Ecommerce Data
How to Measure Brand Price Premium Using Matched E-commerce Products?
Two brands can sell products in the same category at very different prices. One may appear to charge 25% more than the other. But
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.
Ecommerce Data
Swiggy Instamart Analysis: Prices, Stock & Assortment (2026)
India's quick-commerce market is growing fast, and fresh produce is one of the categories where prices, stock and assortment can change
Ecommerce Data
Competitive Analysis for E-commerce: A Data-Driven Framework with Examples
Competitive analysis for e-commerce: A data-driven framework An e-commerce competitor can change its price in the morning, launch a promotion in
Paid Media
When Your Competitor Runs Out of Stock, Their Customer Is Up for Grabs
When a competitor's SKU sells out, the shopper who wanted it doesn't disappear — they go looking for a substitute. That window lasts hours, not weeks. Here's how to detect it at variant level and turn it into a bid trigger, without a six-figure retail media contract.
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
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
