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Python by Structure: Return Value Transformations with Decorators
Timothy was working on a text processing module when he noticed something odd. “Margaret, I have five functions that all

Using One Database for Two Apps: Should You Copy Your Models or Import Them?
Using One Database for Two Apps: Should You Copy Your Models or Import Them? When you work on a project

Introduction to Python Metaclasses
Metaclasses are one of those Python features that sound complicated but are actually based on a simple idea: Classes create

How to Publish a Python Package to PyPI
Introduction I recently developed and published my first Python library to PyPI. This article is not about the technical details

Mastering Python Code Quality: A No-Nonsense Guide to Tools That Actually Prevent Technical Debt
Hey fellow engineers—tired of codebases that start clean and end up as tangled messes? You’re not alone. Most teams slap

Visualização de dados em Python
Quando alguém fala em “limpar dados”, a primeira imagem que costuma vir à cabeça é abrir um Jupyter Notebook e

The Elegant Architecture of Pythonic Data: From Verbose to Virtuosic
You’ve been there. Staring at a screen of your own code—code that works perfectly fine. It passes the tests, it

The Unseen Architecture of Python: Mastering Environments, Typing, and Memory
You’ve spun up countless Python projects. The ritual is familiar: create a directory, initialize a virtual environment, install dependencies, and

Python basics – Encapsulation and Attributes
Encapsulation & Property Project: Build a “Bank Account System” that demonstrates encapsulation, private attributes, and the use of Python’s @property