Systems | Development | Analytics | API | Testing

If you’re an SDET who’s been using Playwright for API testing, you might be all too familiar with the frustrations of dealing with database dependencies, data management, and the endless need for cleanup. Let’s face it – Playwright, while fantastic for UI testing, can be cumbersome when it comes to API testing. But what if there’s a better way to handle this?

When it comes to building resilient software, stress testing is like a rigorous obstacle course for your system, pushing it to its absolute limits. Think of it as bootcamp training where your app must endure and thrive under extreme conditions. For Developers, SDETs, and QAs, mastering stress testing is not just a skill—it’s a necessity. In this comprehensive guide, we’ll dive deep into stress testing, with a focus on details, statistics, tools, and actionable insights.

Right tools can make a lot of difference, and in the world of software development, it’s absolutely true. VS Code, with its rich ecosystem of extensions, has become the go-to code editor for developers worldwide. As of 2025, here are the five must-have VS Code extensions that every developer should consider adding to their toolkit. These tools not only save time but also enhance our coding experience, ensuring that you can focus on what truly matters: building amazing software.

What would happen if your software faced an unpredictable input that no one ever thought to test? Could it withstand the challenge or fail catastrophically? Software has been a backbone for every industry, whether e-commerce platforms or the finance industry. For this to be relied on, software must be robust, reliable, and secure to function absolutely seamlessly.

Language capabilities have virtually changed from what it once was, thanks to the newest AI advancements that made huge leaps in language-based tasks. Fittingly enough, today, two so highly spoken-of models that usher content development, interaction, and debugging are ChatGPT 4.0 and Claude 3.5 Sonnet. Creating possibilities or tasks for the user has deservedly led to the necessity of being able to weigh up the opponents, so as to make the right decision for themselves.

When we develop a software, ensuring its reliability, functionality, and maintainability is our highest priority. And for that, Software testing is a vital pa rt of the software development lifecycle, and unit testing and integration testing are two crucial testing methodologies used to validate code quality. While both play essential roles, they focus on different aspects of the application and serve distinct purposes.

Testing without any direction is the same as navigating without a map. It is disorganized, full of errors, weak outcomes, and fraught with risks. This is where test strategy comes into play, for the clarity of the pathway, robust structure of tests, and alignment of the project’s goals. Have a read about how test planning could prove to be a game changer for your organizations.

AI has come as a game-changer in plenty of industries, with OpenAI’s GPT series setting the pace in natural language processing and decision-making abilities. The latest edition, GPT-4, promises even more powerful features, like enhanced accuracy, enlarged context window, and improved performance for grape tasks. However, before the adoption of this avant-garde technology, it is necessary to understand how much GPT-4 costs.

The API Waterfall is a sequentially and methodically defined approach for managing data flows and integration of services in software development. Aligned to the traditional waterfall methodology, the architectural model essentially targets a step-wise flow of events where each stage depends on the completion of the previous step.

In k8s world every resource created via controller. Like there are inbuilt controllers for pods, deployments , replica set etc. So basically, Controllers are nothing but a control loop that continuously monitor the state of the cluster and take actions to bring the cluster into the desired state. The resources have a spec that provides the desired state. The controller checks the current states.