{"id":407,"date":"2023-08-10T16:26:06","date_gmt":"2023-08-10T16:26:06","guid":{"rendered":"https:\/\/python.garden\/?p=407"},"modified":"2023-08-10T16:27:22","modified_gmt":"2023-08-10T16:27:22","slug":"beginners-guide-to-web-scraping-using-python-and-scrapy","status":"publish","type":"post","link":"https:\/\/python.garden\/index.php\/2023\/08\/10\/beginners-guide-to-web-scraping-using-python-and-scrapy\/","title":{"rendered":"Beginner&#8217;s guide to web scraping using Python and Scrapy"},"content":{"rendered":"\n<p>Scrapy is a popular and powerful web scraping framework for Python that provides all the tools needed for extracting specific information from websites.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. Introduction:<\/h2>\n\n\n\n<p>Scrapy is not just a simple library like Beautiful Soup; it&#8217;s a comprehensive web scraping framework. It handles request scheduling, handles various web scraping challenges like retries, logging in, and more, out of the box.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. Pre-requisites:<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Python (3.x recommended)<\/li>\n\n\n\n<li>Basic understanding of HTML, CSS selectors, and web structure<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">3. Installation:<\/h2>\n\n\n\n<p>To start with Scrapy, install it using pip:<\/p>\n\n\n\n<div class=\"wp-block-codemirror-blocks-code-block code-block\"><pre class=\"CodeMirror\" data-setting=\"{&quot;showPanel&quot;:true,&quot;languageLabel&quot;:&quot;language&quot;,&quot;fullScreenButton&quot;:true,&quot;copyButton&quot;:true,&quot;mode&quot;:&quot;python&quot;,&quot;mime&quot;:&quot;text\/x-python&quot;,&quot;theme&quot;:&quot;material&quot;,&quot;lineNumbers&quot;:true,&quot;styleActiveLine&quot;:true,&quot;lineWrapping&quot;:false,&quot;readOnly&quot;:true,&quot;fileName&quot;:&quot;&quot;,&quot;language&quot;:&quot;Python&quot;,&quot;maxHeight&quot;:&quot;400px&quot;,&quot;modeName&quot;:&quot;python&quot;}\">pip install scrapy<\/pre><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">4. Your First Scrapy Spider:<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Step 1: Create a new Scrapy project:<\/h3>\n\n\n\n<div class=\"wp-block-codemirror-blocks-code-block code-block\"><pre class=\"CodeMirror\" data-setting=\"{&quot;showPanel&quot;:true,&quot;languageLabel&quot;:&quot;language&quot;,&quot;fullScreenButton&quot;:true,&quot;copyButton&quot;:true,&quot;mode&quot;:&quot;python&quot;,&quot;mime&quot;:&quot;text\/x-python&quot;,&quot;theme&quot;:&quot;material&quot;,&quot;lineNumbers&quot;:true,&quot;styleActiveLine&quot;:true,&quot;lineWrapping&quot;:false,&quot;readOnly&quot;:true,&quot;fileName&quot;:&quot;&quot;,&quot;language&quot;:&quot;Python&quot;,&quot;maxHeight&quot;:&quot;400px&quot;,&quot;modeName&quot;:&quot;python&quot;}\">scrapy startproject myproject<\/pre><\/div>\n\n\n\n<p>This will create a new directory called <code>myproject<\/code>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Step 2: Create a spider:<\/h3>\n\n\n\n<p>Navigate to the <code>spiders<\/code> directory inside your project:<\/p>\n\n\n\n<div class=\"wp-block-codemirror-blocks-code-block code-block\"><pre class=\"CodeMirror\" data-setting=\"{&quot;showPanel&quot;:true,&quot;languageLabel&quot;:&quot;language&quot;,&quot;fullScreenButton&quot;:true,&quot;copyButton&quot;:true,&quot;mode&quot;:&quot;python&quot;,&quot;mime&quot;:&quot;text\/x-python&quot;,&quot;theme&quot;:&quot;material&quot;,&quot;lineNumbers&quot;:true,&quot;styleActiveLine&quot;:true,&quot;lineWrapping&quot;:false,&quot;readOnly&quot;:true,&quot;fileName&quot;:&quot;&quot;,&quot;language&quot;:&quot;Python&quot;,&quot;maxHeight&quot;:&quot;400px&quot;,&quot;modeName&quot;:&quot;python&quot;}\">cd myproject\/myproject\/spiders<\/pre><\/div>\n\n\n\n<p>Then, create a file named <code>example_spider.py<\/code>. Add the following code:<\/p>\n\n\n\n<div class=\"wp-block-codemirror-blocks-code-block code-block\"><pre class=\"CodeMirror\" data-setting=\"{&quot;showPanel&quot;:true,&quot;languageLabel&quot;:&quot;language&quot;,&quot;fullScreenButton&quot;:true,&quot;copyButton&quot;:true,&quot;mode&quot;:&quot;python&quot;,&quot;mime&quot;:&quot;text\/x-python&quot;,&quot;theme&quot;:&quot;material&quot;,&quot;lineNumbers&quot;:true,&quot;styleActiveLine&quot;:true,&quot;lineWrapping&quot;:false,&quot;readOnly&quot;:true,&quot;fileName&quot;:&quot;&quot;,&quot;language&quot;:&quot;Python&quot;,&quot;maxHeight&quot;:&quot;400px&quot;,&quot;modeName&quot;:&quot;python&quot;}\">import scrapy\n\nclass ExampleSpider(scrapy.Spider):\n    name = &quot;example&quot;\n    start_urls = [\n        'https:\/\/example.com',\n    ]\n\n    def parse(self, response):\n        self.log(f&quot;Visited {response.url}&quot;)\n\n        # For instance, extracting all the text from &lt;h2&gt; tags:\n        h2_texts = response.css('h2::text').getall()\n        for text in h2_texts:\n            self.log(text)<\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Step 3: Run the spider:<\/h3>\n\n\n\n<p>From the main project directory (<code>myproject<\/code>), run:<\/p>\n\n\n\n<div class=\"wp-block-codemirror-blocks-code-block code-block\"><pre class=\"CodeMirror\" data-setting=\"{&quot;showPanel&quot;:true,&quot;languageLabel&quot;:&quot;language&quot;,&quot;fullScreenButton&quot;:true,&quot;copyButton&quot;:true,&quot;mode&quot;:&quot;python&quot;,&quot;mime&quot;:&quot;text\/x-python&quot;,&quot;theme&quot;:&quot;material&quot;,&quot;lineNumbers&quot;:true,&quot;styleActiveLine&quot;:true,&quot;lineWrapping&quot;:false,&quot;readOnly&quot;:true,&quot;fileName&quot;:&quot;&quot;,&quot;language&quot;:&quot;Python&quot;,&quot;maxHeight&quot;:&quot;400px&quot;,&quot;modeName&quot;:&quot;python&quot;}\">scrapy crawl example<\/pre><\/div>\n\n\n\n<p>This will start the spider, and you should see logs of visiting the page and the extracted texts from <code>&lt;h2&gt;<\/code> tags.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">5. Tips and Tricks:<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>XPath<\/strong>: Scrapy supports using XPath expressions which can be more powerful than CSS selectors in some cases.<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-codemirror-blocks-code-block code-block\"><pre class=\"CodeMirror\" data-setting=\"{&quot;showPanel&quot;:true,&quot;languageLabel&quot;:&quot;language&quot;,&quot;fullScreenButton&quot;:true,&quot;copyButton&quot;:true,&quot;mode&quot;:&quot;python&quot;,&quot;mime&quot;:&quot;text\/x-python&quot;,&quot;theme&quot;:&quot;material&quot;,&quot;lineNumbers&quot;:true,&quot;styleActiveLine&quot;:true,&quot;lineWrapping&quot;:false,&quot;readOnly&quot;:true,&quot;fileName&quot;:&quot;&quot;,&quot;language&quot;:&quot;Python&quot;,&quot;maxHeight&quot;:&quot;400px&quot;,&quot;modeName&quot;:&quot;python&quot;}\">   h2_texts = response.xpath('\/\/h2\/text()').getall()<\/pre><\/div>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li><strong>User Agents<\/strong>: Some websites may block default Scrapy user agents. You can set a custom user agent in the spider&#8217;s <code>custom_settings<\/code>:<\/li>\n<\/ol>\n\n\n\n<div class=\"wp-block-codemirror-blocks-code-block code-block\"><pre class=\"CodeMirror\" data-setting=\"{&quot;showPanel&quot;:true,&quot;languageLabel&quot;:&quot;language&quot;,&quot;fullScreenButton&quot;:true,&quot;copyButton&quot;:true,&quot;mode&quot;:&quot;python&quot;,&quot;mime&quot;:&quot;text\/x-python&quot;,&quot;theme&quot;:&quot;material&quot;,&quot;lineNumbers&quot;:true,&quot;styleActiveLine&quot;:true,&quot;lineWrapping&quot;:false,&quot;readOnly&quot;:true,&quot;fileName&quot;:&quot;&quot;,&quot;language&quot;:&quot;Python&quot;,&quot;maxHeight&quot;:&quot;400px&quot;,&quot;modeName&quot;:&quot;python&quot;}\">   custom_settings = {\n       &quot;USER_AGENT&quot;: &quot;YourCustomUserAgent\/1.0&quot;\n   }<\/pre><\/div>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li><strong>Scrapy Shell<\/strong>: Use the <code>scrapy shell<\/code> command followed by a URL to explore responses and test extraction code interactively. It&#8217;s very useful to experiment and check how your selectors work.<\/li>\n\n\n\n<li><strong>Middlewares and Extensions<\/strong>: Scrapy provides many built-in middlewares and extensions (like handling retries, cookies, etc.), and you can even write your own.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">6. Ethical Considerations:<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Adhere to the website&#8217;s <code>robots.txt<\/code>.<\/li>\n\n\n\n<li>Be mindful of the frequency of your requests.<\/li>\n\n\n\n<li>Respect terms of service and privacy agreements.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">7. Going Further:<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Scrapy Items<\/strong>: To structure your scraped data, Scrapy offers an <code>Item<\/code> class that can be used to define a model for your data.<\/li>\n\n\n\n<li><strong>Pipelines<\/strong>: Scrapy has a concept called pipelines that allow you to process and save the scraped data easily. This is useful for cleaning data, saving it to databases, etc.<\/li>\n\n\n\n<li><strong>More Advanced Spiders<\/strong>: Scrapy supports more complex workflows like handling login forms, maintaining sessions, and crawling through multiple pages.<\/li>\n\n\n\n<li><strong>Scrapy with Splash<\/strong>: For dynamic websites rendered using JavaScript, Scrapy has a sister project called Splash which can render pages using a real browser engine, allowing you to scrape sites that heavily rely on JavaScript.<\/li>\n<\/ul>\n\n\n\n<p>Remember to always use web scraping tools like Scrapy ethically and responsibly.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Scrapy is a popular and powerful web scraping framework for Python that provides all the tools needed for extracting specific information from websites. 1. Introduction: Scrapy is not just a&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-407","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"featured_image_src":null,"author_info":{"display_name":"shababdoo","author_link":"https:\/\/python.garden\/index.php\/author\/shababdoo\/"},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/python.garden\/index.php\/wp-json\/wp\/v2\/posts\/407","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/python.garden\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/python.garden\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/python.garden\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/python.garden\/index.php\/wp-json\/wp\/v2\/comments?post=407"}],"version-history":[{"count":0,"href":"https:\/\/python.garden\/index.php\/wp-json\/wp\/v2\/posts\/407\/revisions"}],"wp:attachment":[{"href":"https:\/\/python.garden\/index.php\/wp-json\/wp\/v2\/media?parent=407"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/python.garden\/index.php\/wp-json\/wp\/v2\/categories?post=407"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/python.garden\/index.php\/wp-json\/wp\/v2\/tags?post=407"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}