[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

[PythonistaCafe] What makes PythonistaCafe different

Sunday, July 10, 2022

Hey there, Mastering Python is *not* just about getting the books and courses to study—to be successful you also need a way to stay motivated and to grow your abilities in the long run. Many

[Sublime + Python Setup] Don’t build “nag screen muscle memory”

Sunday, July 10, 2022

Hey there, Once I worked with a developer who refused to buy a registered copy of Sublime for months on end, even though he *loved* Sublime. He used it as his main code editor every day and was very

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

Sunday, July 10, 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 Dependency Pitfalls] Artisanal "from-scratch" development

Saturday, July 9, 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

[Sublime + Python Setup] why Atom can’t replace Sublime

Saturday, July 9, 2022

Hey there, "In a nutshell, Atom is a Sublime Text editor that just got better." When I read this quote I got so worked up I nearly fell off my chair. Because every time I've tried Atom or

You Might Also Like

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

DeveloPassion's Newsletter #180 - Black Friday Week

Monday, November 25, 2024

Edition 180 of my newsletter, discussing Knowledge Management, Knowledge Work, Zen Productivity, Personal Organization, and more! Sébastien Dubois DeveloPassion's Newsletter DeveloPassion's

Meet HackerNoon's Latest Features: Boost Stories with Translations, Speech-to-Text & More

Monday, November 25, 2024

Hey, Hacker! HackerNoon's monthly product update is here! Get ready for a new version of the mobile app, more translation developments, a new AI Gallery, backend moves, and more! 🚀 This product

The ultimate holiday gadget gift

Monday, November 25, 2024

AI isn't hitting a wall; $70 off Apple Watch; 60+ Amazon deals -- ZDNET ZDNET Tech Today - US November 25, 2024 Meta Quest 3S Why the Meta Quest 3S is the ultimate 2024 holiday present This $299

Deduplication in Distributed Systems: Myths, Realities, and Practical Solutions

Monday, November 25, 2024

This week, we'll discuss the deduplication strategies. We'll see whether they're useful and consider scenarios where you may need them. We'll also do a reality check with the promises

How to know if your data has been exposed

Monday, November 25, 2024

How do you know if your personal data has been leaked? Imagine getting an instant notification if your SSN, credit card, or password has been exposed on the dark web — so you can take action

⚙️ Amazon and Anthropic

Monday, November 25, 2024

Plus: The hidden market of body-centric data ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌

⚡ THN Recap: Top Cybersecurity Threats, Tools & Tips (Nov 18-24)

Monday, November 25, 2024

Don't miss the vital updates you need to stay secure. Read the full recap now. The Hacker News THN Recap: Top Cybersecurity Threats, Tools, and Practices (Nov 18 - Nov 24) We hear terms like “state