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Top 5 Popular Python Libraries for Web Scraping in 2024

· 5 min read
Oleg Kulyk
Co-Founder @ ScrapingAnt

Top 5 Popular Python Libraries for Web Scraping in 2024

It is a well-known fact that Python is one of the most popular programming languages for data mining and Web Scraping. There are tons of libraries and niche scrapers around the community, but we’d like to share the 5 most popular of them.

Most of these libraries' advantages can be received by web scraping API and some of these libraries can be used in stack with it.

What Is Web Scraping? From an HTML Page to JSON

· 7 min read
Oleg Kulyk
Co-Founder @ ScrapingAnt

What Is Web Scraping? From an HTML Page to JSON

Correction (2026-09-29)

Fetching a page does not grant access to its underlying database, and a scraping service cannot promise universal access or freedom from blocks. This refresh removes those earlier claims and adds a tested HTML-to-JSON example with explicit validation failures.

Web scraping is extracting selected information from web pages into data you can use elsewhere. Instead of copying each product name and price by hand, a program can read the page, find those fields and save them as records.

The important boundary is what the page actually provides. A scraper processes the content it receives; it does not gain access to a website's private database. Below, an owned sample catalog becomes JSON, with a check that catches a missing price before incomplete data reaches the output.