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Python
6 May 2026 6 min

FastAPI Guide: Build a Production API Step by Step

A step-by-step FastAPI build: request validation with Pydantic models, response models that control what leaves the API, dependency injection, proper status codes and errors, tests with TestClient and dependency overrides, then the settings, workers and health checks a production deployment needs.

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Python
6 May 2026 6 min

How to Structure a Python Project the Right Way

A Python project layout that works from the first commit: why the src layout catches packaging mistakes, a complete pyproject.toml with dependencies and a command, where tests and configuration go, running the package with python -m, and the files that should never be committed.

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Python
6 May 2026 6 min

Lambda Functions, map, filter and reduce in Python

Lambda, map, filter and reduce explained by what they are good for: key functions for sorting and max, map and filter as lazy one-shot iterators, why reduce is usually replaced by a built-in, the operator module, and the loop-variable trap that makes every lambda return the same value.

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Python
6 May 2026 6 min

Multithreading vs Multiprocessing in Python

Threads or processes? A timed experiment with concurrent.futures shows the rule the global interpreter lock creates: threads help while programs wait, processes help while they compute. Then the costs of each, shared state and locks, the Windows and macOS start-up rule, and a decision table that includes asyncio.

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Azure Data Factory
6 May 2026 9 min

Handling Errors and Retries in ADF Pipelines

Error handling in Azure Data Factory has a trap: a pipeline can catch a failure, send an alert and still be reported as succeeded. This guide covers retry and timeout settings, the four conditional paths, the rule that decides a pipeline's status, modelled across four patterns, and the Fail activity.

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Python
6 May 2026 6 min

Pandas Performance: Making Your Code 10x Faster

Where pandas code loses its time and the fixes that recover it, each timed on 200,000 rows: replacing iterrows and row-wise apply with column arithmetic, np.select for if-else logic, built-in groupby aggregations instead of lambdas, category columns for memory, and loading only what you need.

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