Posts

99acres, MagicBricks & Housing.com: The 2026 Guide to Indian Real Estate Data Extraction

Image
  India’s Real Estate Market Is $500 Billion — And Still Runs on Broker Conversations Indian residential real estate is one of the largest asset classes in the world, projected to reach $1 trillion by 2030. Yet in terms of data infrastructure, it remains decades behind comparable markets in the US, UK, and even UAE. Consider the contrast: a US buyer can pull 20 years of comparable sales data on Zillow in seconds. A UK investor can access Land Registry transactions dating back to 1995. An Indian buyer? They rely on broker conversations, word-of-mouth, and fragmented portal listings with no historical depth, no transaction verification, and no standardised pricing. The data that does exist lives scattered across 99acres, MagicBricks, Housing.com, NoBroker, Square Yards, and thousands of broker websites — each with its own format, coverage gaps, and data quality issues. For PropTech startups, developers, NBFCs (non-banking financial companies), housing finance companies, and instituti...
Post a Comment
Read more

Build a Cross-Marketplace Pricing Dashboard | Amazon, Walmart, Target Guide

Image
  Introduction US brand managers and pricing analysts operating across multiple marketplaces face a common challenge: pricing data is siloed. Amazon data lives in one report, Walmart in another, and Target pricing sits in a spreadsheet someone updates manually. Without a unified view, making cross-marketplace pricing decisions is slow, error-prone, and reactive. A cross-marketplace pricing dashboard solves this by consolidating real-time competitive pricing data from Amazon, Walmart, Target, Costco, and other platforms into a single, actionable view. This guide walks you through how to build one — from data architecture to visualization — tailored for US brands managing pricing across multiple retail channels. Why a Unified Pricing Dashboard Matters When pricing data is fragmented across platforms, three problems consistently emerge. The first is delayed decision-making. If it takes your team 4 hours to manually compile pricing data from four marketplaces, you have already missed ...
Post a Comment
Read more

Walmart Pricing Intelligence for FMCG Brands | Daily SKU Tracking Guide

Image
  Introduction Walmart is the largest retailer in the United States by revenue, with over 4,700 stores and a rapidly growing eCommerce platform. For FMCG brands — companies selling packaged food, beverages, personal care, household products, and similar consumer goods — Walmart represents both the largest sales channel and the most complex pricing environment. In 2026, Walmart's online pricing is more dynamic and algorithmically driven than ever. Prices on Walmart.com change frequently, often driven by competitive matching with Amazon and regional demand variations. For FMCG brands managing catalogs of 10,000 to 100,000+ SKUs, manual pricing oversight is impossible. The brands winning on Walmart are those using automated pricing intelligence systems that track every SKU, every day, across every relevant competitor. Why Walmart Pricing Is Uniquely Challenging for FMCG FMCG pricing on Walmart has several characteristics that make it particularly challenging to monitor and manage. Hi...
Post a Comment
Read more