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241 posts tagged with "data extraction"

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Web Scraping for Data Scientists

· 6 min read
ScrapingAnt Team
ScrapingAnt

Web Scraping for Data Scientists

Data is all around us, and scientists train themselves to question everything. Scientists usually spend hours studying data in their specific field to facilitate learning, understanding, innovation.

However, to procure the volume of data necessary, scientists often need help from computer programs and AI technology. Many times, the correct technology for this job is a web scraping tool.

This article will explain the uses of web scraping for data scientists, information about web scraping, and why ScrapingAnt can help you get the information you need.

Web Scraping with Deno

· 10 min read
Oleg Kulyk
Co-Founder @ ScrapingAnt

Web Scraping with Deno

Dynamic languages are helpful tools for web scraping. Scripting allows users to rapidly tie together complex systems or libraries and express ideas without dealing with memory management or build systems.

JavaScript is the most popularly used dynamic language, operating on every device with a web browser, and Node.js as a JS runtime proved to be a very successful software platform. Due to design mistakes, it became hard to evolve with an existing user base, so Deno was born to resolve all the problems. Let's find out how to scrape the web and dynamic websites with Deno.

Scrape a Dynamic Website with Python

· 12 min read
Oleg Kulyk
Co-Founder @ ScrapingAnt

Scrape a Dynamic Website with Python

Updated 2026-09-14

The Selenium and Playwright examples were re-run with Selenium 4.49, Playwright 1.62 and Python 3.12, and their output below is copied from that run. The Selenium example was rewritten because webdriver.Chrome() no longer accepts the executable_path argument used in the 2021 version. The Pyppeteer section was removed because the library is unmaintained. A second fixture was added for content that arrives after a delay. The ScrapingAnt API example was updated to the same fixtures but was not executed for this update; no API output is shown as measured. Code, fixtures and captured output: scrapingant-examples/examples/scrape-dynamic-website-with-python.

You open a page in the browser and the data is there. You fetch the same URL with requests, parse it with BeautifulSoup, and the field is empty or shows placeholder text. That is the symptom of a dynamic website: the HTML the server sends is not the HTML you see, because JavaScript changes the page after it loads. This tutorial shows how to confirm that diagnosis on a small fixture and how to get the rendered content with Selenium, Playwright, or the ScrapingAnt API, including the case where the content shows up only after a delay.

Web Scraping with JavaScript and Node.js: A Tested Guide

· 7 min read
Oleg Kulyk
Co-Founder @ ScrapingAnt

Web Scraping with Javascript

Updated 2026-10-26

Rewritten for Node.js 22: built-in fetch and ES modules, current Cheerio, jsdom, Axios, Playwright and Puppeteer, and a web scraping API example. The request and SuperAgent sections and an untested Selenium Google search example were removed. Every snippet was run on 2026-10-26 and its output is shown; the code is in the evidence packet.

Node.js is a good fit for web scraping: fetch is built in, the parsers are fast, and the two main headless browser libraries, Playwright and Puppeteer, are JavaScript-first. This guide goes from a one-line request to a page that only renders in a browser, then shows the same job through a web scraping API.

How to use a proxy in Playwright

· 4 min read
Oleg Kulyk
Co-Founder @ ScrapingAnt

How to use a proxy in Playwright?

Playwright is a high-level API to control and automate headless Chrome (Chromium), Firefox and Webkit. It can be considered as an extended Puppeteer, as it allows using more browser types to automate modern web apps testing and scraping. Playwright API can be used in JavaScript & TypeScript, Python, C# and, Java. In this article, we are going to show how to set up a proxy in Playwright for all the supported browsers.

How to use Microsoft Edge with Playwright

· 4 min read
Oleg Kulyk
Co-Founder @ ScrapingAnt

How to use Microsoft Edge with Playwright

Web scraping a website with the actually supported or other browsers has a real benefit in ensuring that the scraper will not be banned by the fingerprint or the behavioral pattern. Playwright already provides full support for Chromium, Firefox, and WebKit out of the box without installing the browsers manually, but since most of the users out there use Google Chrome or Microsoft Edge instead of the open-source Chromium variant, in some scenarios, it's safer to use them to emulate a more realistic browser environment.

HTML Parsing Libraries - C#

· 5 min read
Oleg Kulyk
Co-Founder @ ScrapingAnt

HTML Parsing Libraries - C#

Web sites are written using HTML, which means that each web page is a structured document. Sometimes the goal is to obtain some data from them and preserve the structure while we’re at it. Websites don’t always provide their data in comfortable formats such as CSV or JSON, so only the way to deal with it is to parse the HTML page.