Systems | Development | Analytics | API | Testing

The Test Tribe Calgary Meetup took place on 22nd January and featured David Paquette, Principal Software Engineer at Microsoft, who took us through the power of Playwright in making end-to-end testing seamless and reliable. If you've ever struggled with flaky tests, difficult test setups, or maintaining complex test code, this talk was packed with solutions. David demonstrated how to write stable cross-browser tests, debug efficiently using Playwright’s codegen, inspector, and trace viewer, and shared practical strategies to enhance test automation workflows.

AI isn’t a shortcut to perfect testing. It won’t magically fix your processes or write flawless code. But if used right, it will push testers and developers to think more critically. Instead of asking if AI should be part of testing, the real question is how to make it a true collaborator. That means: Using AI to highlight gaps, not blindly trusting its output Treating it as a thought partner, not an automation machine.

That’s where feature flags come in. They let you: Ship small, continuous changes without fear. Give different teams control over what and when features are released. Roll out to preview users before full deployment. It’s all about having control over production - without sacrificing speed. Watch the full QA Therapy episode to learn more!

Join us for an innovative session in our Weekly Walkthrough series, "FinOps Metrics That Matter," where we explore cutting-edge strategies to optimize both performance and cost in your Snowflake environment. Striking the perfect balance between high performance and cost efficiency is crucial. Yet, 80% of data management experts struggle with accurate cost forecasting and management (Forrester). We'll show you how to overcome these challenges and lead the pack in Snowflake FinOps.

AI isn’t replacing testers—it’s becoming an extension of how they think. Here’s how @Maaret Pyhäjärvi sees it: Applications make us more creative, acting as an “external imagination.” Testers do the same for developers—when devs anticipate tester feedback, their testing improves. AI, when used right, serves a similar role: it challenges us to refine and rethink, not just automate. The real power of AI in testing?Doing the work for usPushing us to think better.

What’s the Forecast? A look at data and AI in 2025 2025 is set to be a year of growth and change, particularly in the AI space. Over the last couple of years, AI has evolved from a niche technology to a driving force behind business strategies, innovation, and efficiency in almost every industry. Its impact is felt far and wide. It is not only shaping how we search for information, but how we digest and react to the world around us.

AI is changing the way developers and writers work, but not always in the ways we expected. Here’s what’s really happening in 2025: Developers are now spending more time reviewing AI-generated code than writing it. Faster isn’t always better. Writers who used to rely on peer feedback are getting instant AI edits—but at the cost of real collaboration. AI is a powerful tool, but it’s shifting roles instead of eliminating work. The question isn’t if you use AI, it’s how you integrate it.

Is your testing strategy ready for 2025? In this episode of Test Case Scenario, Jason Baum is joined by Maaret Pyhäjärvi, Principal Test Consultant at CGI, along with Diego Molina and Titus Fortner from Sauce Labs, to discuss the evolving landscape of quality assurance and business resilience. The panel delivers insights into the biggest challenges and opportunities for testing teams in 2025, from AI-assisted automation to the growing importance of accessibility testing.

"Monitoring is for your known unknowns. Observability is for your unknown unknowns." But what does that really mean? And where does exploratory testing fit into all of this? In this episode of QA Therapy, we sit down with Charity Majors, co-founder and CTO of Honeycomb, to dive into the evolving role of testing, monitoring, and observability in modern software development.

QA isn’t just about pre-production anymore. Testing is blending into the full development cycle, and exploratory testing plays a huge role. Charity Majors breaks it down: It’s about uncovering the unpredictable.