[Python Dependency Pitfalls] The Iceberg

Hey there,

The other day I read this quote from a Python developer that made me stop and think:

"As a noob with a little programming knowledge already, I've found setting up and installing things much harder than actually learning Python itself."

Isn't that surprising?

Shouldn't picking up the core language skills be much more difficult than learning the workflows AROUND the language?

I have a personal theory of why this happens:

The trouble is that the "difficulty distribution" for modern software development with Python is shaped like an iceberg.

And knowing your way around Python "the language" is just the tippy top of the iceberg.

The syntax of the language, working with the Python interpreter, where to find things in the standard library—

That's all challenging stuff for someone just starting out.

But it's also VISIBLE in plain sight.

Then there's a huge chunk of "ice" HIDDEN below the surface. A chunk that stalls the progress of many Python devs:

    - They don't know their way around standard tools like pip, virtualenv, or PyPI and it sabotages their productivity.

    - A lack of experience with the tools and the ecosystem surrounding the core language slows them down.

    - They lag behind other developers because of "re-inventing the wheel disease" and not knowing how to find and use quality Python packages.

(And there's more.)

Because these problems are invisible at first and quite counter-intuitive, many Pythonistas are missing an important part of the puzzle.

From personal experience I know it's easy to focus on the tip of the iceberg that's visible in plain sight—while completely ignoring the GIGANTIC MASS underneath.

And it makes sense—when you're learning a new skill for the first time it's impossible to "know what you don't know."

As they say, hindsight is 20/20.

And that's why focusing on the stuff that's invisible to a beginner but OBVIOUS to a more experienced dev is so powerful.

If you can focus on the hidden part of the iceberg and adopt the tools and workflows that experienced Python developers use, you'll find that you can make progress more easily…

And you'll pull ahead of your peers who are left wondering why their unsinkable "development ship" is filling up with water.

One of the easiest boosts you can get for your Python abilities is adopting the tried & tested dependency management workflows that experts use every day.

For more on how to use the Python "tools of the trade" and best practices like virtualenv, pip, and requirements files, go to:

realpython.com/products/managing-python-dependencies/

— Dan Bader

Older messages

[Python Dependency Pitfalls] "Re-inventing the wheel" disease

Friday, June 24, 2022

Hey there, PyPI, the Python packaging repository, now contains more than 100000 third-party packages in total. That's an *overwhelming* number of packages to choose from... And this feeling of

[Python Mastery] What Pythonistas can learn from bestselling authors

Friday, June 24, 2022

Hey there, I just finished reading Stephen King's "On Writing." It's a great little book where he shares some of the writing advice and stories he's picked up over the course of

[Python Mastery] The hidden costs of "copy-paste" Python programming

Thursday, June 23, 2022

Hey there, Here's a development story that plays out thousands of times each day: Avid Pythonista Max is working on a function to find the 10 oldest files in a nested directory hierarchy. He needs

[PythonistaCafe] Q&A

Thursday, June 23, 2022

Hey there, At this point you should have a pretty good idea of what PythonistaCafe is about and what makes it special. In this email I want to answer some common questions that I get asked about the

[Python Dependency Pitfalls] Artisanal "from-scratch" development

Thursday, June 23, 2022

Hey there, The other day I got this question from Newsletter member Newvick in my email inbox: ~~~ I'm trying to get past the beginner's stage in Python and one problem I have is: When do you

You Might Also Like

🔒 The Vault Newsletter: November issue 🔑

Monday, November 25, 2024

Get the latest business security news, updates, and advice from 1Password. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏

🧐 The Most Interesting Phones You Didn't See in 2024 — Making Reddit Faster on Older Devices

Monday, November 25, 2024

Also: Best Black Friday Deals So Far, and More! How-To Geek Logo November 25, 2024 Did You Know If you look closely over John Lennon's shoulder on the iconic cover of The Beatles Abbey Road album,

JSK Daily for Nov 25, 2024

Monday, November 25, 2024

JSK Daily for Nov 25, 2024 View this email in your browser A community curated daily e-mail of JavaScript news JavaScript Certification Black Friday Offer – Up to 54% Off! Certificates.dev, the trusted

Ranked | How Americans Rate Business Figures 📊

Monday, November 25, 2024

This graphic visualizes the results of a YouGov survey that asks Americans for their opinions on various business figures. View Online | Subscribe Presented by: Non-consensus strategies that go where

Spyglass Dispatch: Apple Throws Their Film to the Wolves • The AI Supercomputer Arms Race • Sony's Mobile Game • The EU Hunts Bluesky • Bluesky Hunts User Trust • 'Glicked' Pricked • One Massive iPad

Monday, November 25, 2024

Apple Throws Their Film to the Wolves • The AI Supercomputer Arms Race • Sony's Mobile Game • The EU Hunts Bluesky • Bluesky Hunts User Trust • 'Glicked' Pricked • One Massive iPad The

Daily Coding Problem: Problem #1619 [Hard]

Monday, November 25, 2024

Daily Coding Problem Good morning! Here's your coding interview problem for today. This problem was asked by Google. Given two non-empty binary trees s and t , check whether tree t has exactly the

Unpacking “Craft” in the Software Interface & The Five Pillars of Creative Flow

Monday, November 25, 2024

Systems Over Substance, Anytype's autumn updates, Ghost's progress with its ActivityPub integration, and a lot more in this week's issue of Creativerly. Creativerly Unpacking “Craft” in the

What Investors Want From AI Startups in 2025

Monday, November 25, 2024

Top Tech Content sent at Noon! How the world collects web data Read this email in your browser How are you, @newsletterest1? 🪐 What's happening in tech today, November 25, 2024? The HackerNoon

GCP Newsletter #426

Monday, November 25, 2024

Welcome to issue #426 November 25th, 2024 News LLM Official Blog Vertex AI Announcing Mistral AI's Large-Instruct-2411 on Vertex AI - Google Cloud has announced the availability of Mistral AI's

⏳ 36 Hours Left: Help Get "The Art of Data" Across the Finish Line 🏁

Monday, November 25, 2024

Visual Capitalist plans to unveal its secrets behind data storytelling, but only if the book hits its minimum funding goal. View Online | Subscribe | Download Our App We Need Your Help Only 36 Hours