Your customers are complainin’, your monitors are alertin’, your thumbs are a-twiddlin’—whatever the symptom, the problem is that your application is too slow. And you want to find out why, so you can fix it. You could spin up your application on your laptop, do some benchmarking, and try to find the bottleneck. Sometimes, that’s all it takes, but quite often, local testing tells you nothing useful. For many performance bottlenecks, the only way to identify the problem is to […]

You’ve built a shiny Django app and want to release it to the public, but you’re worried about time-intensive tasks that are part of your app’s workflow. You don’t want your users to have a negative experience navigating your app. You can integrate Celery to help with that. Celery is a distributed task queue for UNIX systems. It allows you to offload work from your Python app. Once you integrate Celery into your app, you can send time-intensive tasks to […]

Vectorization in Python, as implemented by NumPy, can give you faster operations by using fast, low-level code to operate on bulk data. And Pandas builds on NumPy to provide similarly fast functionality. But vectorization isn’t a magic bullet that will solve all your problems: sometimes it will come at the cost of higher memory usage, sometimes the operation you need isn’t supported, and sometimes it’s just not relevant. For each problem, there are alternative solutions that can address the problem. […]

Templates are an essential ingredient in full-stack web development. With Jinja, you can build rich templates that power the front end of your Python web applications. But you don’t need to use a web framework to experience the capabilities of Jinja. When you want to create text files with programmatic content, Jinja can help you out. In this tutorial, you’ll learn how to: Install the Jinja template engine Create your first Jinja template Render a Jinja template in Flask Use […]

Are you interested in writing Python code on a Windows machine? Maybe you’re a lifelong Windows user getting into coding with Python, or perhaps you’re just beginning to branch out from macOS or Linux. In this tutorial, you’ll walk through an easy-to-follow and flexible Python coding setup on Windows 10. Note: Most of the steps here will work equally well on Windows 11. To set up your Windows machine for Python coding, you’ll: Clean and update a new Windows install […]

When your Celery tasks are too slow, and you want them to run faster, you usually want to find and then fix the performance bottleneck. It’s true, you can architect a solution where slow tasks don’t impact faster ones, and you may sometimes need to. But if you can manage to make all your tasks fast, that is ideal. To speed up your code, you need to identify the bottlenecks: which task is slow, and why it’s slow. In this […]

Creating dictionary-like classes may be a requirement in your Python career. Specifically, you may be interested in making custom dictionaries with modified behavior, new functionalities, or both. In Python, you can do this by inheriting from an abstract base class, by subclassing the built-in dict class directly, or by inheriting from UserDict. In this tutorial, you’ll learn how to: Create dictionary-like classes by inheriting from the built-in dict class Identify common pitfalls that can happen when inheriting from dict Build […]