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These 12 Python Libraries Solve Problems I Used to Overcomplicate

11 min readOct 24, 2026

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Photo by Rubaitul Azad on Unsplash

There was a time when I thought good Python developers wrote everything themselves.

Need to retry an API request? Write a custom loop.

Need to process a large CSV file? Load everything into Pandas and hope memory holds up.

Need to validate incoming data? Add a collection of if statements.

Need to build a command-line tool? Start with input(), print statements, and a growing pile of conditions.

It felt productive. I was writing code, solving problems, and learning along the way.

But eventually, I noticed something uncomfortable.

Some of my longest solutions were solving problems that other developers handled with a single function call.

The problem wasn’t that I couldn’t write the code. It was that I kept solving problems at a lower level than necessary.

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Arfa
Arfa

Written by Arfa

Freelancer | Programmer | Software Engineer

Python in Plain English
Python in Plain English

Published in Python in Plain English

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