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Imagine starting a new role. There is a build pipeline, but tests have been failing for months. How would you get the team to take action? Find the answers through this blog.

TestMu AI
January 11, 2026
In this session of the Testμ Conference 2022, we had Samantha Connelly, Lead Test Engineer at Entsia as our guest speaker, who joined Somesh Ojha, Director of Sales at TestMu AI, to show us how we can take our pipelines from meh to awesome!
Samantha starts the session by discussing how it is important to know the context of a new role. They insist that it is important to understand why a particular role exists or to survey the engineers in your team and ask them about their biggest pain points around testing and quality.

They then share some of the most common answers that they received. Bugs in production, inadequate test data, build, and test coverage took a lot of time.
Moving forward, Samantha talks about their company, Entsia’s tech. They discuss how their team uses Jenkins to help manage their builds. They point out that they have a dedicated server in the office for some of their old-school Jenkins and are trying to migrate to having a Jenkins instance in AWS, but that’s still a work in progress.
They then talk about other tools they use at Entsia, like the GWT (Google Web Toolkit), Mercurial repository, Java Shop (Gradle and Maven), and more.
Samantha then talks about how the patch system works in Mercurial. They further explain that the patch is applied in a queue, and instead of working on a branch, you create a patch and make all your changes there.

Everyone else’s patches will work in your local repository if you’re in the queue. This is great for encouraging regular small commits. If you have a piece higher up in the queue, it’s a great way to get incidental testing done. Also, if there’s anyone below you, they can perform random testing with your changes in place. Thus, conflicts are managed a little differently using this patch system.
Although you cannot check out your patch if you’re working on a file that conflicts with a patch further up, you tend to get fast feedback if someone’s working on the same code.
Samantha shares that they enjoy working on a patch system as it encourages small and regular commits rather than having long-lived feature branches, which can also introduce its challenges from a testing point of view. It makes it hard to trace back specific changes to broken tests, and they think that’s also a challenge using Git repositories as they’re unable to trace broken changes further down the pipeline back to a single code change.
They carry on to showcase the scripts that they have created:

Samantha then gives a tour of the old Jenkins. They further discuss their bug backlog management system and how it is handy for their testers. They also showcase their test environment using their Jenkins instance in AWS.
Samantha then goes on to discuss some of the UI testing issues. They insist on how seamless it would be to use a tool like TestMu AI, but it cannot be used with the current framework. However, they mentioned that DataDog synthetic UI tests are helpful as they allow you to monitor different test environments.

Samantha concludes by answering the million-dollar question – What is the future of testing? According to Samantha, the future of testing is neither shift left nor shift right. They insist that the future of testing is just getting more involved, picking up more skills, and adding more value; whether it’s on the business side or the engineering side, it would do wonders. Using the tools and the capabilities to help your teams, whether it’s improving your pipelines or just learning the technology your team is using, is what holds the future of testing.

They further answered the questions put forth by the audience, where Somesh Ojha, Director of Sales at TestMu AI, took the initiative to ask them on the audience’s behalf.
It was indeed an informative session with Samantha! The session ended with a few questions asked by the attendees to Samantha. Here is the Q&A:
There are like a gazillion different frameworks, and they all have different issues regarding quality. I’m biased towards working on native applications because you get a lot of quality out of the box for free, like accessibility. To be able to do screenshot testing easily or things along those lines, it’s just the tools evolving.
So I think the emulation and simulation technology for mobile testing have been exceptional and have become much better over the last couple of years. In the previous few mobile apps I’ve worked on; we didn’t pick up any device-specific bugs anymore. You could get away with doing more emulation and only simulation-based testing.
My main challenge as the first tester was getting up to speed because it is a complex product, and the founders have been working on it for ten years. There’s a lot of implicit knowledge in other people’s heads, and they’re kind of busy, and I always feel like a burden to go and ask them if they can help me figure out how to do some of this Maven stuff which sounds like it should be pretty straightforward. So, my biggest challenge has been finding time to try and get up to speed with other team members.
After the successful Testμ Conference 2022, where thousands of testers, QA professionals, and developers worldwide joined together to discuss on future of testing.
Join the testing revolution at TestMu AI Testμ Conference 2023. Register now!” – The testing revolution is happening, and you don’t want to be left behind. Join us at TestMu AI Testμ Conference 2023 and learn how to stay ahead of the curve. Register now and be a part of the revolution.

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