[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, December 31, 2021

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 Dependency Pitfalls] Artisanal "from-scratch" development

Thursday, December 30, 2021

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

[Python Dependency Pitfalls] What dev managers expect from Python candidates

Wednesday, December 29, 2021

Hey there, My friend Og is a senior manager at Red Hat and works with a large team of developers and quality engineers using Python. I got to pick his brain on what he thought were the most important

[Python Dependency Pitfalls] A total mess?

Monday, December 27, 2021

Hey there, Recently I watched a Pythonista ask for advice on setting up a Python project on his work machine. This new developer had some prior experience with NodeJS and had just started to get his

[PythonistaCafe] Q&A

Wednesday, December 22, 2021

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

You Might Also Like

📈 Why Is My Ping So High While Gaming? — How to Keep Your Android From Overheating

Saturday, May 4, 2024

Also: Using ChatGPT to Craft a Resume, and More! How-To Geek Logo May 4, 2024 📩 Get expert reviews, the hottest deals, how-to's, breaking news, and more delivered directly to your inbox by

JSK Daily for May 4, 2024

Saturday, May 4, 2024

JSK Daily for May 4, 2024 View this email in your browser A community curated daily e-mail of JavaScript news The Power of React's Virtual DOM: A Comprehensive Explanation Modern JavaScript

Daily Coding Problem: Problem #1431 [Medium]

Saturday, May 4, 2024

Daily Coding Problem Good morning! Here's your coding interview problem for today. This problem was asked by MongoDB. Given a list of elements, find the majority element, which appears more than

Ranked | The World's Top Media Franchises by All-Time Revenue 📊

Saturday, May 4, 2024

From Pokémon to Star Wars, some media franchises are globally recognizable. How do media franchises compare in terms of all-time revenue? View Online | Subscribe Presented by Voronoi: The App Where

Noonification: Read Code Like a Hacker With the SAST

Saturday, May 4, 2024

Top Tech Content sent at Noon! Get Algolia: AI Search that understands How are you, @newsletterest1? 🪐 What's happening in tech today, May 4, 2024? The HackerNoon Newsletter brings the HackerNoon

Weekend Reading — May the fourth

Saturday, May 4, 2024

This week we setup our new Minecraft server, play Spacewar, avoid burnout, wonder about Facebook AI spam, lose our passkeys, and claim stairs on the way back home. 😎 Labnotes (by Assaf Arkin) Weekend

Google lays off workers

Saturday, May 4, 2024

Plus: Tesla cans its Supercharger team and UnitedHealthcare reveals security lapses View this email online in your browser By Kyle Wiggers Saturday, May 4, 2024 Image Credits: Tomohiro Ohsumi / Getty

When It Rains, It Pours ☔

Saturday, May 4, 2024

Why the umbrella's design can't be beat. Here's a version for your browser. Hunting for the end of the long tail • May 04, 2024 Hey there, Ernie here with a refreshed piece about umbrellas

🐍 New Python tutorials on Real Python

Saturday, May 4, 2024

Hey there, There's always something going on over at realpython.com as far as Python tutorials go. Here's what you may have missed this past week: Python's unittest: Writing Unit Tests for

Microsoft Outlook Flaw Exploited by Russia's APT28 to Hack Czech, German Entities

Saturday, May 4, 2024

THN Daily Updates Newsletter cover Webinar -- Data Security is Different at the Petabyte Scale Discover the secrets to securing fast-moving, massive data sets with insights from industry titans