[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] Artisanal "from-scratch" development

Sunday, February 20, 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

[PythonistaCafe] Q&A

Saturday, February 19, 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] What dev managers expect from Python candidates

Saturday, February 19, 2022

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] How to set the world on fire

Friday, February 18, 2022

Hey there, #1 on my list of dependency management pitfalls is there for a good reason: It lead to a single developer causing mayhem and breaking thousands of open-source projects around the world in

[PythonistaCafe] What's in PythonistaCafe for you?

Friday, February 18, 2022

Hey there, A couple of years ago I'd become quite interested in martial arts. Hours upon hours of watching "The Karate Kid" growing up must've taken their toll on me... And so, I

You Might Also Like

🎮 Forget the PS5 Pro, I Still Love My PS4 — The Best Lock Screen Widgets for iPhone

Friday, May 3, 2024

Also: Smart Home Mistakes to Avoid, and More! How-To Geek Logo May 3, 2024 Did You Know Half of the world's geysers are located in Yellowstone National Park. 🔑 More Passkeys Happy Friday! You can

JSK Daily for May 3, 2024

Friday, May 3, 2024

JSK Daily for May 3, 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

Musk raises $6B for AI startup

Friday, May 3, 2024

Also, is TikTok dodging Apple's commissions? View this email online in your browser By Haje Jan Kamps Friday, May 3, 2024 Welcome to Startups Weekly — Haje's weekly recap of everything you can

SWLW #597: Seek first to understand, The "Iterative Adjacent Possible", and more.

Friday, May 3, 2024

Weekly articles & videos about people, culture and leadership: everything you need to design the org that makes the product. A weekly newsletter by Oren Ellenbogen with the best content I found

iOS Dev Weekly - Issue 659

Friday, May 3, 2024

Is Swift 6 hitting one of the REAL hard problems? Not generics, not data race safety, but naming things! 😬 View on the Web Archives ISSUE 659 May 3rd 2024 Comment Naming things is one of the two hard

Daily Coding Problem: Problem #1430 [Easy]

Friday, May 3, 2024

Daily Coding Problem Good morning! Here's your coding interview problem for today. This problem was asked by Facebook. You have a large array with most of the elements as zero. Use a more space-

Making sense of product management

Friday, May 3, 2024

​ Getting a sense of product sense Whenever I hear the term product sense, I think back to a Seinfeld episode about write-offs (with a little artistic license). Jerry: “You don't even know what

Charted | The Carbon Footprint of Major Travel Methods 🌐

Friday, May 3, 2024

Transport accounts for nearly one-quarter of global energy-related CO2 emissions. This chart shows the carbon footprint of travel methods. View Online | Subscribe Presented by: Morningstar Discover the

Apple's AI Strategy, At Your Service

Friday, May 3, 2024

The relative calm before the "AI, AI, AI, AI, AI" storm... Apple's AI Strategy, At Your Service By MG Siegler • 3 May 2024 View in browser View in browser At one point during Apple's

5 gadgets I never fly without

Friday, May 3, 2024

How to save on internet; BYO AI; Gemini features we need; Prime Day 2024 -- ZDNET ZDNET Tech Today - US May 3, 2024 placeholder I fly 10 times a year. These 5 tech gadgets are lifesavers From recording