4d ago · 6 min read · Every sprint we export a JSON dump from Kibana, scroll through hundreds of log entries, and tell ourselves we will turn them into test cases later. Later never comes. The logs contain real API calls.
Join discussionMay 13 · 4 min read · Every growing Python codebase eventually develops the same problem: Architectural rules exist… but only in people’s heads. You hear things like: “API modules should never import the database directly
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May 5 · 4 min read · You have a Postman collection with 40 requests. Organized into folders. With test scripts that check status codes. You spent time on this. It's good. You also have a CI pipeline that has never heard o
Join discussionApr 29 · 3 min read · When I started Stage 3 of the QA Engineering task, I initially thought it would just be about writing automated tests. But very quickly, I realized this stage was testing something deeper. A very impo
Join discussionJan 30 · 3 min read · pytest is one of the most widely adopted testing frameworks in the Python ecosystem. It provides a clean, expressive, and highly extensible way to write tests—ranging from simple unit tests to large-scale API and integration test suites. Tests are wr...
Join discussionJan 12 · 3 min read · Python requests Module requests is a high-level HTTP client for Python that lets you talk to APIs using simple, readable code instead of low-level networking. What Really Happens When You Call requests.get() Below is get call with params - requests.g...
Join discussionOct 18, 2025 · 8 min read · n Machine Learning, we often get fixated on one metric: accuracy. But what happens when your model, which scored 95% in your notebook, gets deployed to production and silently fails on real-world, messy data? This is where testing comes in. Not just ...
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Sep 14, 2025 · 2 min read · I want to ensure I have a test environment set up for all the feature functionality that I want to implement can be tested beyond just the Streamlit app itself, as setting up the project correctly from the get-go is really important. By having a test...
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Jul 8, 2025 · 14 min read · With the recent advancements in AI, tools like ChatGPT have made the development process faster and more accessible. Developers can now write code and build web apps with some well-articulated prompts and careful code reviews. While this brings an in...
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