I am curious to hear how everyone performs quality and assurance testing for updates to pipeline versions. It is reported that developers of bioinformatics pipelines spend 60% or more of their time testing their software. What strategies or tools do you currently use? How long does it take you to perform exhaustive QA testing? Is there anything that you wish existed that you could use for QA testing? What would make this less time-intensive whilst not sacrificing software quality?