Explore global humor on Reddit! AI analyzes which nations joke most in this intriguing study of subreddit comments. Discover which countries try to be the funniest!| www.scrapingbee.com
We help you get better at web-scraping: detailed tutorials, case studies and writings by industry experts.| www.scrapingbee.com
Nowadays, most websites use different methods and techniques to decrease the load and data served to their clients’ devices. One of these techniques is the infinite scroll. In this tutorial, we will see how we can scrape infinite scroll web pages using a js_scenario, specifically the scroll_y and scroll_x features. And we will use this page as a demo. Only 9 boxes are loaded when we first open the page, but as soon as we scroll to the end of it, we will load 9 more, and that will kee...| ScrapingBee – The Best Web Scraping API
Here is a quick tutorial on how you may add items to a shopping cart on eCommerce websites using ScrapingBee API via a JS scenario on Python. 1. You would need to identify any CSS selector that uniquely identifies the button or 'add to cart' element you wish to click. This can be done via the inspect element option on any browser, more details can be found on this tutorial: https://www.scrapingbee.com/tutorials/how-to-extract-css-selectors-using-chrome/| ScrapingBee – The Best Web Scraping API
One of the most important features of ScrapingBee, is the ability to extract exact data without need to post-process the request’s content using external libraries. We can use this feature by specifying an additional parameter with the name extract_rules. We specify the label of elements we want to extract, their CSS Selectors and ScrapingBee will do the rest! Let’s say that we want to extract the title & the subtitle of the data extraction documentation page. Their CSS selectors are h...| ScrapingBee – The Best Web Scraping API
Open the Network tab in the DevTools Right click (or Ctrl-click) a request Click "Copy" → "Copy as cURL" You can now paste it in the relevant curl converter to translate it in the language you want| ScrapingBee – The Best Web Scraping API
Open the Network Monitor tab in the Developer Tools Right click (or Ctrl-click) a request Click "Copy" → "Copy as cURL" You can now paste it in the relevant curl converter to translate it in the language you want| ScrapingBee – The Best Web Scraping API
Open the Network tab in the Developer Tools Right click (or Ctrl-click or two-finger click) a request Click "Copy as cURL" in the dropdown menu You can now paste it in the relevant curl converter to translate it in the language you want| ScrapingBee – The Best Web Scraping API
Sometimes you may need to remove specific HTML elements from the page's content, either to get cleaner results for your data extraction rules, or to simply delete unnecessary content from your response. To achieve that using ScrapingBee, you can use aJavaScript Scenario, with an evaluate instruction and execute this custom JS code: document.querySelectorAll("ELEMENT-CSS-SELECTOR").forEach(function(e){e.remove();}); For example, to remove all of the <style> elements from the response, you c...| ScrapingBee – The Best Web Scraping API
Certain websites may require you to scroll in order to load more results on the page or within a specific element. This is a quick guide on how to achieve different scrolling behaviors using JavaScript scenario. *Note that the JavaScript Scenario has a maximum execution time limit of 40 seconds. Requests exceeding this limit will result in a timeout:https://www.scrapingbee.com/documentation/js-scenario/#timeout --- 1. Scrolling a Specific Element Some page elements, such as tables or graphs, ...| ScrapingBee – The Best Web Scraping API
Some pages load more content only after you click “Load more results” or scroll and wait. In reality, the page often fetches additional results from its own API. If ScrapingBee can’t load those results, you can target the site’s API URL directly. Here’s how to do that using this URL as an example: https://www.reuters.com/technology *Note that the JavaScript Scenario has a maximum execution time limit of 40 seconds. Requests exceeding this limit will result in a timeout:https://www.s...| ScrapingBee – The Best Web Scraping API
Our API is designed to allow you to have multiple concurrent scraping operations. That means you can speed up scraping for hundreds, thousands or even millions of pages per day, depending on your plan. The more concurrent requests limit you have the more calls you can have active in parallel, and the faster you can scrape. using System; using System.IO; using System.Net; using System.Web; using System.Threading; namespace test { class test{ private static string BASE_URL = "https://app.scrapi...| ScrapingBee – The Best Web Scraping API
Our API is designed to allow you to have multiple concurrent scraping operations. That means you can speed up scraping for hundreds, thousands or even millions of pages per day, depending on your plan. The more concurrent requests limit you have the more calls you can have active in parallel, and the faster you can scrape. Making concurrent requests in GoLang is as easy as adding a “go” keyword before our scraping functions! The code below will make two concurrent requests to ScrapingBee...| ScrapingBee – The Best Web Scraping API
Our API is designed to allow you to have multiple concurrent scraping operations. That means you can speed up scraping for hundreds, thousands or even millions of pages per day, depending on your plan. The more concurrent requests limit you have the more calls you can have active in parallel, and the faster you can scrape. Making concurrent requests in NodeJS is very straightforward using Cluster module. The code below will make two concurrent requests to ScrapingBee’s pages, and save the c...| ScrapingBee – The Best Web Scraping API
Our API is designed to allow you to have multiple concurrent scraping operations. That means you can speed up scraping for hundreds, thousands or even millions of pages per day, depending on your plan. The more concurrent requests limit you have the more calls you can have active in parallel, and the faster you can scrape. Making concurrent requests in PHP is as easy as creating threads for our scraping functions! The code below will make two concurrent requests to ScrapingBee’s pages and d...| ScrapingBee – The Best Web Scraping API
Our API is designed to allow you to have multiple concurrent scraping operations. That means you can speed up scraping for hundreds, thousands or even millions of pages per day, depending on your plan. The more concurrent requests limit you have the more calls you can have active in parallel, and the faster you can scrape. import concurrent.futures import time from scrapingbee import ScrapingBeeClient # Importing SPB's client client = ScrapingBeeClient(api_key='YOUR-API-KEY') # Initialize the...| ScrapingBee – The Best Web Scraping API
Our API is designed to allow you to have multiple concurrent scraping operations. That means you can speed up scraping for hundreds, thousands or even millions of pages per day, depending on your plan. The more concurrent requests limit you have the more calls you can have active in parallel, and the faster you can scrape. Making concurrent requests in Ruby is as easy as creating threads for our scraping functions! The code below will make two concurrent requests to ScrapingBee’s pages and ...| ScrapingBee – The Best Web Scraping API
For most websites, your first requests will always be successful, however, it’s inevitable that some of them will fail. For these failed requests, the API will return a 500 status code and won’t charge you for the request. In this case, we can make our code retry to make the requests until we reach a maximum number of retries that we set: using System; using System.IO; using System.Net; using System.Web; using System.Collections.Generic; namespace test { class test{ private static string ...| ScrapingBee – The Best Web Scraping API
For most websites, your first requests will always be successful, however, it’s inevitable that some of them will fail. For these failed requests, the API will return a 500 status code and won’t charge you for the request. In this case, we can make our code retry to make the requests until we reach a maximum number of retries that we set: package main import ( "fmt" "io" "net/http" "os" ) const API_KEY = "YOUR-API-KEY" const SCRAPINGBEE_URL = "https://app.scrapingbee.com/api/v1" func save...| ScrapingBee – The Best Web Scraping API
For most websites, your first requests will always be successful, however, it’s inevitable that some of them will fail. For these failed requests, the API will return a 500 status code and won’t charge you for the request. In this case, we can make our code retry to make the requests until we reach a maximum number of retries that we set: <?php // Get cURL resource $ch = curl_init(); // Set base url & API key $BASE_URL = "https://app.scrapingbee.com/api/v1/?"; $API_KEY = "YOUR-API-KEY"; /...| ScrapingBee – The Best Web Scraping API
For most websites, your first requests will always be successful, however, it’s inevitable that some of them will fail. For these failed requests, the API will return a 500 status code and won’t charge you for the request. In this case, we can make our code retry to make the requests until we reach a maximum number of retries that we set: from scrapingbee import ScrapingBeeClient # Importing SPB's clientclient = ScrapingBeeClient(api_key='YOUR-API-KEY') # Initialize the client with your A...| ScrapingBee – The Best Web Scraping API
For most websites, your first requests will always be successful, however, it’s inevitable that some of them will fail. For these failed requests, the API will return a 500 status code and won’t charge you for the request. In this case, we can make our code retry to make the requests until we reach a maximum number of retries that we set: require 'net/http' require 'net/https' require 'addressable/uri' # Classic (GET) def send_request(user_url) uri = Addressable::URI.parse("https://app.sc...| ScrapingBee – The Best Web Scraping API
In this tutorial, we will see how you can use ScrapingBee’s API with C#, and use it to scrape web pages. As such, we will cover these topics: General structure of an API request Create your first API request. Let’s get started! 1. General structure of an API request The general structure of an API request made in C# will always look like this: using System; using System.IO; using System.Net; using System.Web; namespace test { class test{ private static string BASE_URL = @"https://app.scra...| ScrapingBee – The Best Web Scraping API
In this tutorial, we will see how you can use ScrapingBee’s API with GoLang, and use it to scrape web pages. As such, we will cover these topics: General structure of an API request Create your first API request. Let’s get started! 1. General structure of an API request The general structure of an API request made in Go will always look like this: package main import ( "fmt" "io/ioutil" "net/http" "net/url" ) func get_request() *http.Response { // Create client client := &http.Client{} my...| ScrapingBee – The Best Web Scraping API
In this tutorial, we will see how you can use ScrapingBee’s API with PHP, and use it to scrape web pages. As such, we will cover these topics: General structure of an API request Create your first API request. Let’s get started! 1. General structure of an API request The general structure of an API request made in PHP will always look like this: <?php // Get cURL resource $ch = curl_init(); // Set base url & API key $BASE_URL = "https://app.scrapingbee.com/api/v1/?"; $API_KEY = "YOUR-API-...| ScrapingBee – The Best Web Scraping API
In this tutorial, we will see how you can use ScrapingBee’s API with Ruby, and use it to scrape web pages. As such, we will cover these topics: General structure of an API request Create your first API request. Let’s get started! 1. General structure of an API request The general structure of an API request made in Ruby will always look like this: require 'net/http' require 'net/https' # Classic (GET) def send_request api_key = "YOUR-API-KEY" user_url = "YOUR-URL" uri = URI('https://app.s...| ScrapingBee – The Best Web Scraping API
In this tutorial, we will see how you can integrate ScrapingBee’s API with NodeJS using our Software Development Kit (SDK), and use it to scrape web pages. As such, we will cover these topics: Install ScrapingBee’s NodeJS SDK Create your first API request. Let’s get started! 1. Install the SDK Before using an SDK, we will have to install the SDK. And we can do that using this command: npm install scrapingbee.| ScrapingBee – The Best Web Scraping API
In this tutorial, we will see how you can integrate ScrapingBee’s API with Python using our Software Development Kit (SDK), and use it to scrape web pages. As such, we will cover these topics: Install ScrapingBee’s Python SDK Create your first API request. Let's get started! 1. Install the SDK Before using an SDK, we will have to install the SDK. And we can do that using this command: pip install scrapingbee| ScrapingBee – The Best Web Scraping API
In this tutorial, I’ll show you how to scrape Pinterest using ScrapingBee’s API. Whether you want to scrape Pinterest data for trending images, individual pins, Pinterest profiles, or entire boards, this guide explains how to build a web scraper that works. Scraping Pinterest can be tough. Its anti-bot protection often trips up typical web scrapers. That's why I prefer using ScrapingBee. With this tool, you won't need to run a headless browser or wait for page elements to load manually. Y...| ScrapingBee – The Best Web Scraping API
Trying to learn how to scrape Glassdoor data? You're at the right place. In this guide, I’ll show you exactly how to extract job title descriptions, salaries, and company information using ScrapingBee’s powerful API. You may already know this – Glassdoor is a goldmine of information, but scraping it can be a challenging task. The site utilizes dynamic content loading and sophisticated bot protection. As a result, the Glassdoor website is out of reach for an average web scraper. I’ve s...| ScrapingBee – The Best Web Scraping API
Learning how to scrape Bing search results can feel like navigating a minefield of anti-bot measures and IP blocks. Microsoft's Bing search engine has sophisticated protection systems to detect traditional scraping attempts faster than you can debug your first request failure. That’s exactly why I use ScrapingBee. Instead of wrestling with proxy rotations, JavaScript rendering, and constantly changing anti-bot methods, this web scraper handles all the complexity. It allows you to scrape sea...| ScrapingBee – The Best Web Scraping API
Want to learn how to scrape TripAdvisor? Tired of overpaying for your trips? As one of the biggest online travel platforms, it has tons of valuable information that can help you save money and enjoy your time abroad. Scraping TripAdvisor is a great way to keep an eye on price changes, customer sentiment, and other details that can impact your trips and vacations. In this tutorial, we will explain how to extract hotel names, prices, ratings, and reviews from TripAdvisor using our web scraping ...| ScrapingBee – The Best Web Scraping API
If you want to learn how to scrape IMDb data, you’re in the right place. This step-by-step tutorial shows you how to extract data, including movie details, ratings, actors, and review dates, using a Python script. You’ll see how to set up the required libraries, process the HTML content, and store your results in a CSV file for further analysis using ScrapingBee’s API. Why ScrapingBee? Here's the thing – if you want to scrape IMDb data, you need an infrastructure of proxies, JavaScrip...| ScrapingBee – The Best Web Scraping API
In this guide, I'll teach you how to scrape Etsy, one of the most popular marketplaces for handmade and vintage items. If you've ever tried scraping Etsy before, you know it's not exactly a walk in the park. The website's anti-bot protections, such as CAPTCHA, IP address flagging, and constant updates, make web scraping Etsy product data a challenge. That’s why ScrapingBee's Etsy scraper is the best tool to get the job done. It's a reliable web scraper that helps you capture real-time data ...| ScrapingBee – The Best Web Scraping API
In this guide, we'll dive into how to scrape Indeed job listings without getting blocked. The first time I tried to extract job data from this website, it was tricky. I thought a simple requests.get() would do the trick, but within minutes I was staring at a CAPTCHA wall. That’s when I realized I needed a proper web scraper with proxy rotation and headers baked in to scrape job listing data.| ScrapingBee – The Best Web Scraping API
Ever wanted to extract valuable insights and data from largest encyclopedias online? Then it is it to learn how to scrape Wikipedia pages! As one of the biggest treasuries of structured content, it is constantly reviewed and fact-checked by fellow users, or at least provide valuable insights and links to sources. Wikipedia has structured content but scraping can be tricky due to rate limiting, which restricts repeated connection requests to websites. Fortunately, our powerful tools can overco...| ScrapingBee – The Best Web Scraping API
Have you ever tried learning how to scrape Craigslist and run into a wall of CAPTCHAs and IP blocks? Trust me, my first web scraping attempt was just as rocky. Craigslist is a gold mine of data. It contains everything from job ads, housing, items for sale, to various services. But it's not an easy nut to crack for beginners in scraping. Just like in any other web scraping project, you won't get anywhere without proxy rotation, JavaScript rendering, and solving CAPTCHAs. Fortunately, ScrapingB...| ScrapingBee – The Best Web Scraping API
Welcome to a guide on how to scrape Google images. We’ll dive into the exact process of extracting image URLs, titles, and source links from Google Images search results. By the end of this guide, you'll be able to get all the image data from multiple search pages. Here's the catch, though: to scrape data, you'll need a reliable tool, such as ScrapingBee. Since Google Images implements strong anti-scraping measures, you won't be able to get images without a strong infrastructure.| ScrapingBee – The Best Web Scraping API
As the the key source of information on the internet, Google contains a lot of valuable public data. Just like with most industries, for many, it is the main source for tracking flight prices plus departure and arrival locations for trips. As you already know, automation plays a vital role here, as everyone wants an optimal setup to compare multiple airlines and their pricing strategies to save money. Even better, collecting data with your own Google Flights scraper saves a lot of time and pr...| ScrapingBee – The Best Web Scraping API
Learning how to scrape Costco can be incredibly valuable for gathering product information, monitoring prices, or conducting market research. In my experience, while there are several approaches to utilize coding tools for scraping Costco's website, our robust HTML API offers the most straightforward solution that handles JavaScript rendering, proxy rotation, and other key elements that tend to overcomplicate data extraction. In this guide, we will cover how you can extract data from retailer...| ScrapingBee – The Best Web Scraping API
Learning how to scrape data from eBay efficiently requires the right tools and techniques. eBay’s complex structure and anti-scraping measures make it challenging to extract data reliably. In this guide, I’ll walk you through the entire process of setting up and running an eBay scraper that actually works. Whether you’re tracking prices, researching products, or gathering seller data, you’ll discover how to extract the information you need without getting blocked| ScrapingBee – The Best Web Scraping API
Expedia scraping is a great strategy for tracking of hotel prices, travel trends, and comparison of deals with real-time data. It’s especially useful for building tools that rely on dynamic hotel details like location, rating, and pricing strategies, but accessing these platforms is a lot harder with automated tools. The main challenge is that Expedia loads its content using JavaScript, so simple scrapers can’t see the hotel listings without rendering the page. On top of that, the site of...| ScrapingBee – The Best Web Scraping API
Want to extract app names, ratings, reviews, and install counts from Google Play? Scraping is one of the fastest ways to collect valuable mobile app data from Google Play, but dynamic content and anti-bot systems make traditional scrapers unreliable In this guide, we will teach you to scrape Google Play using Python and our beloved ScrapingBee API. Here you will find the basic necessities for your collection goals, helping you export data in clean, structured formats. Let’s make scraping si...| ScrapingBee – The Best Web Scraping API
Did you know that learning how to scrape Google Scholar can supercharge your research papers? This search engine is a gold mine of citations and scholarly articles that you could be analyzing at scale with a web scraper. With a reliable scraping service like ScrapingBee and some basic Python, you can automate repetitive research tasks more efficiently. Why ScrapingBee, you may ask? Well, let’s get one thing straight – Google Scholar has tight anti-scraping measures. It means that you need...| ScrapingBee – The Best Web Scraping API
Scraping Home Depot’s product data requires handling JavaScript rendering and potential anti-bot measures. With ScrapingBee’s API, you can extract product information from Home Depot without managing headless browsers, proxies, or CAPTCHAs Simply set up a request with JavaScript rendering enabled, target the correct URLs, and extract structured data using your preferred HTML parser. Our API handles all the complex parts of web scraping, letting you focus on using the data. In this guide, ...| ScrapingBee – The Best Web Scraping API
Amazon review scraping is a great way for other retailers to learn about customer wants and needs through one of the biggest retailers in e-commerce. However, many are discouraged from trying it due to the technical barrier of writing code. If you want to access Amazon product reviews in a user-friendly way, there is no better combo than working with our HTML API through Python and its many additional libraries that help extract data from product pages. In this guide, we will cover the basics...| ScrapingBee – The Best Web Scraping API
Learning how to scrape Google Hotels opens up opportunities to gain a competitive edge for your business. When you scrape this specialized search engine, you gain access to valuable pricing and availability data that can transform your competitive analysis. By using targeted scraping methods, you can collect all the hotel data that fuels market research, tracks pricing changes in real time, and supports strategic decisions. However, even experienced developers struggle to scrape Google Hotels...| ScrapingBee – The Best Web Scraping API
If you're looking for a straightforward way to scrape Google Jobs, you're in the right place. In this guide, we'll walk through the steps to extract job listings and related data in just minutes using ScrapingBee. Our powerful web scraping API handles the toughest parts of the process for you: JavaScript rendering, proxy rotation, and CAPTCHA bypassing to provide the neccessary tools for consistent and reliable data extraction. Quick Answer (TL;DR) To scrape Google Jobs with our HTML API, wri...| ScrapingBee – The Best Web Scraping API
Need business leads or location data from Google Maps but frustrated by constant CAPTCHAs, IP blocks, or unreliable scraping scripts? Scraping is one of the fastest ways to gather high-value information, but Google’s aggressive anti-bot measures turn large-scale data collection into a real challenge. Access to business names, addresses, ratings, and phone numbers is too valuable to ignore, so users keep finding ways around Google’s automation blocks. But how exactly do they do it?| ScrapingBee – The Best Web Scraping API
In this blog post, I'll show you how to scrape google news by using Python and our Google news API, even if you're not a Python developer. You'll start with the straightforward RSS feed URL method to grab news headlines in structured XML. Then I'll show you how ScrapingBee’s web scraping API, our Google News API and IP rotation can extract public data. By the end of this guide, you’ll have an easy access to the every news title you need without getting bogged down in complex infrastructur...| ScrapingBee – The Best Web Scraping API
In this guide we’ll dive into Google Shopping scraping techniques that actually work in 2025. If you’ve ever needed to extract product data, prices, or seller information from Google Shopping, you’re in the right place. Google Shopping scraping has become essential for businesses that need competitive pricing data. I’ve spent years refining these methods, and today I’ll show you how to use ScrapingBee to make this process straightforward and reliable.| ScrapingBee – The Best Web Scraping API
If you're building stuff with large language models or AI agents, chances are you'll need web data. And that means writing a crawler, ideally something fast, flexible, and not a total pain to set up. Like, we probably don't want to spend countless hours trying to run a simple "hello world" app. That's where Crawl4AI comes in. Crawl4AI is an open-source crawler made by devs, for devs. It gives you control, speed, structured output, and enough room to do serious things without getting buried in...| ScrapingBee – The Best Web Scraping API
When you need to pull info from websites, you'll pretty quickly come across the term “web scraping”. And right after that, you'll run into a whole bunch of tools and services that all want to help you do it. With so many options out there, it's not always easy to figure out which one fits your needs best. That's what we're here for. In this listicle, we'll take a look at some of the most useful web scraping tools and software in 2025 — both paid and open-source (Including AI Web Scrapin...| ScrapingBee – The Best Web Scraping API
Have you ever wondered how to scrape data from any website automatically? Or how some websites and web applications can extract and display data so seamlessly from other sites in real-time? Whether you want to collect and track prices from e-commerce sites, gather news articles and research data, or monitor social media trends, web scraping is the tool you need. In this tutorial, we'll explore the world of web scraping with Python, guiding you from the basics for beginners to advanced techniq...| ScrapingBee – The Best Web Scraping API
Are you a marketer tracking competitor prices? A content creator monitoring trending topics? Maybe you're a small business owner researching leads or a data analyst gathering insights from websites? If any of these describe you, you're in the right place! No-code platforms like n8n are changing how we handle repetitive data collection tasks. What used to require hiring developers or spending hours on manual copying can now be automated with visual workflows in minutes.| ScrapingBee – The Best Web Scraping API
JavaScript has become one of the most popular and widely used languages due to the massive improvements it has seen and the introduction of the runtime known as Node.js. Whether it's a web or mobile application, JavaScript now has the right tools. This article will explain how the vibrant ecosystem of Node.js allows you to efficiently scrape the web to meet most of your requirements. Prerequisites This post is primarily aimed at developers who have some level of experience with JavaScript. Ho...| ScrapingBee – The Best Web Scraping API
Why node-fetch? Node-fetch is a popular HTTP client library, with around twenty million downloads per week; according to NPM, it is also one of the most downloaded NPM packages of all-time. Node-fetch's primary motivation was to implement a server-side API similar to window.fetch, a client-side one; since it is implemented in the browser. This API is primarily used to make asynchronous requests to load content on the browser side. However, on the server-side of things, there are many more use...| ScrapingBee – The Best Web Scraping API
In this tutorial, we are going to take a look at Puppeteer, a JavaScript library developed by Google. Puppeteer provides a native automation interface for Chrome and Firefox, allowing you to launch a headless browser instance and take full control of websites, including taking screenshots, submitting forms, extracting data, and more. Let's dive right in with a real-world example. 🤿 💡 If you are curious about the basics of web scraping in JavaScript, you may be also interested in Web Scr...| ScrapingBee – The Best Web Scraping API
Today, we’re incredibly proud and excited to announce that ScrapingBee has officially become part of Oxylabs’ group. Oxylabs’ company group already offers a variety of industry-leading proxy and data gathering solutions. Through this acquisition, they aim to strengthen their position as a market leader while helping elevate the web scraping industry as a whole. At ScrapingBee, our mission has always been to offer a transparent, easy-to-use, and high-performance web scraping solution.| ScrapingBee – The Best Web Scraping API
Ever need to pull data from websites – things like product details, news articles, or even just prices? Web scraping is your go-to, and luckily, JavaScript offers some nice tools for the job. Whether you're facing a simple HTML page or a dynamic interactive site, there's a library out there that can handle it. In this guide we'll dive into the best JavaScript web scraping tools that people are actually using in 2025. For each one, you'll get: a brief overview, a code snippet to get you star...| ScrapingBee – The Best Web Scraping API
Python is one of the most widely used programming languages for web scraping, and a large chunk of any web scraping task is sending HTTP requests. urllib3 and Requests are the most commonly used packages for this purpose. Naturally, the next question is which one do you use? In this blog, we briefly introduce both packages, highlighting the differences between urllib3 and Requests, and discuss which one of them is best suited for different scenarios.| ScrapingBee – The Best Web Scraping API
The internet is full of useful information and data. In 2025 it's forecast that an astonishing 496 quintillion bytes of data will be created daily. This data can be analyzed and used to make better business decisions. However, most of the data is not structured and isn’t readily available for processing. That’s where web scraping comes in. Web scraping enables you to retrieve data from a web page and store it in a format useful for further processing. But, as you probably know, web pages ...| ScrapingBee – The Best Web Scraping API
What Is The SOCKS5 Protocol? SOCKS is an internet protocol used for proxies, i.e. to enable a client and a server machine to communicate over the internet without knowing each other, by means of an intermediary proxy server. SOCKS5 is the most recent version of this protocol, designed to be an upgrade to its predecessors SOCKS4 and SOCKS4a. SOCKS5 offers authentication support and includes support for IPv6 and UDP. Common Use Cases For SOCKS5 Proxies In the world of web scraping, the most com...| ScrapingBee – The Best Web Scraping API
Selenium is a popular browser automation framework that is also used for scraping data using headless browsers. While using Selenium, one of the most popular things to do is use CSS selectors to select particular HTML elements to interact with or extract data from. Using Browser Developer Tools To Find CSS Selectors To scrape content or fill in forms using Selenium, we first need to know the CSS selector of the HTML element we'll be working with. To find the CSS selector, we need to go throug...| ScrapingBee – The Best Web Scraping API
What Is JSON And Why Parse It? JSON stands for "JavaScript Object Notation". It's one of the most popular formats used for storing and sharing data containing key-value pairs, which may also be nested or in a list. For many applications that work with data, including web scraping, it is important to be able to write and parse data in the JSON format. Here is a sample JSON string: { "name": "John Doe", "age": 32, "address": { "street": "123 Main St", "city": "Anytown", "state": "CA" } } How To...| ScrapingBee – The Best Web Scraping API
What Are CSS Selectors? CSS selectors are patterns that are used to reference HTML elements, primarily for the purpose of styling them using CSS. Over the years, they've evolved into one of the key ways to select and manipulate HTML elements using in-browser JavaScript and other programming languages such as Python. Why Use CSS Selectors in Python? In Python, CSS selectors are primarily used to select one or more HTML elements while working with web pages, usually for scraping and browser aut...| ScrapingBee – The Best Web Scraping API
Websites that render using JavaScript work in many different ways. Hence, waiting for the page to load might mean different things based on what we're looking to do. Sometimes the elements we need will appear on the first render, sometimes an app shell will load first and then the content. Sometimes we may even have to interact (click or scroll). Let's look at the different methods to wait in Playwright, so you can use the one that best works for your task.| ScrapingBee – The Best Web Scraping API
What is Screen Scraping? The easiest way to get data from another program is to use a dedicated API (Application Programming Interface), but not all programs provide one. In fact, most programs don't. If there's no API provided, you can still get data from a program by using screen scraping, which is the process of capturing data from the screen output of a program. This can take all kinds of forms, ranging from parsing terminal output to reading text off screenshots, with the most common bei...| ScrapingBee – The Best Web Scraping API
In this tutorial we'll cover everything you need to know about web scraping using the R programming language. We'll explore the ecosystem of R packages for web scraping, build complete scrapers for real-world datasets, tackle common challenges like JavaScript rendering and pagination, and even analyze our findings with some data science magic. Let's get started! Hearing web scraping for the first time? Take a quick detour to our Web Scraping Fundamentals guide. It covers all the basics, histo...| ScrapingBee – The Best Web Scraping API
LLMs such as ChatGPT have changed how developers write, review, and test code. The biggest testament to this is the rise of the term "Vibe coding", which was coined by Andrej Karpathy in an X post. To quote the post: There's a new kind of coding I call "vibe coding", where you fully give in to the vibes, embrace exponentials, and forget that the code even exists. It's possible because the LLMs (e.g. Cursor Composer w Sonnet) are getting too good. Also I just talk to Composer with SuperWhisper...| ScrapingBee – The Best Web Scraping API
Today we're continuing our adventures in the wondrous world of scraping and taking a look at how to bypass the PerimeterX anti-bot system using a few potential solutions. It's not the easiest task, but I'll try to explain what to watch out for and will cover some key details to keep in mind. So, let's get started! What is PerimeterX? I'm not sure about you, but to me the name "PerimeterX" sounds like it belongs to a secret military project or some evil AI. You could imagine it being announced...| ScrapingBee – The Best Web Scraping API
Humanity got itself a huge upgrade by embracing tool use a few million years ago and now AI is getting that upgrade. AI is now able to use various tools for you. For example, it can search the web, turn on your living room lamps, play Pokémon and of course use browsers to scrape data. A critical link in the interface between AI and software tools is the Model Context Protocol (MCP). It is an open protocol that defines how tools can expose their data and functionality to be used by AI models....| ScrapingBee – The Best Web Scraping API
Web scraping is a technique for retrieving data from web pages. While one could certainly load any site in their browser and copy-paste the relevant data manually, this hardly scales and so web scraping is a task destined for automation. If you are curious why one would scrape the web(/blog/what-is-web-scraping/#web-scraping-use-cases), you'll find a myriad of reasons for that: Generating leads for marketing Monitoring prices on a page (and purchase when the price drops low) Academic research...| ScrapingBee – The Best Web Scraping API
In this tutorial we're diving into the world of web scraping with Ruby. We'll explore powerful Gems like Faraday for HTTP requests, Nokogiri for parsing HTML, and browser automation with Selenium and Capybara. Along the way, we'll scrape real websites with some example scripts, handle dynamic Javascript content and even run headless browsers in parallel. By the end of this tutorial, you'll be equipped with the knowledge and practical patterns needed to start scraping data from websites — wh...| ScrapingBee – The Best Web Scraping API
This tutorial explains how to use three technologies for web scraping with Scala. The article first explains how to scrape a static HTML page with Scala using jsoup and Scala Scraper. Then, it explains how to scrape a dynamic HTML website with Scala using Selenium. 💡 Interested in web scraping with Java? Check out our guide to the best Java web scraping libraries| ScrapingBee – The Best Web Scraping API
AI agents, AI agents everywhere. This is one of the most popular and quickly evolving technologies out there. I'm not sure about you, but to me it seems like everyone is trying to use AI for literally everything: collecting data, writing letters, booking hotels, and even shopping. While I still prefer doing many of these things manually, automating boring tasks seems really tempting. Thus, in this article, we're going to see how to automate browser interactions with the help of BrowserUse.| ScrapingBee – The Best Web Scraping API
Finding all the URLs on a website is one of the most vital tasks in a web scraping workflow. In this tutorial, we’ll explain URL acquisition methods such as leveraging the power of Google search all the way to exploring SEO expert level software like ScreamingFrog, and even crafting our own Python script to grab URLs at scale from a sitemap. Don't worry, we've got you covered on formulating a list of URLs to scrape (and as a bonus we'll even show you how to scrape some data as well).| ScrapingBee – The Best Web Scraping API
Web scraping is one of the rather important parts when it comes automated data extraction of web content. While languages like Python are commonly used, C++ offers significant advantages in performance and control. With its low-level memory management, speed, and ability to handle large-scale data efficiently, it is an excellent choice for web scraping tasks that demand high performance. In this article, we shall take a look at the advantages of developing our own custom web scraper in C++ an...| ScrapingBee – The Best Web Scraping API
In a previous blog, we evaluated popular browser automation frameworks and patches developed for them to bypass CreepJS, which is a browser fingerprinting tool that can detect headless browsers and stealth plugins. Of all the tools we tried, we found that Camoufox scored the best, being indistinguishable from a real, human-operated browser. In this blog, we’ll see what it is, how it works, and try using it for some web scraping tasks.| ScrapingBee – The Best Web Scraping API
In this Rust tutorial you'll learn how to create a basic web scraper by scraping the top ten movies list from IMDb. Rust is a language known for its speed and safety and we'll try two approaches: blocking IO and asynchronous IO with tokio. Implementing a Web Scraper in Rust You’re going to set up a fully functioning web scraper in Rust. Your target for scraping will be IMDb, a database of movies, TV series, and other media.| ScrapingBee – The Best Web Scraping API
Best 10 Java Web Scraping Libraries In this article, I will show you the most popular Java web scraping libraries and help you choose the right one. Web scraping is the process of extracting data from websites. At first sight, you might think that all you need is a standard HTTP client and basic programming skills, right? In theory, yes, but quickly, you will face challenges like session handling, cookies, dynamically loaded content and JavaScript execution, and even anti-scraping measures (f...| ScrapingBee – The Best Web Scraping API
This tutorial will show you how to make HTTP API calls using Python. There are many ways to skin a cat and there are multiple methods for making API calls in Python, but today we'll be demonstrating the requests library, making API calls to the hugely popular OpenAI ChatGPT API. We'll give you a demo of the more pragmatic approach and experiment with their dedicated Software Development Kit (SDK) so you can easily integrate AI into your project. We'll also explain how to make API requests to ...| ScrapingBee – The Best Web Scraping API
Scraping Amazon can be tricky. I know the struggle. The site changes often, it has built-in protections and isn't exactly fond of being scraped. If you've ever tried going down this road, you've probably ran into roadblocks in the form of CAPTCHAs or empty responses. This tutorial will show you how to scrape Amazon shopping results step by step, bypassing anti-scraping measures with code examples. We'll demonstrate how to extract product details like names, prices, and links, and how to save ...| ScrapingBee – The Best Web Scraping API
You might have seen one of our other tutorials on how to scrape websites, for example with Ruby, JavaScript or Python, and wondered: what about the most widely used server-side programming language for websites, which, at the same time, is the one of the most dreaded? Wonder no more - today it's time for PHP 🥳! Believe it or not, PHP and web scraping have much in common: just like PHP, web scraping can be used either in a quick and dirty way or in a more elaborate fashion and supported wit...| ScrapingBee – The Best Web Scraping API
The Job market is a fiercely competitive place and getting an edge in your search can mean the difference between success and failure, so many tech-savvy Job seekers turn to web-scraping Job listings to get ahead of the competition, enabling them to see new relevant Jobs as soon as they hit the market. Scraping Job listings can be an invaluable tool for finding your next role and in this tutorial, we’ll teach you how to use our AI-powered Web Scraping API to harvest Job vacancies from any J...| ScrapingBee – The Best Web Scraping API
CreepJS is an open-source project designed to demonstrate vulnerabilities and leaks in extensions or browsers that users use to avoid being fingerprinted. It’s one of the newest projects in the browser fingerprinting scene, and it uses an advanced combination of techniques such as JavaScript tampering detection and finding inconsistencies between the detected user agent and the expected feature set. In this tutorial, we’ll see how the most popular headless browsers stack up against each o...| ScrapingBee – The Best Web Scraping API
Web Scraping can be one of the most challenging things to do on the internet. In this tutorial we’ll show you how to master Web Scraping and teach you how to extract data from any website at scale. We’ll give you prewritten code to get you started scraping data with ease. What is Web Scraping? Web scraping is the process of automatically extracting data from a website’s HTML. This can be done at scale to visit every page on the website and download the valuable data you need, storing it...| ScrapingBee – The Best Web Scraping API
Playwright for Scrapy enables you to scrape javascript heavy dynamic websites at scale, with advanced web scraping features out of the box. In this tutorial, we’ll show you the ins and outs of scraping using this popular browser automation library that was originally invented by Microsoft, combining it with Scrapy to extract the content you need with ease. We’ll cover jobs to be done such as setting up your Python environment, inputting and submitting form data, all the way through to dea...| ScrapingBee – The Best Web Scraping API
You're reviewing your Google Ads dashboard on a Monday morning, coffee in hand, when you notice your cost-per-click has mysteriously skyrocketed over the weekend. Your best-performing keywords are suddenly bleeding money, and your once-reliable ad positions are slipping. Sound familiar? In my years of experience with PPC campaigns and developing web scraping solutions, I've learned that in the high-stakes world of Google Ads, flying blind to your competitors' moves isn't just risky – it's e...| ScrapingBee – The Best Web Scraping API
Scraping Shopify stores can be a challenging task because each store uses a unique theme and layout, making traditional scrapers with rigid selectors unreliable. That’s why we'll be showing you how to leverage an AI-powered web scraper that easily adapts to any page structure, effortlessly extracting Shopify e-commerce data no matter how the store is designed. In this tutorial, we’ll be using our Python Scrapingbee client to scrape one of the most successful Shopify stores on the planet; ...| ScrapingBee – The Best Web Scraping API
Proxies are your ultimate cheat code, helping you bypass the anti-scraping bosses guarding valuable data behind firewalls and restrictions. This guide shows you how to obtain free proxies with an AI-powered scraper API, saving you time and money while leveling up your scraping game like a pro. Free proxies are listed by several sources on the internet, and they usually allow us to filter by protocol type, country, and other parameters. In a previous blog post, we looked at some of these sourc...| ScrapingBee – The Best Web Scraping API
In this article, you will learn how to create a simple web scraper using Go. Robert Griesemer, Rob Pike, and Ken Thompson created the Golang programming language at Google, and it has been in the market since 2009. Go, also known as Golang, has many brilliant features. Getting started with Go is fast and straightforward. As a result, this comparatively newer language is gaining a lot of attraction in the developer world.| ScrapingBee – The Best Web Scraping API
Is there a website from where you'd like to regularly scrape data in a structured fashion, but that site does not offer a standardised API, such as a JSON REST interface yet? Don't fret, web scraping with Java comes to the rescue. 💡 Interested in web scraping with Java? Check out our guide to the best Java web scraping libraries| ScrapingBee – The Best Web Scraping API
Picture this: It's 3 AM, and you're staring at your terminal, trying to download hundreds of data files for tomorrow's analysis. Your mouse hand is cramping from all that right-click, "Save As" action, and you're thinking there has to be a better way. (Spoiler alert: there is, and you've just found it!) Welcome to the world of file downloads with cURL, where what seems like command-line sorcery to many is about to become your new superpower. As an automation specialist who's orchestrated thou...| ScrapingBee – The Best Web Scraping API
Ever wondered what people across the United States are talking about online? Reddit, often dubbed "the front page of the internet," offers a treasure trove of conversations, and each state has its own dedicated subreddit reflecting local interests. But what exactly are these state-based communities discussing the most? In total, we looked at 50,947 threads from the different states of the USA. We used the “year” filter and the “top” sort on Reddit. We first made a word cloud consistin...| ScrapingBee – The Best Web Scraping API
Collecting data from websites and organizing it into a structured format like Excel can be super handy. Maybe you're building reports, doing research, or just want a neat spreadsheet with all the info you need. But copying and pasting manually? That's a time sink no one enjoys. In this guide, we'll discuss a few ways to scrape data from websites and save it directly into Excel. Together we'll talk about methods for both non-techies and devs, using everything from built-in Excel tools to codin...| ScrapingBee – The Best Web Scraping API
In this tutorial, I will show you some of the best and Python web scraping libraries. Web scraping is often way more challenging than it initally seems due to various challenges like session handling, cookies, dynamically loaded content, JavaScript execution, and even anti-scraping measures (for example, CAPTCHA, IP blocking, and rate limiting). This is where advanced web scraping libraries come in handy. They abstract away the complexity of web scraping, allowing you to focus on data extract...| ScrapingBee – The Best Web Scraping API
APIs for dummies: What is an API and how do APIs work? Ever wondered how your favorite apps and websites effortlessly share information with each other? That's where APIs come in! API stands for Application Programming Interface, but don't let that technical-sounding name scare you. Simply put, APIs are like bridges that allow different software systems to communicate and share data or features with each other. Think about it this way: when you use a weather app on your phone, that app doesn'...| ScrapingBee – The Best Web Scraping API
For years Selenium has reigned as the undisputed champion of web automation, dominating the ring with its vast capabilities and developer loyalty. But now a formidable rival has risen, Playwright. This battle of the titans is set to determine which tool truly deserves the crown of web automation champion. Each contender brings its own unique strengths and strategies to the arena, but which will emerge victorious in the fight for web automation supremacy?| ScrapingBee – The Best Web Scraping API
Beautiful Soup is super easy to use for parsing HTML and is hugely popular. However, if you're extracting a gigantic amount of data from tons of scraped pages it can slow to a crawl if not properly optimized. In this tutorial, I'll show you 10 expert-level tips and tricks for transforming Beautiful Soup into a blazing-fast data-extracting beast and how to optimize your scraping process to be as fast as lightning.| ScrapingBee – The Best Web Scraping API