1d ago · 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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May 24, 2025 · 8 min read · Introduction Testing abstract anything has been a challenge for developers since the dawn of object-oriented programming. The Template Method Pattern (TMP) is a common design pattern that allows you to define the skeleton of an algorithm in a method,...
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