Systems | Development | Analytics | API | Testing

When your company deployed its first large language model last quarter, your CTO probably didn't mention you'd need entirely new tools to understand what's happening under the hood. But here we are. AI Observability isn't just another tech buzzword—it's the difference between confidently leveraging AI and crossing your fingers hoping nothing breaks.

Data management is one of the most important aspects of Selenium test automation, as it allows for the perfect reading and writing of files. One simple method is using Excel files to store and retrieve test data. Apache POI (Poor Obfuscation Implementation) is a powerful Java library that allows Selenium WebDriver to read, write, and modify Excel files in XLS and XLSX formats. This improves the flexibility and maintainability of test scripts to support data-driven testing.

In today's rapidly evolving software testing landscape, maintaining high-quality assurance standards is more critical than ever. Test Case Management plays a pivotal role in ensuring that software meets user expectations and functions flawlessly. Whether you're a QA professional, a software tester, or a developer, understanding and effectively implementing Test Case Management can significantly impact your project's success.

Before we can release our software to end users, we must perform different kinds of tests to ensure that the application is bug-free and meets business requirements. When users begin using the application, various things can cause the application to behave unexpectedly, for some of the following reasons: For large-scale applications, these things are crucial to know before a full-fledged release.

AI models are not just about LLMs and generating text. Multimodal vision models—which understand and generate images, videos, and even audio alongside text—are enabling new AI applications. At their core, multimodal vision models combine: There are several different types of multimodal vision models: vision-language models (VLMs) that generate text based on images, vision-reasoning models that answer complex questions based on images, and more.

Hybrid testing is the testing approach which balances manual with automated testing to achieve the best of both worlds. It is effective because software testing by nature requires both the creativity of humans and the automating powers of machines.

Motorsports have always been synonymous with speed, precision, and innovation—both on the track and in the way they engage fans. In an era where digital experiences define audience expectations, realtime data has become the driving force behind deeper, more immersive fan engagement.

Toxic player behavior will drive players away from an otherwise successful game. While friendly banter and trash talk can build camaraderie, context matters—as what’s okay among longtime friends might be harassment to a stranger. How can studios create a positive atmosphere for all while still allowing friends to have a little fun at each other’s expense?

Are your website visitors actually engaging with your content, or are they bouncing before taking meaningful action? Driving traffic is one thing, but understanding what users do once they land on your site is what separates successful businesses from the rest. That’s where Google Analytics 4 (GA4) Events Reports come in. GA4 doesn’t just track page views—it provides a detailed breakdown of user interactions, from button clicks and video views to purchases and form submissions.

Perforce recently refreshed our brand with a new logo and color palette. This new brand look and feel brings our product portfolio together under a unified, modern identity that showcases the full power of Perforce. Now, we're taking one more step toward unifying the Perforce portfolio by simplifying some of our product names.