation and partly by increasing the probability of finding statistical bugs. However, CO tests have their own downsides. Mandating a periodic reset or reboot can work around these issues, as well as save time and cost for testing, reproduction, debugging, and fix verification.

Michael Stahl's picture Michael Stahl
Testers looking at graphs of performance test results Responsibly Reporting Performance Test Results: Trends, Noise, and Uncertainty

In order for performance test results to have value, you should report them in context. There are two main considerations: How do these compare to previous results? And how can we provide early reports on performance while emphasizing that these are preliminary results that may change significantly as we progress? Here are some ideas for responsible reporting.

Michael Stahl's picture Michael Stahl

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