Affichage des articles dont le libellé est Python. Afficher tous les articles
Affichage des articles dont le libellé est Python. Afficher tous les articles

dimanche 19 octobre 2025

Pydantic: Your new data bodyguard

Picture this: you order a burger online. You’re expecting something juicy and delicious... but the delivery guy hands you a necktie instead 😵

Without Pydantic, that’s pretty much daily life for our Python functions. You expect an int, but you get a str that looks like a number or worse, None. The code crashes at runtime, and you waste hours debugging TypeErrors or, even worse, silent bugs.

Pydantic is the strict bodyguard standing at the door of your function, API, or data pipeline. It says:
“Show me what you’ve got. I’ll check it, convert it if I can, and hand it back in exactly the format you expect.”

Why is it so brilliant? A quick example says more than a thousand words (compatible with Pydantic v2):

In the attached example, Pydantic has:

  • Validated types, name is a string, score is a positive integer.
  • Parsed the string "1995-04-12" into a native Python date object automatically.
  • Guaranteed that your data is safe and matches your expectations. If score had been -10, it would’ve raised a clear, immediate error, saving you from a potential bug.

Why should every Pythonista know it?

  • 🕒 Time Saver: No more miles of if isinstance(...) checks. Validation becomes declarative.
  • Confidence: You can fully trust the shape and type of your data once it’s passed through the Pydantic gate.
  • 🌍 Universal Pivot: It’s everywhere, the standard for FastAPI, essential for configuration, data parsing, and beyond.

It’s not just a library, it’s a shift in mindset: declare your data shape, and let the machine handle the grunt work.

P.S. If you’re passionate about data quality and cleaning (because having a “bodyguard” is great, but preparing your data upstream is even better 😉), check out my course on #LinkedInLearning:
👉 https://lnkd.in/eXegxieF

Do you already use Pydantic? What’s your favorite feature or your best tip to get the most out of it?

#Python #Pydantic #Development #BestPractices #CodeQuality #FastAPI #DataEngineering #DataCleaning #DataQuality

vendredi 30 août 2024

Boost your business with Python: 5 reasons to get started today

Python isn't just another programming language; it's a tool that has transformed industries and empowered businesses to innovate. Whether you're a seasoned entrepreneur or a tech enthusiast, Python offers something valuable. But what makes Python so special, and why should you consider adding it to your skillset? Let's dive in.

A brief history of Python:

Python was created in the late 1980s by Guido van Rossum, with its first release in 1991. The idea behind Python was simple: develop a language that’s easy to read and write. Python was designed to emphasize code readability and simplicity, allowing programmers to express concepts in fewer lines of code. Over the years, it has evolved into one of the most popular programming languages in the world, used by millions of developers and companies.

Why is Python so popular?

Python’s popularity stems from its simplicity and versatility. It’s a language that's easy to learn for beginners yet powerful enough for seasoned developers. Here are a few reasons why Python has become a favorite:

* Ease of Learning: Python’s syntax is clean and straightforward, making it accessible for those new to programming.

* Rich Libraries: Python boasts a vast collection of libraries and frameworks, from data analysis with Pandas to web development with Django, and even AI with TensorFlow.

* Community Support: With a large, active community, finding help or resources is never an issue.

* Cross-Platform: Python runs on various platforms, ensuring your code works seamlessly across different environments.

5 reasons to learn Python to boost your business:

Here’s where the real magic happens. Learning Python can be a game-changer for your business. Let’s explore five compelling reasons:

* Automate and Optimize Processes

Python allows you to automate repetitive tasks, saving time and reducing human error. From managing data entry to automating marketing reports, Python can streamline operations, letting you focus on what matters most—growing your business.

* Leverage the Power of Data Science and AI

Data is the new oil, and Python is the drill. With its powerful libraries like Pandas, NumPy, and Scikit-learn, Python enables you to extract insights from data, predict trends, and make data-driven decisions. The rise of AI is reshaping industries, and Python is at the forefront, making it easier to implement machine learning models that can revolutionize your business.

* Deploy Lean Six Sigma for Continuous Improvement

Lean Six Sigma is all about reducing waste and improving quality. Python’s versatility allows for efficient data analysis and process automation, making it an excellent tool for Lean Six Sigma practitioners. By integrating Python into your Lean Six Sigma initiatives, you can enhance process optimization, drive quality improvements, and achieve better outcomes faster.

* Enhance Web Development with Powerful Backends

Whether you’re launching a startup or revamping an existing platform, Python’s frameworks like Django and Flask provide robust and scalable backends for web applications. These frameworks allow you to quickly build and deploy web applications, giving your business a strong online presence with minimal overhead.

* Create Custom Solutions Tailored to Your Needs

Every business is unique, and sometimes off-the-shelf solutions just don’t cut it. Python’s flexibility lets you develop custom software tailored to your specific needs. Whether it’s a specialized CRM system, a unique inventory management tool, or an internal communication platform, Python can bring your vision to life, giving you a competitive edge.

Python isn’t just a programming language; it’s a catalyst for innovation. By learning Python, you equip yourself and your business with the tools needed to thrive in a tech-driven world. From automating mundane tasks to implementing cutting-edge AI solutions, Python offers endless possibilities. So why wait? Start your Python journey today, and watch your business transform.

From quotes of wisdom

From quotes of wisdom