Overview

This book gives developers a direct, unfiltered walkthrough of the real problems that ruin Python codebases. No fluff, no theory dumps-just the patterns that cause bugs, outages, slowdowns, data corruption, and security failures, with clear fixes for each one. Across 50 battle-tested red flags, the book breaks down how weak decisions in code quality, architecture, concurrency, performance, testing, and security create systems that collapse under pressure. Each pattern shows you what the mistake looks like, why it's a failure, and how to correct it without introducing new problems. If you're a junior developer, it exposes the traps you keep falling into. If you're a senior, it gives you a faster way to audit code and eliminate recurring issues. If you maintain Python systems at any scale, it gives you a framework for spotting structural risks early-before they turn into expensive rewrites or production incidents. Readable, precise, and grounded in real engineering practice, this book functions as a field manual for anyone who wants to ship Python code that doesn't erode over time.

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