{"id":57512,"date":"2024-11-19T20:00:00","date_gmt":"2024-11-20T01:00:00","guid":{"rendered":"https:\/\/codesamplez.com\/?p=57512"},"modified":"2025-06-01T13:35:53","modified_gmt":"2025-06-01T17:35:53","slug":"python-decorators","status":"publish","type":"post","link":"https:\/\/codesamplez.com\/programming\/python-decorators","title":{"rendered":"Python Decorators Tutorial: Examples, Use Cases &amp; Best Practices"},"content":{"rendered":"\n<p><strong>Python decorators<\/strong> let you modify a function\u2019s behavior without changing its code. For example, you can just use <code>@decorator<\/code> syntax to add logging or timing to any function. <\/p>\n\n\n\n<p>In this tutorial, you\u2019ll learn how decorators work, see some real-world code examples and know about some best practices to follow. If you\u2019re new to decorators, buckle up; by the end of reading this article, you can use them like a pro.<\/p>\n\n\n\n<p>Tip\ud83d\udca1: Explore more <a href=\"https:\/\/codesamplez.com\/programming\/python-advanced-concepts\" target=\"_blank\" rel=\"noreferrer noopener\">advanced topics in Python<\/a> like this.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-are-decorators-in-python\">What Are Decorators in Python?<\/h2>\n\n\n\n<p>Think of decorators as fancy gift wrappers for your functions. They allow you to take an existing function and <strong>extend its behaviour<\/strong> without modifying its source code. It&#8217;s like adding superpowers to your functions on demand!<\/p>\n\n\n\n<p>In Python terms, decorators are just functions that modify other functions. They&#8217;re like powerful middleware that can execute code before and after the wrapped function runs. At a high level, decorators follow the\u00a0<strong>decorator design pattern<\/strong>: they take a function, add some behaviour, and then return it. <\/p>\n\n\n\n<p>In Python, they\u2019re compelling because functions are first-class citizens, meaning you can pass them around and manipulate them like any other object.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"your-first-decorator\">Your First Decorator: Baby Step<\/h2>\n\n\n\n<p>Let&#8217;s start with something straightforward:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-1\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">def my_first_decorator(func):\n    def wrapper():\n        <span class=\"hljs-keyword\">print<\/span>(<span class=\"hljs-string\">\"Something is happening before the function\"<\/span>)\n        func()\n        <span class=\"hljs-keyword\">print<\/span>(<span class=\"hljs-string\">\"Something is happening after the function\"<\/span>)\n    <span class=\"hljs-keyword\">return<\/span> wrapper\n\n@my_first_decorator\ndef say_hello():\n    <span class=\"hljs-keyword\">print<\/span>(<span class=\"hljs-string\">\"Hello!\"<\/span>)\n\n<span class=\"hljs-comment\"># When we call say_hello()...<\/span>\nsay_hello()\n<span class=\"hljs-comment\"># Output:<\/span>\n<span class=\"hljs-comment\"># Something is happening before the function<\/span>\n<span class=\"hljs-comment\"># Hello!<\/span>\n<span class=\"hljs-comment\"># Something is happening after the function<\/span><\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-1\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>\ud83d\udca1\u00a0The\u00a0<code>@<\/code>\u00a0syntax is just syntactic sugar! It&#8217;s the same as writing:\u00a0<code>say_hello = my_first_decorator(say_hello)<\/code><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-anatomy-of-a-python-decorator\">The Anatomy of a Python Decorator<\/h2>\n\n\n\n<p>Let&#8217;s break down the previous example and dive into step by step what&#8217;s happening:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>We define a function (<code>my_first_decorator<\/code>) that takes another function as an argument.<\/li>\n\n\n\n<li>Inside, we define a new function (<code>wrapper<\/code>) that calls the original function and modifies its result.<\/li>\n\n\n\n<li>We return this new&nbsp;<code>wrapper<\/code>&nbsp;function.<\/li>\n\n\n\n<li>When we use the\u00a0<code>@my_first_decorator<\/code>\u00a0Syntax, Python essentially does this behind the scenes:<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"800\" src=\"https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-workflow-diagram-1200x800.webp\" alt=\"Python Decorators Workflow Diagram during Program Execution\" class=\"wp-image-58870\" srcset=\"https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-workflow-diagram-1200x800.webp 1200w, https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-workflow-diagram-300x200.webp 300w, https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-workflow-diagram-768x512.webp 768w, https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-workflow-diagram.webp 1536w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-core-decorator-types\">Core Decorator Types<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-function-decorators\">Function Decorators<\/h3>\n\n\n\n<p>These are the most common type of decorators. They are used to modify or enhance functions or methods.<sup><\/sup> A function decorator is a higher-order function that takes a function as an argument and returns a new function (or a modified version of the original).<sup><\/sup><\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-key-characteristics\">Key Characteristics<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Can modify arguments or return values<\/li>\n\n\n\n<li>Wraps a single function or method.<\/li>\n\n\n\n<li>Can add functionality before or after the original function&#8217;s execution.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-example\">Example:<\/h4>\n\n\n\n<p>Refer to the<a href=\"#your-first-decorator\"> very first example<\/a> we shared earlier in this guide.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-class-decorators-the-object-oriented-approach\">Class Decorators: The Object-Oriented Approach<\/h3>\n\n\n\n<p>Class decorators are used to modify or enhance entire classes. A class decorator is a function that takes a class as an argument and returns a new class or a modified version of the original class.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-key-characteristics-0\">Key Characteristics<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Can be used for tasks like singleton creation or automatic registration of classes.<\/li>\n\n\n\n<li>Wraps an entire class.<\/li>\n\n\n\n<li>Can add or modify class attributes or methods.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-example-0\">Example:<\/h4>\n\n\n<pre class=\"wp-block-code\"><span><code class=\"hljs\">class Cache\n    def __init__(self):\n        self.data = {}\n    \n    def __call__(self, func):\n        @wraps(func)\n        def wrapper(*args, **kwargs):\n            key = str(args) + str(kwargs)\n            if key not in self.data:\n                self.data&#91;key] = func(*args, **kwargs)\n            return self.data&#91;key]\n        return wrapper\n\n@Cache()\ndef expensive_computation(n):\n    print(\"Computing...\")\n    return n * n\n\nprint(\"First try:\")\nprint(expensive_computation(10))\nprint(\"Second attempt:\")\nprint(expensive_computation(10))\n\n# Output\n# First try:\n# Computing...\n# 100\n# Second attempt:\n# 100<\/code><\/span><\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-built-in-decorators\">Built-in Decorators<\/h3>\n\n\n\n<p>Python comes with several built-in decorators that provide common functionalities. These are often used to interact with classes and methods in specific ways.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-staticmethod-decorator\">@staticmethod decorator<\/h4>\n\n\n\n<p>Declares a static method within a class. Static methods don&#8217;t receive an implicit first argument (<code>self<\/code> or <code>cls<\/code>). They are bound to the class and not the instance of the class.<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-2\" data-shcb-language-name=\"CSS\" data-shcb-language-slug=\"css\"><span><code class=\"hljs language-css\"><span class=\"hljs-selector-tag\">class<\/span> <span class=\"hljs-selector-tag\">MathUtils<\/span>:\n    <span class=\"hljs-keyword\">@staticmethod<\/span>\n    def add(x, y):\n        return x + y\n\nprint(MathUtils.add(<span class=\"hljs-number\">5<\/span>, <span class=\"hljs-number\">3<\/span>)) # <span class=\"hljs-attribute\">Output:<\/span> <span class=\"hljs-number\">8<\/span><\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-2\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">CSS<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">css<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<h4 class=\"wp-block-heading\" id=\"h-classmethod-decorator\">@classmethod decorator<\/h4>\n\n\n\n<p>Declares a class method. Class methods receive the class itself as the first argument, conventionally named <code>cls<\/code>. They can modify class state that applies across all instances of the class.<\/p>\n\n\n<pre class=\"wp-block-code\"><span><code class=\"hljs\">class Car:\n    num_wheels = 4\n\n    @classmethod\n    def get_num_wheels(cls):\n        return cls.num_wheels\n\nprint(Car.get_num_wheels()) # Output: 4<\/code><\/span><\/pre>\n\n\n<h4 class=\"wp-block-heading\" id=\"h-property-decorator\">@property decorator<\/h4>\n\n\n\n<p>Used to create getter, setter, and deleter methods for a class attribute, allowing you to treat a method like an attribute.<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-3\" data-shcb-language-name=\"HTML, XML\" data-shcb-language-slug=\"xml\"><span><code class=\"hljs language-xml\">class Circle:\n    def __init__(self, radius):\n        self._radius = radius\n\n    @property\n    def radius(self):\n        print(\"Getting radius\")\n        return self._radius\n\n    @radius.setter\n    def radius(self, value):\n        if value <span class=\"hljs-tag\">&lt; <span class=\"hljs-attr\">0:<\/span>\n            <span class=\"hljs-attr\">raise<\/span> <span class=\"hljs-attr\">ValueError<\/span>(\"<span class=\"hljs-attr\">Radius<\/span> <span class=\"hljs-attr\">cannot<\/span> <span class=\"hljs-attr\">be<\/span> <span class=\"hljs-attr\">negative<\/span>\")\n        <span class=\"hljs-attr\">print<\/span>(\"<span class=\"hljs-attr\">Setting<\/span> <span class=\"hljs-attr\">radius<\/span>\")\n        <span class=\"hljs-attr\">self._radius<\/span> = <span class=\"hljs-string\">value<\/span>\n\n<span class=\"hljs-attr\">c<\/span> = <span class=\"hljs-string\">Circle(5)<\/span>\n<span class=\"hljs-attr\">print<\/span>(<span class=\"hljs-attr\">c.radius<\/span>) # <span class=\"hljs-attr\">Calls<\/span> <span class=\"hljs-attr\">the<\/span> <span class=\"hljs-attr\">getter<\/span>\n<span class=\"hljs-attr\">c.radius<\/span> = <span class=\"hljs-string\">10<\/span>   # <span class=\"hljs-attr\">Calls<\/span> <span class=\"hljs-attr\">the<\/span> <span class=\"hljs-attr\">setter<\/span><\/span><\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-3\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">HTML, XML<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">xml<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-levelling-up-python-decorators-with-arguments\">Levelling Up &#8211; Python Decorators with Arguments!<\/h2>\n\n\n\n<p>Python decorators can take arguments if you want it to. Here&#8217;s a simple example:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-4\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">def repeat(times):\n    def decorator(func):\n        @wraps(func)\n        def wrapper(*args, **kwargs):\n            <span class=\"hljs-keyword\">for<\/span> _ in range(times):\n                result = func(*args, **kwargs)\n            <span class=\"hljs-keyword\">return<\/span> result\n        <span class=\"hljs-keyword\">return<\/span> wrapper\n    <span class=\"hljs-keyword\">return<\/span> decorator\n\n@repeat(times=<span class=\"hljs-number\">3<\/span>)\ndef greet(name):\n    <span class=\"hljs-keyword\">print<\/span>(f<span class=\"hljs-string\">\"Hello, {name}\"<\/span>)\n\ngreet(<span class=\"hljs-string\">\"Bob\"<\/span>)\n<span class=\"hljs-comment\"># Output:<\/span>\n<span class=\"hljs-comment\"># Hello, Bob<\/span>\n<span class=\"hljs-comment\"># Hello, Bob<\/span>\n<span class=\"hljs-comment\"># Hello, Bob<\/span><\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-4\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-real-world-examples-of-python-decorators\">Real-World Examples Of Python Decorators<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-authentication-decorator\">Authentication Decorator<\/h3>\n\n\n\n<p>This is similar to what we can use to implement auth gatekeeping to some functions:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-5\" data-shcb-language-name=\"JavaScript\" data-shcb-language-slug=\"javascript\"><span><code class=\"hljs language-javascript\">def require_auth(func):\n    @wraps(func)\n    def wrapper(request, *args, **kwargs):\n        auth_token = request.headers.get(<span class=\"hljs-string\">'Authorization'<\/span>)\n        <span class=\"hljs-keyword\">if<\/span> not auth_token:\n            raise AuthError(<span class=\"hljs-string\">\"No auth token provided\"<\/span>)\n        <span class=\"hljs-keyword\">if<\/span> not is_valid_token(auth_token):\n            raise AuthError(<span class=\"hljs-string\">\"Invalid token\"<\/span>)\n        <span class=\"hljs-keyword\">return<\/span> func(request, *args, **kwargs)\n    <span class=\"hljs-keyword\">return<\/span> wrapper\n\n@require_auth\ndef get_user_data(request):\n    <span class=\"hljs-keyword\">return<\/span> {<span class=\"hljs-string\">\"user\"<\/span>: <span class=\"hljs-string\">\"data\"<\/span>}<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-5\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">JavaScript<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">javascript<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-decorator-for-retry-mechanism\">Decorator For Retry Mechanism:<\/h3>\n\n\n\n<p>Here&#8217;s another real-world use case for retry logic. It&#8217;s often useful in scenarios like microservices where networks can often be unreliable:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-6\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">def retry(max_attempts=<span class=\"hljs-number\">3<\/span>, delay=<span class=\"hljs-number\">1<\/span>):\n    def decorator(func):\n        @wraps(func)\n        def wrapper(*args, **kwargs):\n            attempts = <span class=\"hljs-number\">0<\/span>\n            <span class=\"hljs-keyword\">while<\/span> attempts &lt; max_attempts:\n                <span class=\"hljs-keyword\">try<\/span>:\n                    <span class=\"hljs-keyword\">return<\/span> func(*args, **kwargs)\n                except <span class=\"hljs-keyword\">Exception<\/span> <span class=\"hljs-keyword\">as<\/span> e:\n                    attempts += <span class=\"hljs-number\">1<\/span>\n                    <span class=\"hljs-keyword\">if<\/span> attempts == max_attempts:\n                        raise e\n                    time.sleep(delay)\n            <span class=\"hljs-keyword\">return<\/span> None\n        <span class=\"hljs-keyword\">return<\/span> wrapper\n    <span class=\"hljs-keyword\">return<\/span> decorator\n\n@retry(max_attempts=<span class=\"hljs-number\">3<\/span>, delay=<span class=\"hljs-number\">2<\/span>)\ndef unstable_network_call():\n    <span class=\"hljs-comment\"># Simulated unstable API call<\/span>\n    pass<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-6\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-timing-decorator\">Timing Decorator:<\/h3>\n\n\n\n<p>Here&#8217;s something I use all the time to profile my functions and optimize:<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-7\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">import time\nfrom functools import wraps\n\ndef timer(func):\n    @wraps(func)  <span class=\"hljs-comment\"># This preserves the original function's metadata<\/span>\n    def wrapper(*args, **kwargs):\n        start = time.time()\n        result = func(*args, **kwargs)\n        end = time.time()\n        <span class=\"hljs-keyword\">print<\/span>(f<span class=\"hljs-string\">\"{func.__name__} took {end - start:.2f} seconds to run\"<\/span>)\n        <span class=\"hljs-keyword\">return<\/span> result\n    <span class=\"hljs-keyword\">return<\/span> wrapper\n\n@timer\ndef slow_function():\n    <span class=\"hljs-string\">\"\"<\/span><span class=\"hljs-string\">\"This is a slow function.\"<\/span><span class=\"hljs-string\">\"\"<\/span>\n    time.sleep(<span class=\"hljs-number\">1<\/span>)\n    <span class=\"hljs-keyword\">return<\/span> <span class=\"hljs-string\">\"Done!\"<\/span>\n\n<span class=\"hljs-keyword\">print<\/span>(slow_function())\n<span class=\"hljs-comment\"># Output:<\/span>\n<span class=\"hljs-comment\"># slow_function took 1.00 seconds to run<\/span>\n<span class=\"hljs-comment\"># Done!<\/span><\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-7\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p>\u26a0\ufe0f&nbsp;<strong>Common Mistake Alert<\/strong>: Forgetting&nbsp;<code>@wraps(func)<\/code>&nbsp;will mess up your function&#8217;s metadata, causing headaches with testing and documentation tools.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-common-pitfalls-and-how-to-avoid-them\">Common Pitfalls And How to Avoid Them<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-mutable-arguments-in-decorators\">Mutable Arguments in Decorators:<\/h3>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-8\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># DON'T DO THIS<\/span>\ndef decorator(func):\n    cache = &#91;]  <span class=\"hljs-comment\"># This is shared between all decorated functions!<\/span>\n    def wrapper():\n        <span class=\"hljs-keyword\">return<\/span> func()\n    <span class=\"hljs-keyword\">return<\/span> wrapper\n\n<span class=\"hljs-comment\"># DO THIS<\/span>\ndef decorator(func):\n    def wrapper(cache=None):\n        cache = cache <span class=\"hljs-keyword\">or<\/span> &#91;]  <span class=\"hljs-comment\"># New cache for each call<\/span>\n        <span class=\"hljs-keyword\">return<\/span> func()\n    <span class=\"hljs-keyword\">return<\/span> wrapper<\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-8\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-decorators-order-matter-in-python\">Decorators Order Matter in Python:<\/h3>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-9\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\">@decorator1\n@decorator2\ndef <span class=\"hljs-function\"><span class=\"hljs-keyword\">function<\/span><span class=\"hljs-params\">()<\/span>:\n    <span class=\"hljs-title\">pass<\/span>\n\n# <span class=\"hljs-title\">Is<\/span> <span class=\"hljs-title\">equivalent<\/span> <span class=\"hljs-title\">to<\/span>:\n<span class=\"hljs-title\">function<\/span> = <span class=\"hljs-title\">decorator1<\/span><span class=\"hljs-params\">(decorator2<span class=\"hljs-params\">(function)<\/span>)<\/span>\n# <span class=\"hljs-title\">decorator1<\/span> <span class=\"hljs-title\">executes<\/span> <span class=\"hljs-title\">after<\/span> <span class=\"hljs-title\">decorator2<\/span><\/span><\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-9\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-forgetting-to-return-the-wrapper\">Forgetting to Return the Wrapper:<\/h3>\n\n\n\n<p>If you forget to&nbsp;<code>return wrapper<\/code>&nbsp;in your decorator, it\u2019ll break, likely with a&nbsp;<code>NoneType<\/code>&nbsp;error.<\/p>\n\n\n<pre class=\"wp-block-code\" aria-describedby=\"shcb-language-10\" data-shcb-language-name=\"PHP\" data-shcb-language-slug=\"php\"><span><code class=\"hljs language-php\"><span class=\"hljs-comment\"># Broken example - missing return statement<\/span>\ndef broken_decorator(func):\n    def wrapper():\n        <span class=\"hljs-keyword\">print<\/span>(<span class=\"hljs-string\">\"Doing something extra!\"<\/span>)\n        func()\n\n@broken_decorator\ndef greet():\n    <span class=\"hljs-keyword\">print<\/span>(<span class=\"hljs-string\">\"Hello\"<\/span>)\n\n<span class=\"hljs-comment\"># This will raise an error when called<\/span>\n<span class=\"hljs-comment\"># greet()<\/span><\/code><\/span><small class=\"shcb-language\" id=\"shcb-language-10\"><span class=\"shcb-language__label\">Code language:<\/span> <span class=\"shcb-language__name\">PHP<\/span> <span class=\"shcb-language__paren\">(<\/span><span class=\"shcb-language__slug\">php<\/span><span class=\"shcb-language__paren\">)<\/span><\/small><\/pre>\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-python-decorators-best-practices\">Python Decorators Best Practices<\/h2>\n\n\n\n<p>You probably picked up a few ones already if you followed thoroughly so far. However, here&#8217;s a concise list of key best practices when working with decorators:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Always use&nbsp;<code>@wraps<\/code>&nbsp;, to help preserve metadata<\/li>\n\n\n\n<li>Keep decorators focused on a single responsibility<\/li>\n\n\n\n<li>Document what your decorators do<\/li>\n\n\n\n<li>Consider making decorators optional with parameters<\/li>\n\n\n\n<li>Test decorated functions both with and without the decorator<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\">Conclusion<\/h2>\n\n\n\n<p>Decorators are like secret ingredients in your Python cookbook. They allow you to write cleaner, more modular code by separating concerns. Remember, the key to mastering decorators is practice. Start small, experiment, and soon you&#8217;ll be wrapping functions like a pro! Also, read more on <a href=\"https:\/\/peps.python.org\/pep-0318\/\" target=\"_blank\" rel=\"noreferrer noopener\">official documentaiton<\/a> as well.<\/p>\n\n\n\n<p>Happy Python programming! \ud83d\udc0d\u2728<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>The article discusses Python decorators, elaborating on their function and significance. It explains decorators as tools to extend function behavior without direct modifications, compares them to gift wrappers, and provides examples. Additionally, it highlights potential pitfalls, best practices, and debugging tips for effectively utilizing decorators in Python programming.<\/p>\n","protected":false},"author":1,"featured_media":58869,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[1],"tags":[3299],"class_list":{"0":"post-57512","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-programming","8":"tag-python","9":"entry"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Python Decorators Tutorial: Examples, Use Cases &amp; Best Practices - CodeSamplez.com<\/title>\n<meta name=\"description\" content=\"Learn Python decorators with clear examples and best practices. Discover how to extend functions using @decorator syntax. (Free tutorial!)\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/codesamplez.com\/programming\/python-decorators\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python Decorators Tutorial: Examples, Use Cases &amp; Best Practices\" \/>\n<meta property=\"og:description\" content=\"Learn Python decorators with clear examples and best practices. Discover how to extend functions using @decorator syntax. (Free tutorial!)\" \/>\n<meta property=\"og:url\" content=\"https:\/\/codesamplez.com\/programming\/python-decorators\" \/>\n<meta property=\"og:site_name\" content=\"CodeSamplez.com\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/codesamplez\" \/>\n<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/ranacseruet\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-20T01:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-01T17:35:53+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-tutorial.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Rana Ahsan\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ranacseruet\" \/>\n<meta name=\"twitter:site\" content=\"@codesamplez\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Rana Ahsan\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators\"},\"author\":{\"name\":\"Rana Ahsan\",\"@id\":\"https:\\\/\\\/codesamplez.com\\\/#\\\/schema\\\/person\\\/a82c3c07205f4bb73d6b3b0906bc328b\"},\"headline\":\"Python Decorators Tutorial: Examples, Use Cases &amp; Best Practices\",\"datePublished\":\"2024-11-20T01:00:00+00:00\",\"dateModified\":\"2025-06-01T17:35:53+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators\"},\"wordCount\":828,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/codesamplez.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/codesamplez.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/python-decorators-tutorial.webp\",\"keywords\":[\"python\"],\"articleSection\":[\"Programming\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators\",\"url\":\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators\",\"name\":\"Python Decorators Tutorial: Examples, Use Cases &amp; Best Practices - CodeSamplez.com\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/codesamplez.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/codesamplez.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/python-decorators-tutorial.webp\",\"datePublished\":\"2024-11-20T01:00:00+00:00\",\"dateModified\":\"2025-06-01T17:35:53+00:00\",\"description\":\"Learn Python decorators with clear examples and best practices. Discover how to extend functions using @decorator syntax. (Free tutorial!)\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators#primaryimage\",\"url\":\"https:\\\/\\\/codesamplez.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/python-decorators-tutorial.webp\",\"contentUrl\":\"https:\\\/\\\/codesamplez.com\\\/wp-content\\\/uploads\\\/2024\\\/11\\\/python-decorators-tutorial.webp\",\"width\":1536,\"height\":1024,\"caption\":\"Python Decorators Tutorial\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/codesamplez.com\\\/programming\\\/python-decorators#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/codesamplez.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python Decorators Tutorial: Examples, Use Cases &amp; Best Practices\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/codesamplez.com\\\/#website\",\"url\":\"https:\\\/\\\/codesamplez.com\\\/\",\"name\":\"CODESAMPLEZ.COM\",\"description\":\"Programming And Development Resources\",\"publisher\":{\"@id\":\"https:\\\/\\\/codesamplez.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/codesamplez.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/codesamplez.com\\\/#organization\",\"name\":\"codesamplez.com\",\"url\":\"https:\\\/\\\/codesamplez.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/codesamplez.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/codesamplez.com\\\/wp-content\\\/uploads\\\/2024\\\/10\\\/cropped-favicon.webp\",\"contentUrl\":\"https:\\\/\\\/codesamplez.com\\\/wp-content\\\/uploads\\\/2024\\\/10\\\/cropped-favicon.webp\",\"width\":512,\"height\":512,\"caption\":\"codesamplez.com\"},\"image\":{\"@id\":\"https:\\\/\\\/codesamplez.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/codesamplez\",\"https:\\\/\\\/x.com\\\/codesamplez\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/codesamplez.com\\\/#\\\/schema\\\/person\\\/a82c3c07205f4bb73d6b3b0906bc328b\",\"name\":\"Rana Ahsan\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5c7a4f88bcf4a55cd1483386318ebecf27359154275a0b355b0ea186676f9f7f?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5c7a4f88bcf4a55cd1483386318ebecf27359154275a0b355b0ea186676f9f7f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5c7a4f88bcf4a55cd1483386318ebecf27359154275a0b355b0ea186676f9f7f?s=96&d=mm&r=g\",\"caption\":\"Rana Ahsan\"},\"description\":\"Rana Ahsan is a seasoned software engineer and technology leader specialized in distributed systems and software architecture. With a Master\u2019s in Software Engineering from Concordia University, his experience spans leading scalable architecture at Coursera and TopHat, contributing to open-source projects. This blog, CodeSamplez.com, showcases his passion for sharing practical insights on programming and distributed systems concepts and help educate others. Github | X | LinkedIn\",\"sameAs\":[\"https:\\\/\\\/github.com\\\/ranacseruet\",\"https:\\\/\\\/www.facebook.com\\\/ranacseruet\",\"https:\\\/\\\/www.linkedin.com\\\/in\\\/ranacseruet\\\/\",\"https:\\\/\\\/x.com\\\/ranacseruet\"],\"url\":\"https:\\\/\\\/codesamplez.com\\\/author\\\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Python Decorators Tutorial: Examples, Use Cases &amp; Best Practices - CodeSamplez.com","description":"Learn Python decorators with clear examples and best practices. Discover how to extend functions using @decorator syntax. (Free tutorial!)","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/codesamplez.com\/programming\/python-decorators","og_locale":"en_US","og_type":"article","og_title":"Python Decorators Tutorial: Examples, Use Cases &amp; Best Practices","og_description":"Learn Python decorators with clear examples and best practices. Discover how to extend functions using @decorator syntax. (Free tutorial!)","og_url":"https:\/\/codesamplez.com\/programming\/python-decorators","og_site_name":"CodeSamplez.com","article_publisher":"https:\/\/www.facebook.com\/codesamplez","article_author":"https:\/\/www.facebook.com\/ranacseruet","article_published_time":"2024-11-20T01:00:00+00:00","article_modified_time":"2025-06-01T17:35:53+00:00","og_image":[{"width":1536,"height":1024,"url":"https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-tutorial.webp","type":"image\/webp"}],"author":"Rana Ahsan","twitter_card":"summary_large_image","twitter_creator":"@ranacseruet","twitter_site":"@codesamplez","twitter_misc":{"Written by":"Rana Ahsan","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/codesamplez.com\/programming\/python-decorators#article","isPartOf":{"@id":"https:\/\/codesamplez.com\/programming\/python-decorators"},"author":{"name":"Rana Ahsan","@id":"https:\/\/codesamplez.com\/#\/schema\/person\/a82c3c07205f4bb73d6b3b0906bc328b"},"headline":"Python Decorators Tutorial: Examples, Use Cases &amp; Best Practices","datePublished":"2024-11-20T01:00:00+00:00","dateModified":"2025-06-01T17:35:53+00:00","mainEntityOfPage":{"@id":"https:\/\/codesamplez.com\/programming\/python-decorators"},"wordCount":828,"commentCount":0,"publisher":{"@id":"https:\/\/codesamplez.com\/#organization"},"image":{"@id":"https:\/\/codesamplez.com\/programming\/python-decorators#primaryimage"},"thumbnailUrl":"https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-tutorial.webp","keywords":["python"],"articleSection":["Programming"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/codesamplez.com\/programming\/python-decorators#respond"]}]},{"@type":"WebPage","@id":"https:\/\/codesamplez.com\/programming\/python-decorators","url":"https:\/\/codesamplez.com\/programming\/python-decorators","name":"Python Decorators Tutorial: Examples, Use Cases &amp; Best Practices - CodeSamplez.com","isPartOf":{"@id":"https:\/\/codesamplez.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/codesamplez.com\/programming\/python-decorators#primaryimage"},"image":{"@id":"https:\/\/codesamplez.com\/programming\/python-decorators#primaryimage"},"thumbnailUrl":"https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-tutorial.webp","datePublished":"2024-11-20T01:00:00+00:00","dateModified":"2025-06-01T17:35:53+00:00","description":"Learn Python decorators with clear examples and best practices. Discover how to extend functions using @decorator syntax. (Free tutorial!)","breadcrumb":{"@id":"https:\/\/codesamplez.com\/programming\/python-decorators#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/codesamplez.com\/programming\/python-decorators"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/codesamplez.com\/programming\/python-decorators#primaryimage","url":"https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-tutorial.webp","contentUrl":"https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-tutorial.webp","width":1536,"height":1024,"caption":"Python Decorators Tutorial"},{"@type":"BreadcrumbList","@id":"https:\/\/codesamplez.com\/programming\/python-decorators#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/codesamplez.com\/"},{"@type":"ListItem","position":2,"name":"Python Decorators Tutorial: Examples, Use Cases &amp; Best Practices"}]},{"@type":"WebSite","@id":"https:\/\/codesamplez.com\/#website","url":"https:\/\/codesamplez.com\/","name":"CODESAMPLEZ.COM","description":"Programming And Development Resources","publisher":{"@id":"https:\/\/codesamplez.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/codesamplez.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/codesamplez.com\/#organization","name":"codesamplez.com","url":"https:\/\/codesamplez.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/codesamplez.com\/#\/schema\/logo\/image\/","url":"https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/10\/cropped-favicon.webp","contentUrl":"https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/10\/cropped-favicon.webp","width":512,"height":512,"caption":"codesamplez.com"},"image":{"@id":"https:\/\/codesamplez.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/codesamplez","https:\/\/x.com\/codesamplez"]},{"@type":"Person","@id":"https:\/\/codesamplez.com\/#\/schema\/person\/a82c3c07205f4bb73d6b3b0906bc328b","name":"Rana Ahsan","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/5c7a4f88bcf4a55cd1483386318ebecf27359154275a0b355b0ea186676f9f7f?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/5c7a4f88bcf4a55cd1483386318ebecf27359154275a0b355b0ea186676f9f7f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/5c7a4f88bcf4a55cd1483386318ebecf27359154275a0b355b0ea186676f9f7f?s=96&d=mm&r=g","caption":"Rana Ahsan"},"description":"Rana Ahsan is a seasoned software engineer and technology leader specialized in distributed systems and software architecture. With a Master\u2019s in Software Engineering from Concordia University, his experience spans leading scalable architecture at Coursera and TopHat, contributing to open-source projects. This blog, CodeSamplez.com, showcases his passion for sharing practical insights on programming and distributed systems concepts and help educate others. Github | X | LinkedIn","sameAs":["https:\/\/github.com\/ranacseruet","https:\/\/www.facebook.com\/ranacseruet","https:\/\/www.linkedin.com\/in\/ranacseruet\/","https:\/\/x.com\/ranacseruet"],"url":"https:\/\/codesamplez.com\/author\/admin"}]}},"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/codesamplez.com\/wp-content\/uploads\/2024\/11\/python-decorators-tutorial.webp","jetpack_shortlink":"https:\/\/wp.me\/p1hHlI-eXC","jetpack_sharing_enabled":true,"jetpack-related-posts":[{"id":57829,"url":"https:\/\/codesamplez.com\/programming\/python-advanced-concepts","url_meta":{"origin":57512,"position":0},"title":"Advanced Python Concepts: Guide To Explore Beyond Basics","author":"Rana Ahsan","date":"January 29, 2025","format":false,"excerpt":"Unlock the power of Python with this deep dive into advanced concepts like decorators, generators, async\/await, and metaclasses. Perfect for intermediate to advanced developers, this guide offers practical examples, insights, and actionable tips to level up your Python skills. Ready to transform your code? Let\u2019s get started! \ud83d\udc0d\u2728","rel":"","context":"In &quot;Programming&quot;","block_context":{"text":"Programming","link":"https:\/\/codesamplez.com\/category\/programming"},"img":{"alt_text":"python advanced concepts","src":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/01\/python-advanced-concepts.webp?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/01\/python-advanced-concepts.webp?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/01\/python-advanced-concepts.webp?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/01\/python-advanced-concepts.webp?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/01\/python-advanced-concepts.webp?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/01\/python-advanced-concepts.webp?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":58068,"url":"https:\/\/codesamplez.com\/programming\/python-metaclass","url_meta":{"origin":57512,"position":1},"title":"Python MetaClasses Tutorial: Secret Sauce To Class Creation","author":"Rana Ahsan","date":"February 25, 2025","format":false,"excerpt":"Dive into Python metaclasses, the \"blueprints for blueprints,\" and unlock advanced class customization. Learn to automate repetitive tasks, enforce constraints, and dynamically modify class behavior with practical examples. Perfect for beginners and intermediate developers ready to level up their Python skills!","rel":"","context":"In &quot;Programming&quot;","block_context":{"text":"Programming","link":"https:\/\/codesamplez.com\/category\/programming"},"img":{"alt_text":"Python Metaclasses Tutorial","src":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/02\/python-metaclasses-tutorial.webp?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/02\/python-metaclasses-tutorial.webp?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/02\/python-metaclasses-tutorial.webp?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/02\/python-metaclasses-tutorial.webp?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/02\/python-metaclasses-tutorial.webp?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/02\/python-metaclasses-tutorial.webp?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":29984,"url":"https:\/\/codesamplez.com\/programming\/python-weird-behaviors","url_meta":{"origin":57512,"position":2},"title":"Python Weird Behaviors: 10 Mind-Bending Quirks You Must Know","author":"Rana Ahsan","date":"September 11, 2024","format":false,"excerpt":"Python's popularity has surged with the rise of AI\/machine learning, due to its extensive libraries. The language is easy to learn but has some strange behaviors. The article discusses five such peculiarities: improper use of 'is' for comparisons, initializing 2D arrays, mutable default arguments, duck typing issues, and the Global\u2026","rel":"","context":"In &quot;Programming&quot;","block_context":{"text":"Programming","link":"https:\/\/codesamplez.com\/category\/programming"},"img":{"alt_text":"Python Weird Behavior","src":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2024\/09\/python-weird-behaviour-750x420-1.webp?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2024\/09\/python-weird-behaviour-750x420-1.webp?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2024\/09\/python-weird-behaviour-750x420-1.webp?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2024\/09\/python-weird-behaviour-750x420-1.webp?resize=700%2C400&ssl=1 2x"},"classes":[]},{"id":57402,"url":"https:\/\/codesamplez.com\/programming\/python-generators","url_meta":{"origin":57512,"position":3},"title":"Python Generators Explained: Efficient Iteration with Yield","author":"Rana Ahsan","date":"October 29, 2024","format":false,"excerpt":"Python generators are powerful tools for creating memory-efficient iterators that generate values on-the-fly using yield. They excel at handling large datasets or infinite sequences, like streaming data. This beginner's guide explains their workings, benefits like lazy evaluation, and use cases such as processing chunks of large files.","rel":"","context":"In &quot;Programming&quot;","block_context":{"text":"Programming","link":"https:\/\/codesamplez.com\/category\/programming"},"img":{"alt_text":"Python Generators Tutorial","src":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2024\/10\/python-generators-tutorial.webp?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2024\/10\/python-generators-tutorial.webp?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2024\/10\/python-generators-tutorial.webp?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2024\/10\/python-generators-tutorial.webp?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2024\/10\/python-generators-tutorial.webp?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2024\/10\/python-generators-tutorial.webp?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":59165,"url":"https:\/\/codesamplez.com\/programming\/dynamic-typing-python-guide","url_meta":{"origin":57512,"position":4},"title":"Dynamic Typing in Python: A Comprehensive Guide For Beginners","author":"Rana Ahsan","date":"August 15, 2025","format":false,"excerpt":"Discover how Dynamic Typing in Python lets you write cleaner, faster code without type declarations. This comprehensive guide breaks down Python's flexible type system with practical examples, real-world analogies, and battle-tested tips. Learn why variables can change types at runtime, how duck typing works, and when to use optional type\u2026","rel":"","context":"In &quot;Programming&quot;","block_context":{"text":"Programming","link":"https:\/\/codesamplez.com\/category\/programming"},"img":{"alt_text":"Dynamic Typing In Python","src":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/08\/python-dynamic-typing.webp?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/08\/python-dynamic-typing.webp?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/08\/python-dynamic-typing.webp?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/08\/python-dynamic-typing.webp?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/08\/python-dynamic-typing.webp?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/08\/python-dynamic-typing.webp?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":58318,"url":"https:\/\/codesamplez.com\/programming\/python-descriptors","url_meta":{"origin":57512,"position":5},"title":"Python Descriptors Tutorial: Descriptor Protocol Explained","author":"Rana Ahsan","date":"April 8, 2025","format":false,"excerpt":"Python descriptors are objects that implement a specific protocol to customize how attribute access works. They're the magic behind many Python features you already use - from properties and methods to the entire Django ORM system! Understanding descriptors will transform your code, enabling elegant data validation and maintaining clean APIs\u2026","rel":"","context":"In &quot;Programming&quot;","block_context":{"text":"Programming","link":"https:\/\/codesamplez.com\/category\/programming"},"img":{"alt_text":"Python Descriptors Tutorial","src":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/04\/python-descriptors-tutorial.webp?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/04\/python-descriptors-tutorial.webp?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/04\/python-descriptors-tutorial.webp?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/04\/python-descriptors-tutorial.webp?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/04\/python-descriptors-tutorial.webp?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/codesamplez.com\/wp-content\/uploads\/2025\/04\/python-descriptors-tutorial.webp?resize=1400%2C800&ssl=1 4x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/codesamplez.com\/wp-json\/wp\/v2\/posts\/57512","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/codesamplez.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/codesamplez.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/codesamplez.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/codesamplez.com\/wp-json\/wp\/v2\/comments?post=57512"}],"version-history":[{"count":14,"href":"https:\/\/codesamplez.com\/wp-json\/wp\/v2\/posts\/57512\/revisions"}],"predecessor-version":[{"id":58871,"href":"https:\/\/codesamplez.com\/wp-json\/wp\/v2\/posts\/57512\/revisions\/58871"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/codesamplez.com\/wp-json\/wp\/v2\/media\/58869"}],"wp:attachment":[{"href":"https:\/\/codesamplez.com\/wp-json\/wp\/v2\/media?parent=57512"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/codesamplez.com\/wp-json\/wp\/v2\/categories?post=57512"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/codesamplez.com\/wp-json\/wp\/v2\/tags?post=57512"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}