Web Scraping Legality
How India's DPDP Act Is Changing Web Scraping: What Every Business Should Know
India's DPDP Act: Introduction Imagine your marketing team has been scraping contact data from public directories for years. Then your legal team
Blog
Guides, Tutorials, and analysis on how web data is collected and used.
Discover how top companies leverage web scraping to gain a competitive edge. Learn practical strategies to turn raw web data into actionable business growth.
Amazon Sellers
Olay vs. L'Oréal Paris on Amazon: Which Beauty Brand Really Wins?
In short, neither brand clearly comes out on top since they succeed in different ways. Olay does better in terms of price and in
Amazon Sellers
Amazon's Beauty Market: What 60 Bestsellers Reveal!
What makes a beauty product a bestseller on Amazon? Explore data-driven insights on reviews, pricing, brand dominance, ratings, and product trends to understand what drives visibility, conversions, and long-term success in Amazon's Beauty category.
Ecommerce Data
Product Matching Using TF-IDF and Cosine Similarity: A Beginner’s Guide for E-commerce Data
Discover how TF-IDF and cosine similarity can automate product matching across e-commerce platforms. Learn to identify identical or similar products despite variations in titles and descriptions, enabling accurate competitor analysis, pricing intelligence, and better catalog management.
data-analytics
Olay on Amazon: What 266 Products and 651,000 Reviews Reveal
Discover what 266 Olay products and 651,000 Amazon reviews reveal about pricing, customer preferences, product strategy, and skincare market trends.
Web Scraping Tutorial
How to Scrape Product Data from Lazada Using Python?
Learn how to scrape product data from Lazada using Python, Playwright, and BeautifulSoup. Extract prices, ratings, reviews, discounts, and seller data efficiently.
data-analytics
Pure Abstention: What BCG's European Fashion Data Means for Brands
Across 12 consumer categories tracked, fashion placed last. BCG's own characterisation is blunt: "pure abstention."
data-analytics
L'Oréal Paris on Amazon: What 300 Products and 2.8 Million Reviews Reveal
The beauty and personal care category on Amazon is among the most competitive digital shelves in e-commerce. And few brands manage it with the deliberateness of L'Oréal Paris. With 300 active products, an average sale price of $15.41, and an overall rating of 4.44 out of 5 across more than 2.8 milli
Web Scraping Tutorial
How to Bypass Browser Fingerprinting While Web Scraping
Ever wondered how a website seems to know you're a bot, even when you've changed your IP and rotate your user-agent?The answer is usually browser fingerprinting a set of techniques websites use to quietly collect dozens of details about your browser and device (your browser type, operating system,
data-analytics
Zepto Fruits & Vegetables Data Analysis: 52% of Listings Are Out of Stock Across 6 Cities
We scraped Zepto's entire fruits and vegetables catalogue across Delhi, Mumbai, Bangalore, Chennai, Kolkata, and Kochi - 1,035 listings covering 417 unique products. The top findings: • 52% of all listings were out of stock at the time of collection. Guava (83%), dragon fruit (77%), and kiwi (71%) w
Web Scraping Tutorial
How to Scrape Oakley's Eye-wear Data?
Think of having a super-fast assistant who can explore websites and pick out only the things you need. That’s what web scraping does - it saves you from the boring job of copying and pasting information one by one. It’s a handy skill, especially when you want to collect a lot of data quickly and wit
Web Scraping Tutorial
How to Scrape Zepto’s Fruits and Vegetables Data Using Python?
Have you ever tried copying product details from a website by hand—one item at a time? If so, you probably know how slow and frustrating it can be. Now, imagine if a robot could do that for you - fast, accurately, and without complaining. That’s exactly what web scraping does. It’s like having a per
