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Practical guides on e-commerce data for brand, pricing and data teams
Playbooks, analysis and how-to guides on competitor pricing, MAP enforcement, quick commerce intelligence and digital shelf analytics. No fluff, no vendor-speak — written for people who actually run data programmes.
What we're writing about
Inside the intra-day pricing of India's quick commerce apps
We tracked pincode-level prices on Blinkit, Zepto and Swiggy Instamart across 6 cities for 30 days. Here's what we found about how the three platforms reprice through the day, where they diverge, and what brands should actually monitor.
Read the analysis →Recent posts
How AI Training Data from E-commerce Scraping Powers Building Product Classification Datasets for Better Accuracy
AI Training Data from E-commerce Scraping helps build product classification datasets for accurate, scalable, and smarter machine learning models.
How Competitor Review Monitoring for Sentiment Dashboard Helps Businesses Improve Customer Experience and Reputation?
Competitor Review Monitoring for Sentiment Dashboard to track feedback, analyze trends, and gain real-time insights for smarter business decisions.
How to Scrape Sponsored Product Placements on Amazon and Walmart for Better Retail Insights and ROI
Scrape Sponsored Product Placements on Amazon and Walmart to track ads, analyze competitor strategies, and optimize retail marketing performance.
How to Predict Competitor Flash Sales using Scraped Discount data to Stay Ahead of Sudden Market Drops
Extract furniture stores variant-level data to capture color, material, and size at scale for accurate catalogs, insights, and smarter decisions.
How to Predict Competitor Flash Sales using Scraped Discount data to Stay Ahead of Sudden Market Drops
Use Predict Competitor Flash Sales using Scraped Discount data to anticipate price drops, track discounts, and improve retail pricing strategy.
How Scrape AI-Powered Dynamic Pricing in 2026 Enables Retailers Build Self-Adjusting Price Engines for Smarter Automation
Explore how Scrape AI-Powered Dynamic Pricing in 2026 Enables Retailers Build Self-Adjusting Price Engines for Smarter Automation to boost profits.
How Resellers MAP Violation Monitoring for National Brands Helps Protect Pricing Across 500+ Resellers and Maintain Brand Integrity
Learn how Resellers MAP Violation Monitoring for National Brands Helps Protect Pricing Across 500+ Resellers and Maintain Brand Integrity effectively.
Fix Profitability Challenges with Tariff-Driven Cost Spikes Monitoring for Retail pricing 2026 to Manage Cost Volatility
Use Tariff-Driven Cost Spikes Monitoring for Retail pricing 2026 to track cost changes, protect margins, and improve retail pricing decisions.
Scrape Reverse Engineering Zepto's Hidden API - Solve Authentication Challenges And Extract Structured Data Efficiently For Developers
Scrape Reverse Engineering Zepto's Hidden API to extract real-time product data, handle authentication, and build scalable scraping pipelines.
Longer guides, playbooks and reference docs
The longer-format pieces — downloadable playbooks, comparison guides and reference material. Bookmark-worthy.
The Competitor Pricing Playbook
A 30-page guide to running a continuous competitor-pricing programme — scoping, matching, refresh cadence, and tying it to pricing decisions.
MAP Enforcement: From Detection to Takedown
The end-to-end MAP playbook covering detection, evidence gathering, takedown workflow and the legal posture brands take across regions.
India Quick Commerce: 2026 Data Report
30-day analysis of Blinkit, Zepto and Instamart across 6 cities — pricing patterns, assortment overlap, and pincode-level availability.
Managed Data vs SaaS: Buyer's Comparison
An honest comparison of managed data services vs SaaS pricing/MAP tools — when each is the right answer for brand and data teams.
Digital Shelf Metrics That Matter
A reference list of the 14 digital shelf metrics brands actually track — definitions, what they measure, and the common misreadings.
API vs CSV vs Dashboard: Picking the Right Delivery Format
How brand, pricing and data teams choose between API, file delivery and dashboard for marketplace data — with real-world trade-offs.
One short email per month. No fluff.
E-commerce data trends, MAP enforcement tips, quick commerce moves, and one good chart — every month, written by our team. No vendor pitches in the body. Unsubscribe in one click.
Topics & tags
Jump straight to the topic that matters — we tag articles, guides and resources by subject.