Expert tutorials, real-world case studies, technical deep-dives, and legal guides on web scraping and data extraction.
Amazon is one of the most scraped websites in the world — and also one of the most aggressively protected. In this comprehensive tutorial, we walk through the complete process of building a production-grade Amazon scraper in Python using Playwright and rotating residential proxies. We cover product page scraping, search result pagination, review extraction, and how to handle Amazon's evolving anti-bot defenses including CAPTCHA challenges, IP blocks, and browser fingerprinting.
Extracting data from Swiggy requires handling dynamic React hydration, geographic cookie spoofing, and Cloudflare bypasses. Learn how to reverse-engineer Swiggy's private APIs to scrape restaurant menus, pricing, and delivery data at scale.
APIs are the "right" way to get data — but what do you do when there's no API available? We compare web scraping and APIs across cost, reliability, legal risk, and implementation complexity to help you choose the right approach for your data needs.
A Mumbai PropTech startup needed 2M+ property listings from MagicBricks, 99acres, and Housing.com for a valuation model. We built and ran the entire pipeline in 48 hours using parallel Playwright scrapers with Indian residential proxy pools.
Cloudflare protects millions of websites with bot detection that blocks naive scrapers instantly. This deep-dive covers the exact techniques we use in production — from Playwright stealth mode to Turnstile bypass — with working Python code examples.
Is web scraping legal in India? The answer depends on what you scrape, how you scrape it, and what you do with the data. We break down the IT Act 2000, the DPDP Act 2023, and key international precedents relevant to Indian businesses.
From BeautifulSoup to Scrapy, Playwright to Apify — we compare the top web scraping tools and frameworks in 2025 across ease of use, performance, anti-bot handling, and cost to help you pick the right stack.
Extract, Transform, Load (ETL) isn't just for internal databases. Discover how modern businesses use web scraping as an automated ETL pipeline to extract external data, transform it, and load it directly into their Data Warehouses.
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