{"id":73665,"date":"2025-06-06T11:05:19","date_gmt":"2025-06-06T10:05:19","guid":{"rendered":"https:\/\/proxidize.com\/?post_type=blog&#038;p=73665"},"modified":"2025-10-02T12:37:27","modified_gmt":"2025-10-02T11:37:27","slug":"how-to-scape-images-from-website","status":"publish","type":"blog","link":"https:\/\/proxidize.com\/blog\/how-to-scape-images-from-website\/","title":{"rendered":"How to Scrape Images from a Website: A Beginner&#8217;s Guide"},"content":{"rendered":"\n<p>Web scraping images from websites is a common task for everything ranging from data collection, research, content aggregation, and more. While the task may seem daunting, it\u2019s actually quite straightforward. This guide provides beginners with a comprehensive understanding of how to approach image scraping, the tools available, and the challenges they might face while scraping. For the purposes of this guide, we\u2019re going to be showing you how to scrape images from a website that&#8217;s publicly accessible and doesn&#8217;t <a href=\"https:\/\/proxidize.com\/blog\/scraping-websites-with-login-pages-python\/\">require a login<\/a>. We\u2019ll also be using <a href=\"https:\/\/proxidize.com\/blog\/web-scraping\/\">Python, a common web scraping language<\/a>.<\/p>\n\n\n\n<p>A typical <a href=\"https:\/\/proxidize.com\/blog\/image-scraping\/\">image scraper<\/a> iterates through the <em>image elements<\/em> (<code>&lt;img&gt;<\/code> nodes) on a page, inspects the src attribute (or equivalent data attributes) to resolve the actual image URLs, and then downloads the image file \u2014 often writing the binary image to an <em>images directory<\/em> or packaging the results into a ZIP file when working with a large volume of images.<\/p>\n\n\n\n<p>Whether you are compiling product images for an e-commerce CSV file catalog, collecting high-quality images for visual-content research, or saving a single image link for later reference, this same concept of image scraping applies.<\/p>\n\n\n\n<p>Keep in mind that copyright laws exist; just because you downloaded it doesn\u2019t necessarily mean you can use it.<\/p>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized centered\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1010\" height=\"569\" src=\"https:\/\/proxidize.com\/wp-content\/uploads\/2025\/06\/why-python-for-scraping-images.jpg\" alt=\"The Python logo under the title &quot;Why Python for Scraping Images?&quot;\" class=\"wp-image-73639\" style=\"object-fit:cover\" srcset=\"https:\/\/proxidize.com\/wp-content\/uploads\/2025\/06\/why-python-for-scraping-images.jpg 1010w, https:\/\/proxidize.com\/wp-content\/uploads\/2025\/06\/why-python-for-scraping-images-300x169.jpg 300w, https:\/\/proxidize.com\/wp-content\/uploads\/2025\/06\/why-python-for-scraping-images-768x433.jpg 768w, https:\/\/proxidize.com\/wp-content\/uploads\/2025\/06\/why-python-for-scraping-images-600x338.jpg 600w\" sizes=\"(max-width: 1010px) 100vw, 1010px\" \/><\/figure>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Why Python for Web Scraping Images?<\/h2>\n\n\n\n<p>Python is essentially the language of choice for web scraping, particularly for beginners. This is because there are well developed scraping libraries available in Python, its syntax and readability is more \u201chuman\u201d than other languages (which is especially helpful when trying to figure out other people\u2019s code, for example), and there are a million and one tutorials, forums, and resources available online.<\/p>\n\n\n\n<p>While other languages like <a href=\"https:\/\/proxidize.com\/blog\/web-scraping-with-javascript\/\">JavaScript<\/a> (with Node.js), <a href=\"https:\/\/proxidize.com\/blog\/web-scraping-with-ruby\/\">Ruby<\/a>, or even R can perform web scraping, Python&#8217;s combination of simplicity and powerful libraries makes it the most practical starting point.<\/p>\n\n\n\n<p>Beyond making yourself a simple script with the <code>requests<\/code> library and BeautifulSoup, Python also integrates smoothly with browser automation frameworks such as Selenium \u2014 via a straightforward <code>selenium import<\/code> \u2014 or cloud browsers exposed through a full-stack web scraping API. Running a headless browser rendering session (for example, adding <code>--headless<\/code> or <code>chrome_options.add_argument('--disable-dev-shm-usage')<\/code> to your chrome web driver) allows you to capture JavaScript-rendered content, uncover hidden images, and extract background image URLs placed within <code>div<\/code> elements that standard HTTP requests cannot see in real time.<\/p>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Essential Python Libraries<\/h2>\n\n\n\n<p>Python has some core libraries that form the backbone of most Python web scraping projects. Each has its own purpose in the script, from making HTTP requests to parsing HTML and handling dynamic websites.<\/p>\n\n\n\n<p><strong>1. Requests:<\/strong> The <a href=\"https:\/\/pypi.org\/project\/requests\/\" target=\"_blank\" rel=\"noopener\">requests library<\/a> handles HTTP requests with a clean, human-readable syntax.<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>import requests\nresponse = requests.get(&#8216;https:\/\/example.com&#8217;)\nprint(response.status_code)  # Should be 200 for success<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> requests<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">response <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> requests<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;https:\/\/example.com&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #EB6F92; font-style: italic\">print<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">response<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">status_code<\/span><span style=\"color: #908CAA\">)<\/span><span style=\"color: #E0DEF4\">  <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Should be 200 for success<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>2. BeautifulSoup:<\/strong> <a href=\"https:\/\/www.crummy.com\/software\/BeautifulSoup\/bs4\/doc\/\" target=\"_blank\" rel=\"noopener\">BeautifulSoup<\/a> parses HTML and XML documents, creating a parse tree that&#8217;s easy to navigate.<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>from bs4 import BeautifulSoup\nsoup = BeautifulSoup(response.content, &#8216;html.parser&#8217;)\nimages = soup.find_all(&#8216;img&#8217;)<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #3E8FB0\">from<\/span><span style=\"color: #E0DEF4\"> bs4 <\/span><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> BeautifulSoup<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">soup <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> BeautifulSoup<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">response<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">content<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;html.parser&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">images <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> soup<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">find_all<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;img&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>3. Selenium:<\/strong> For websites that load content dynamically with JavaScript.<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>from selenium import webdriver\ndriver = webdriver.Chrome()\ndriver.get(&#8216;https:\/\/example.com&#8217;)\n# Now the JavaScript has executed and content is loaded<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #3E8FB0\">from<\/span><span style=\"color: #E0DEF4\"> selenium <\/span><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> webdriver<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">driver <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> webdriver<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">Chrome<\/span><span style=\"color: #908CAA\">()<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">driver<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;https:\/\/example.com&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Now the JavaScript has executed and content is loaded<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>4. urllib<\/strong>: Python&#8217;s built-in library for URL handling and file downloading.<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>import urllib.request\nurllib.request.urlretrieve(image_url, &#8216;local_filename.jpg&#8217;)<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> urllib<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">request<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">urllib<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">request<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">urlretrieve<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">image_url<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;local_filename.jpg&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full is-resized centered\"><img decoding=\"async\" width=\"1010\" height=\"569\" src=\"https:\/\/proxidize.com\/wp-content\/uploads\/2025\/06\/understanding-website-differences.jpg\" alt=\"A drawing of web pages emerging from a screen under the title &quot;Understanding Website Differences&quot;.\" class=\"wp-image-73640\" style=\"object-fit:cover\" srcset=\"https:\/\/proxidize.com\/wp-content\/uploads\/2025\/06\/understanding-website-differences.jpg 1010w, https:\/\/proxidize.com\/wp-content\/uploads\/2025\/06\/understanding-website-differences-300x169.jpg 300w, https:\/\/proxidize.com\/wp-content\/uploads\/2025\/06\/understanding-website-differences-768x433.jpg 768w, https:\/\/proxidize.com\/wp-content\/uploads\/2025\/06\/understanding-website-differences-600x338.jpg 600w\" sizes=\"(max-width: 1010px) 100vw, 1010px\" \/><\/figure>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Understanding Website Differences<\/h2>\n\n\n\n<p>Not all websites are structured the same as it relates to scraping images. These differences are important; you\u2019ll have to adapt your approach to them.<\/p>\n\n\n\n<p>Static HTML websites have static images embedded directly in the HTML, while dynamic content is delivered asynchronously, which is to say after the page loads. That means that the images aren\u2019t present when you first load the HTML.<\/p>\n\n\n\n<p>To extract images from dynamic pages, you\u2019re probably going to have to use headless browsers to \u2014 useful when JavaScript is involved.<\/p>\n\n\n\n<div style=\"height:12px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Static HTML Websites<\/h3>\n\n\n\n<p>These are the simplest to scrape. The images are directly embedded in the HTML that your initial request receives:<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>&lt;img src=&#8221;https:\/\/example.com\/image.jpg&#8221; alt=&#8221;Description&#8221;><\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #6E6A86\">&lt;<\/span><span style=\"color: #9CCFD8\">img<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">src<\/span><span style=\"color: #908CAA\">=<\/span><span style=\"color: #F6C177\">&quot;https:\/\/example.com\/image.jpg&quot;<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">alt<\/span><span style=\"color: #908CAA\">=<\/span><span style=\"color: #F6C177\">&quot;Description&quot;<\/span><span style=\"color: #6E6A86\">&gt;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Characteristics:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>All content is present in the initial HTML response<\/li>\n\n\n\n<li>URLs of images are immediately accessible<\/li>\n\n\n\n<li>No JavaScript execution needed<\/li>\n\n\n\n<li>Fast and efficient to scrape<br><\/li>\n<\/ul>\n\n\n\n<p><strong>Example approach:<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(2 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>import requests\nfrom bs4 import BeautifulSoup\nresponse = requests.get(&#8216;https:\/\/example.com&#8217;)\nsoup = BeautifulSoup(response.content, &#8216;html.parser&#8217;)\nfor img in soup.find_all(&#8216;img&#8217;):\n    img_url = img.get(&#8216;src&#8217;)\n    if img_url:\n        print(f&#8221;Found image: {img_url}&#8221;)<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> requests<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">from<\/span><span style=\"color: #E0DEF4\"> bs4 <\/span><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> BeautifulSoup<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">response <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> requests<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;https:\/\/example.com&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">soup <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> BeautifulSoup<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">response<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">content<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;html.parser&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">for<\/span><span style=\"color: #E0DEF4\"> img <\/span><span style=\"color: #3E8FB0\">in<\/span><span style=\"color: #E0DEF4\"> soup<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">find_all<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;img&#39;<\/span><span style=\"color: #908CAA\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    img_url <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> img<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;src&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #3E8FB0\">if<\/span><span style=\"color: #E0DEF4\"> img_url<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #EB6F92; font-style: italic\">print<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #3E8FB0\">f<\/span><span style=\"color: #F6C177\">&quot;Found image: <\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #E0DEF4\">img_url<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\">&quot;<\/span><span style=\"color: #908CAA\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Dynamic JavaScript-Rendered Websites<\/h3>\n\n\n\n<p>Modern websites often load images dynamically after the initial page load:<\/p>\n\n\n\n<p><strong>Characteristics:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Initial HTML contains minimal content<\/li>\n\n\n\n<li>Images loaded via JavaScript\/AJAX calls<\/li>\n\n\n\n<li>May implement infinite scrolling<\/li>\n\n\n\n<li>Requires browser automation or headless browser<\/li>\n<\/ul>\n\n\n\n<p><strong>Example approach with Selenium:<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(2 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>from selenium import webdriver\nfrom selenium.webdriver.common.by import By\nimport time\ndriver = webdriver.Chrome()\ndriver.get(&#8216;https:\/\/example.com&#8217;)\n# Wait for JavaScript to load content\ntime.sleep(3)\n# Now find images\nimages = driver.find_elements(By.TAG_NAME, &#8216;img&#8217;)\nfor img in images:\n    src = img.get_attribute(&#8216;src&#8217;)\n    if src:\n        print(f&#8221;Found image: {src}&#8221;)\ndriver.quit()<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #3E8FB0\">from<\/span><span style=\"color: #E0DEF4\"> selenium <\/span><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> webdriver<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">from<\/span><span style=\"color: #E0DEF4\"> selenium<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">webdriver<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">common<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">by <\/span><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> By<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> time<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">driver <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> webdriver<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">Chrome<\/span><span style=\"color: #908CAA\">()<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">driver<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;https:\/\/example.com&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Wait for JavaScript to load content<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">time<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">sleep<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #EA9A97\">3<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Now find images<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">images <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> driver<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">find_elements<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">By<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #3E8FB0\">TAG_NAME<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;img&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">for<\/span><span style=\"color: #E0DEF4\"> img <\/span><span style=\"color: #3E8FB0\">in<\/span><span style=\"color: #E0DEF4\"> images<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    src <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> img<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get_attribute<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;src&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #3E8FB0\">if<\/span><span style=\"color: #E0DEF4\"> src<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #EB6F92; font-style: italic\">print<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #3E8FB0\">f<\/span><span style=\"color: #F6C177\">&quot;Found image: <\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #E0DEF4\">src<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\">&quot;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">driver<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">quit<\/span><span style=\"color: #908CAA\">()<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Lazy-Loaded Images<\/h3>\n\n\n\n<p>Many websites implement lazy loading to improve performance. To avoid loading images that will never be seen, images are only loaded as you scroll down.<\/p>\n\n\n\n<p><strong>Characteristics:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Images load only when scrolled into view<\/li>\n\n\n\n<li>Initial &lt;img&gt; tags may have placeholder sources<\/li>\n\n\n\n<li>Real image URLs often in data attributes like data-src<\/li>\n<\/ul>\n\n\n\n<p><strong>Example handling:<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly># Look for various lazy-loading patterns\nfor img in soup.find_all(&#8216;img&#8217;):\n    # Check multiple possible attributes\n    img_url = img.get(&#8216;data-src&#8217;) or img.get(&#8216;data-lazy&#8217;) or img.get(&#8216;src&#8217;)\n    if img_url and img_url != &#8216;placeholder.gif&#8217;:\n        print(f&#8221;Found image: {img_url}&#8221;)<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Look for various lazy-loading patterns<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">for<\/span><span style=\"color: #E0DEF4\"> img <\/span><span style=\"color: #3E8FB0\">in<\/span><span style=\"color: #E0DEF4\"> soup<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">find_all<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;img&#39;<\/span><span style=\"color: #908CAA\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Check multiple possible attributes<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    img_url <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> img<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;data-src&#39;<\/span><span style=\"color: #908CAA\">)<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">or<\/span><span style=\"color: #E0DEF4\"> img<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;data-lazy&#39;<\/span><span style=\"color: #908CAA\">)<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">or<\/span><span style=\"color: #E0DEF4\"> img<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;src&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #3E8FB0\">if<\/span><span style=\"color: #E0DEF4\"> img_url <\/span><span style=\"color: #3E8FB0\">and<\/span><span style=\"color: #E0DEF4\"> img_url <\/span><span style=\"color: #3E8FB0\">!=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;placeholder.gif&#39;<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #EB6F92; font-style: italic\">print<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #3E8FB0\">f<\/span><span style=\"color: #F6C177\">&quot;Found image: <\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #E0DEF4\">img_url<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\">&quot;<\/span><span style=\"color: #908CAA\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>CSS Background Images<\/strong><\/h4>\n\n\n\n<p>Some images are set as CSS backgrounds rather than <code>&lt;img&gt;<\/code> tags:<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>.hero-section {\n    background-image: url(&#8216;https:\/\/example.com\/hero.jpg&#8217;);\n}<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">.<\/span><span style=\"color: #C4A7E7; font-style: italic\">hero-section<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #908CAA\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #9CCFD8\">background-image<\/span><span style=\"color: #908CAA\">:<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #EB6F92; font-style: italic\">url<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;https:\/\/example.com\/hero.jpg&#39;<\/span><span style=\"color: #908CAA\">);<\/span><\/span>\n<span class=\"line\"><span style=\"color: #908CAA\">}<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Extraction approach:<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>import re\n# Find inline styles\nfor element in soup.find_all(style=True):\n    style = element[&#8216;style&#8217;]\n    urls = re.findall(r&#8217;url\\([&#8220;\\&#8217;]?(.*?)[&#8220;\\&#8217;]?\\)&#8217;, style)\n    for url in urls:\n        print(f&#8221;Found background image: {url}&#8221;)<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> re<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Find inline styles<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">for<\/span><span style=\"color: #E0DEF4\"> element <\/span><span style=\"color: #3E8FB0\">in<\/span><span style=\"color: #E0DEF4\"> soup<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">find_all<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #C4A7E7; font-style: italic\">style<\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #EA9A97\">True<\/span><span style=\"color: #908CAA\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    style <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> element<\/span><span style=\"color: #908CAA\">[<\/span><span style=\"color: #F6C177\">&#39;style&#39;<\/span><span style=\"color: #908CAA\">]<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    urls <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> re<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">findall<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #3E8FB0\">r<\/span><span style=\"color: #F6C177\">&#39;url<\/span><span style=\"color: #3E8FB0\">\\([&quot;\\&#39;]?<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #9CCFD8\">.<\/span><span style=\"color: #3E8FB0\">*?<\/span><span style=\"color: #908CAA\">)<\/span><span style=\"color: #3E8FB0\">[&quot;\\&#39;]?\\)<\/span><span style=\"color: #F6C177\">&#39;<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> style<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #3E8FB0\">for<\/span><span style=\"color: #E0DEF4\"> url <\/span><span style=\"color: #3E8FB0\">in<\/span><span style=\"color: #E0DEF4\"> urls<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #EB6F92; font-style: italic\">print<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #3E8FB0\">f<\/span><span style=\"color: #F6C177\">&quot;Found background image: <\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #E0DEF4\">url<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\">&quot;<\/span><span style=\"color: #908CAA\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>If you need your scraper to target background images, you may rely on a regex match parser for inline styles, followed by a virtual column parser or whitespaces parser to normalise messy attribute data.<\/p>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Common Challenges and Solutions<\/h2>\n\n\n\n<p><strong>1<\/strong>. <strong>Relative vs Absolute URLs:<\/strong> Websites may use relative paths for images.<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>&lt;img src=&#8221;\/images\/photo.jpg&#8221;>\n&lt;img src=&#8221;..\/assets\/image.png&#8221;><\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #6E6A86\">&lt;<\/span><span style=\"color: #9CCFD8\">img<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">src<\/span><span style=\"color: #908CAA\">=<\/span><span style=\"color: #F6C177\">&quot;\/images\/photo.jpg&quot;<\/span><span style=\"color: #6E6A86\">&gt;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #6E6A86\">&lt;<\/span><span style=\"color: #9CCFD8\">img<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">src<\/span><span style=\"color: #908CAA\">=<\/span><span style=\"color: #F6C177\">&quot;..\/assets\/image.png&quot;<\/span><span style=\"color: #6E6A86\">&gt;<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Solution:<\/strong><\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>from urllib.parse import urljoin\nbase_url = &#8216;https:\/\/example.com&#8217;\nrelative_url = &#8216;\/images\/photo.jpg&#8217;\nabsolute_url = urljoin(base_url, relative_url)\n# Result: https:\/\/example.com\/images\/photo.jpg<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #3E8FB0\">from<\/span><span style=\"color: #E0DEF4\"> urllib<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">parse <\/span><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> urljoin<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">base_url <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;https:\/\/example.com&#39;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">relative_url <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;\/images\/photo.jpg&#39;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">absolute_url <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> urljoin<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">base_url<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> relative_url<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Result: https:\/\/example.com\/images\/photo.jpg<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>2. Authentication and Sessions:<\/strong> Some images require login or session cookies.<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>session = requests.Session()\n# Login first\nlogin_data = {&#8216;username&#8217;: &#8216;user&#8217;, &#8216;password&#8217;: &#8216;pass&#8217;}\nsession.post(&#8216;https:\/\/example.com\/login&#8217;, data=login_data)\n# Now scrape with the authenticated session\nresponse = session.get(&#8216;https:\/\/example.com\/protected-content&#8217;)<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #E0DEF4\">session <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> requests<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">Session<\/span><span style=\"color: #908CAA\">()<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Login first<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">login_data <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #908CAA\">{<\/span><span style=\"color: #F6C177\">&#39;username&#39;<\/span><span style=\"color: #908CAA\">:<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;user&#39;<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;password&#39;<\/span><span style=\"color: #908CAA\">:<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;pass&#39;<\/span><span style=\"color: #908CAA\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">session<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">post<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;https:\/\/example.com\/login&#39;<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">data<\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\">login_data<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Now scrape with the authenticated session<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">response <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> session<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;https:\/\/example.com\/protected-content&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>3. Rate Limiting and Blocking:<\/strong> Websites may block scrapers making too many requests. You can set up delay between requests to avoid rate limiting.<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(2 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>import time\nimport random\nfor url in image_urls:\n    # Add delay between requests\n    time.sleep(random.uniform(1, 3))\n    \n    # Use headers to appear more like a browser\n    headers = {\n        &#8216;User-Agent&#8217;: &#8216;Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36&#8217;\n    }\n    response = requests.get(url, headers=headers)<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> time<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> random<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">for<\/span><span style=\"color: #E0DEF4\"> url <\/span><span style=\"color: #3E8FB0\">in<\/span><span style=\"color: #E0DEF4\"> image_urls<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Add delay between requests<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    time<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">sleep<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">random<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">uniform<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #EA9A97\">1<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #EA9A97\">3<\/span><span style=\"color: #908CAA\">))<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Use headers to appear more like a browser<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    headers <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #908CAA\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #F6C177\">&#39;User-Agent&#39;<\/span><span style=\"color: #908CAA\">:<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36&#39;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #908CAA\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    response <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> requests<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">url<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">headers<\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\">headers<\/span><span style=\"color: #908CAA\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>Using proxy rotation is another option.<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(2 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>import requests\nproxies = {\n    &#8216;http&#8217;: &#8216;http:\/\/proxy-server:port&#8217;,\n    &#8216;https&#8217;: &#8216;https:\/\/proxy-server:port&#8217;\n}\nheaders = {\n    &#8216;User-Agent&#8217;: &#8216;Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36&#8217;\n}\nresponse = requests.get(url, headers=headers, proxies=proxies)<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> requests<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">proxies <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #908CAA\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #F6C177\">&#39;http&#39;<\/span><span style=\"color: #908CAA\">:<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;http:\/\/proxy-server:port&#39;<\/span><span style=\"color: #908CAA\">,<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #F6C177\">&#39;https&#39;<\/span><span style=\"color: #908CAA\">:<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;https:\/\/proxy-server:port&#39;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #908CAA\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">headers <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #908CAA\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #F6C177\">&#39;User-Agent&#39;<\/span><span style=\"color: #908CAA\">:<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36&#39;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #908CAA\">}<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">response <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> requests<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">url<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">headers<\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\">headers<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">proxies<\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\">proxies<\/span><span style=\"color: #908CAA\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>4. <strong>Dynamic Image URLs<\/strong>:<\/strong> Some sites generate temporary URLs or use CDN tokens.<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(1 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly># URLs might look like:\n# https:\/\/cdn.example.com\/image.jpg?token=abc123&amp;expires=1234567890\n# These may require:\n# &#8211; Extracting fresh URLs each session\n# &#8211; Downloading immediately before expiration\n# &#8211; Handling CDN redirects<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> URLs might look like:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> https:\/\/cdn.example.com\/image.jpg?token=abc123&amp;expires=1234567890<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> These may require:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> - Extracting fresh URLs each session<\/span><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> - Downloading immediately before expiration<\/span><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> - Handling CDN redirects<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Complete Working Example<\/h2>\n\n\n\n<p>Here&#8217;s a practical example that incorporates many of the concepts discussed.<\/p>\n\n\n\n<div class=\"wp-block-kevinbatdorf-code-block-pro cbp-has-line-numbers\" data-code-block-pro-font-family=\"Code-Pro-JetBrains-Mono\" style=\"font-size:.75rem;font-family:Code-Pro-JetBrains-Mono,ui-monospace,SFMono-Regular,Menlo,Monaco,Consolas,monospace;--cbp-line-number-color:#e0def4;--cbp-line-number-width:calc(2 * 0.6 * .75rem);line-height:1.25rem;--cbp-tab-width:2;tab-size:var(--cbp-tab-width, 2)\"><span role=\"button\" tabindex=\"0\" style=\"color:#e0def4;display:none\" aria-label=\"Copy\" class=\"code-block-pro-copy-button\"><textarea class=\"code-block-pro-copy-button-textarea\" aria-hidden=\"true\" readonly>import requests\nfrom bs4 import BeautifulSoup\nfrom urllib.parse import urljoin, urlparse\nimport os\nimport time\ndef scrape_images(url, output_folder=&#8217;downloaded_images&#8217;):\n    &#8220;&#8221;&#8221;\n    Scrape images from a given URL and save them locally.\n    &#8220;&#8221;&#8221;\n    # Create output directory if it doesn&#8217;t exist\n    if not os.path.exists(output_folder):\n        os.makedirs(output_folder)\n    \n    # Set up headers to avoid blocking\n    headers = {\n        &#8216;User-Agent&#8217;: &#8216;Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36&#8217;\n    }\n    \n    try:\n        # Get the webpage\n        response = requests.get(url, headers=headers)\n        response.raise_for_status()  # Raise exception for bad status codes\n        \n        soup = BeautifulSoup(response.content, &#8216;html.parser&#8217;)\n        \n        # Find all images\n        images = soup.find_all(&#8216;img&#8217;)\n        print(f&#8221;Found {len(images)} image tags&#8221;)\n        \n        downloaded = 0\n        \n        for idx, img in enumerate(images):\n            # Get image URL (check multiple attributes)\n            img_url = img.get(&#8216;src&#8217;) or img.get(&#8216;data-src&#8217;) or img.get(&#8216;data-lazy&#8217;)\n            \n            if not img_url:\n                continue\n                \n            # Convert relative URLs to absolute\n            img_url = urljoin(url, img_url)\n            \n            # Skip data URLs and invalid URLs\n            if img_url.startswith(&#8216;data:&#8217;):\n                continue\n                \n            try:\n                # Add delay to be polite\n                time.sleep(1)\n                \n                # Download image\n                img_response = requests.get(img_url, headers=headers, timeout=10)\n                img_response.raise_for_status()\n                \n                # Generate filename\n                filename = os.path.basename(urlparse(img_url).path)\n                if not filename:\n                    filename = f&#8217;image_{idx}.jpg&#8217;\n                    \n                filepath = os.path.join(output_folder, filename)\n                \n                # Save image\n                with open(filepath, &#8216;wb&#8217;) as f:\n                    f.write(img_response.content)\n                \n                downloaded += 1\n                print(f&#8221;Downloaded: {filename}&#8221;)\n                \n            except Exception as e:\n                print(f&#8221;Error downloading {img_url}: {str(e)}&#8221;)\n                continue\n        \n        print(f&#8221;\\nSuccessfully downloaded {downloaded} images&#8221;)\n        \n    except Exception as e:\n        print(f&#8221;Error accessing {url}: {str(e)}&#8221;)\n# Example usage\nif __name__ == &#8220;__main__&#8221;:\n    target_url = &#8220;https:\/\/example.com&#8221;\n    scrape_images(target_url)<\/textarea><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" style=\"width:24px;height:24px\" fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path class=\"with-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2m-6 9l2 2 4-4\"><\/path><path class=\"without-check\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 5H7a2 2 0 00-2 2v12a2 2 0 002 2h10a2 2 0 002-2V7a2 2 0 00-2-2h-2M9 5a2 2 0 002 2h2a2 2 0 002-2M9 5a2 2 0 012-2h2a2 2 0 012 2\"><\/path><\/svg><\/span><pre class=\"shiki rose-pine-moon\" style=\"background-color: #232136\" tabindex=\"0\"><code><span class=\"line\"><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> requests<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">from<\/span><span style=\"color: #E0DEF4\"> bs4 <\/span><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> BeautifulSoup<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">from<\/span><span style=\"color: #E0DEF4\"> urllib<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">parse <\/span><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> urljoin<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> urlparse<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> os<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">import<\/span><span style=\"color: #E0DEF4\"> time<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">def<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #EA9A97\">scrape_images<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #C4A7E7; font-style: italic\">url<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">output_folder<\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #F6C177\">&#39;downloaded_images&#39;<\/span><span style=\"color: #908CAA\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #F6C177\">&quot;&quot;&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6C177\">    Scrape images from a given URL and save them locally.<\/span><\/span>\n<span class=\"line\"><span style=\"color: #F6C177\">    &quot;&quot;&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Create output directory if it doesn&#39;t exist<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #3E8FB0\">if<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">not<\/span><span style=\"color: #E0DEF4\"> os<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">path<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">exists<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">output_folder<\/span><span style=\"color: #908CAA\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        os<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">makedirs<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">output_folder<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Set up headers to avoid blocking<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    headers <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #908CAA\">{<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #F6C177\">&#39;User-Agent&#39;<\/span><span style=\"color: #908CAA\">:<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36&#39;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #908CAA\">}<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #3E8FB0\">try<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Get the webpage<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        response <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> requests<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">url<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">headers<\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\">headers<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        response<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">raise_for_status<\/span><span style=\"color: #908CAA\">()<\/span><span style=\"color: #E0DEF4\">  <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Raise exception for bad status codes<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        soup <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> BeautifulSoup<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">response<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">content<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;html.parser&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Find all images<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        images <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> soup<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">find_all<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;img&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #EB6F92; font-style: italic\">print<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #3E8FB0\">f<\/span><span style=\"color: #F6C177\">&quot;Found <\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #EB6F92; font-style: italic\">len<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">images<\/span><span style=\"color: #908CAA\">)<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\"> image tags&quot;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        downloaded <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #EA9A97\">0<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #3E8FB0\">for<\/span><span style=\"color: #E0DEF4\"> idx<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> img <\/span><span style=\"color: #3E8FB0\">in<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #EB6F92; font-style: italic\">enumerate<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">images<\/span><span style=\"color: #908CAA\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">            <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Get image URL (check multiple attributes)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">            img_url <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> img<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;src&#39;<\/span><span style=\"color: #908CAA\">)<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">or<\/span><span style=\"color: #E0DEF4\"> img<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;data-src&#39;<\/span><span style=\"color: #908CAA\">)<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">or<\/span><span style=\"color: #E0DEF4\"> img<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;data-lazy&#39;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">            <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">            <\/span><span style=\"color: #3E8FB0\">if<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">not<\/span><span style=\"color: #E0DEF4\"> img_url<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><span style=\"color: #3E8FB0\">continue<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">            <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Convert relative URLs to absolute<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">            img_url <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> urljoin<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">url<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> img_url<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">            <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">            <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Skip data URLs and invalid URLs<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">            <\/span><span style=\"color: #3E8FB0\">if<\/span><span style=\"color: #E0DEF4\"> img_url<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">startswith<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #F6C177\">&#39;data:&#39;<\/span><span style=\"color: #908CAA\">):<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><span style=\"color: #3E8FB0\">continue<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">            <\/span><span style=\"color: #3E8FB0\">try<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Add delay to be polite<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                time<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">sleep<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #EA9A97\">1<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Download image<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                img_response <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> requests<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">get<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">img_url<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">headers<\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\">headers<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #C4A7E7; font-style: italic\">timeout<\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #EA9A97\">10<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                img_response<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">raise_for_status<\/span><span style=\"color: #908CAA\">()<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Generate filename<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                filename <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> os<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">path<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">basename<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">urlparse<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">img_url<\/span><span style=\"color: #908CAA\">).<\/span><span style=\"color: #E0DEF4\">path<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><span style=\"color: #3E8FB0\">if<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">not<\/span><span style=\"color: #E0DEF4\"> filename<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                    filename <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">f<\/span><span style=\"color: #F6C177\">&#39;image_<\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #E0DEF4\">idx<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\">.jpg&#39;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                    <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                filepath <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> os<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">path<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">join<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">output_folder<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> filename<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Save image<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><span style=\"color: #3E8FB0\">with<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #EB6F92; font-style: italic\">open<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">filepath<\/span><span style=\"color: #908CAA\">,<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&#39;wb&#39;<\/span><span style=\"color: #908CAA\">)<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">as<\/span><span style=\"color: #E0DEF4\"> f<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                    f<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">write<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">img_response<\/span><span style=\"color: #908CAA\">.<\/span><span style=\"color: #E0DEF4\">content<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                downloaded <\/span><span style=\"color: #3E8FB0\">+=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #EA9A97\">1<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><span style=\"color: #EB6F92; font-style: italic\">print<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #3E8FB0\">f<\/span><span style=\"color: #F6C177\">&quot;Downloaded: <\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #E0DEF4\">filename<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\">&quot;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">            <\/span><span style=\"color: #3E8FB0\">except<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #9CCFD8\">Exception<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">as<\/span><span style=\"color: #E0DEF4\"> e<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><span style=\"color: #EB6F92; font-style: italic\">print<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #3E8FB0\">f<\/span><span style=\"color: #F6C177\">&quot;Error downloading <\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #E0DEF4\">img_url<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\">: <\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #9CCFD8\">str<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">e<\/span><span style=\"color: #908CAA\">)<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\">&quot;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">                <\/span><span style=\"color: #3E8FB0\">continue<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #EB6F92; font-style: italic\">print<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #3E8FB0\">f<\/span><span style=\"color: #F6C177\">&quot;<\/span><span style=\"color: #3E8FB0\">\\n<\/span><span style=\"color: #F6C177\">Successfully downloaded <\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #E0DEF4\">downloaded<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\"> images&quot;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    <\/span><span style=\"color: #3E8FB0\">except<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #9CCFD8\">Exception<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">as<\/span><span style=\"color: #E0DEF4\"> e<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">        <\/span><span style=\"color: #EB6F92; font-style: italic\">print<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #3E8FB0\">f<\/span><span style=\"color: #F6C177\">&quot;Error accessing <\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #E0DEF4\">url<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\">: <\/span><span style=\"color: #3E8FB0\">{<\/span><span style=\"color: #9CCFD8\">str<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">e<\/span><span style=\"color: #908CAA\">)<\/span><span style=\"color: #3E8FB0\">}<\/span><span style=\"color: #F6C177\">&quot;<\/span><span style=\"color: #908CAA\">)<\/span><\/span>\n<span class=\"line\"><\/span>\n<span class=\"line\"><span style=\"color: #908CAA; font-style: italic\">#<\/span><span style=\"color: #6E6A86; font-style: italic\"> Example usage<\/span><\/span>\n<span class=\"line\"><span style=\"color: #3E8FB0\">if<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #9CCFD8\">__name__<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #3E8FB0\">==<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&quot;__main__&quot;<\/span><span style=\"color: #908CAA\">:<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    target_url <\/span><span style=\"color: #3E8FB0\">=<\/span><span style=\"color: #E0DEF4\"> <\/span><span style=\"color: #F6C177\">&quot;https:\/\/example.com&quot;<\/span><\/span>\n<span class=\"line\"><span style=\"color: #E0DEF4\">    scrape_images<\/span><span style=\"color: #908CAA\">(<\/span><span style=\"color: #E0DEF4\">target_url<\/span><span style=\"color: #908CAA\">)<\/span><\/span><\/code><\/pre><\/div>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>If you\u2019d like an all-in-one solution for massive image archives, extend the script so it appends every background image URL or <code>&lt;img&gt;<\/code> attribute selector element attribute to a CSV file \u2014 including image sizes, dominant color, or RGB image vectors \u2014 for downstream analysis in Google Sheets or other BI tools.<\/p>\n\n\n\n<p>A chrome extension or basic image scraper browser plugin provides an alternative solution that can achieve similar results with a GUI.<\/p>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Where to Go from Here<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Handling Different Image Formats<\/strong>: Websites serve images in various formats: JPEG\/JPG, PNG, WebP, SVG, GIF, etc. \u2014 and modern advanced API services can even transform formats on-the-fly for image nodes that require special rendering.<\/li>\n\n\n\n<li><strong>Detecting and Avoiding Duplicates:<\/strong> Use hashing strategies to skip duplicate downloads and maintain a clean images directory.<\/li>\n\n\n\n<li><strong>Error Handling Strategies:<\/strong> Plan for network timeouts, corrupted files, and other edge cases.<\/li>\n<\/ul>\n\n\n\n<p>Beyond the basics, advanced image manipulation techniques \u2014 such as creating avatar images, or running analysis of property images for real-estate portals \u2014 often rely on async requests and more complicated algorithms for tasks like identifying near-identical or extremely similar images. If you want to scale your image scraping up even further, you can distribute scraping across a Selenium cluster or use a cloud-based web scraping API that includes automatic browser automation code.<\/p>\n\n\n\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Conclusion<\/h2>\n\n\n\n<p>To web scrape images from a website you need to understand how the website presents the images you need and whether the site is dynamic or not. Starting with Python cuts down on the learning curve and can provide a solid foundation to build on. Success depends on adapting your approach to each website&#8217;s specific parameters.<\/p>\n\n\n\n<p><strong>Key Takeaways:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Select tools based on site architecture:<\/strong> use requests + BeautifulSoup for static pages, Selenium for JavaScript-rendered or infinite-scroll sites.<\/li>\n\n\n\n<li><strong>Normalize every image URL<\/strong> (handle relative paths, CDN tokens, lazy-load attributes) before download to avoid broken references.<\/li>\n\n\n\n<li><strong>Build resilience into your scraper<\/strong> with polite delays, robust error handling, and user-agent headers to minimize rate-limit blocks.<\/li>\n\n\n\n<li><strong>Detect duplicates and manage file names<\/strong> systematically (hash checks, predictable naming) to keep datasets clean and organized.<\/li>\n<\/ul>\n\n\n\n<p>Remember that the ability to scrape content doesn&#8217;t imply permission to do so. Always respect website owners&#8217; wishes, follow legal guidelines, and consider the impact of your scraping activities. With these principles in mind, web scraping can be a powerful tool for legitimate data collection and analysis tasks.<\/p>\n","protected":false},"author":2284,"featured_media":74973,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","categories":[110],"tags":[],"class_list":["post-73665","blog","type-blog","status-publish","format-standard","has-post-thumbnail","hentry","category-web-scraping-and-automation"],"acf":[],"_links":{"self":[{"href":"https:\/\/proxidize.com\/wp-json\/wp\/v2\/blog\/73665","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/proxidize.com\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/proxidize.com\/wp-json\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/proxidize.com\/wp-json\/wp\/v2\/users\/2284"}],"replies":[{"embeddable":true,"href":"https:\/\/proxidize.com\/wp-json\/wp\/v2\/comments?post=73665"}],"version-history":[{"count":7,"href":"https:\/\/proxidize.com\/wp-json\/wp\/v2\/blog\/73665\/revisions"}],"predecessor-version":[{"id":84913,"href":"https:\/\/proxidize.com\/wp-json\/wp\/v2\/blog\/73665\/revisions\/84913"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/proxidize.com\/wp-json\/wp\/v2\/media\/74973"}],"wp:attachment":[{"href":"https:\/\/proxidize.com\/wp-json\/wp\/v2\/media?parent=73665"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/proxidize.com\/wp-json\/wp\/v2\/categories?post=73665"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/proxidize.com\/wp-json\/wp\/v2\/tags?post=73665"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}