Scraping Quick Commerce: Blinkit, Zepto & Instamart

Introduction

Quick commerce in India (Blinkit, Zepto, Swiggy Instamart, BB Now) is uniquely hard to scrape. Product Data Scrape delivers pincode-level datasets across all four platforms with 10-minute refresh on hero SKUs. Here is what makes q-commerce data different.

Why Quick Commerce Data Is Harder

1. Pricing is hyperlocal — same SKU has different prices in different pincodes

2. Inventory is dark-store level — out-of-stock at one warehouse, available at another nearby

3. Refresh rates need to be high — flash sales change minute-by-minute

4. Authentication walls — most quick commerce apps require pincode entry before showing data

Setting Up Pincode Targeting (Blinkit)

import httpx

async def get_blinkit_session(pincode):
    client = httpx.AsyncClient(headers={"User-Agent": "Mozilla/5.0 ..."})
    await client.get("https://blinkit.com/")
    await client.post(
        "https://blinkit.com/v2/location/set/",
        json={"pincode": pincode}
    )
    return client

Sample Pincode-Level Data from Product Data Scrape

{
  "platform": "blinkit",
  "country": "india",
  "pincode": "400050",
  "city": "Mumbai",
  "dark_store_id": "BLNKT-MUM-BAN-001",
  "products": [
    {
      "sku": "blinkit-amul-butter-500g",
      "title": "Amul Salted Butter 500g",
      "brand": "Amul",
      "category": "Dairy",
      "price": {"current": 295.00, "mrp": 305.00, "currency": "INR"},
      "stock_status": "in_stock",
      "delivery_minutes": 12,
      "discount_pct": 3.3
    },
    {
      "sku": "blinkit-maggi-2min-noodles",
      "title": "Maggi 2-Minute Noodles 280g",
      "brand": "Nestle",
      "price": {"current": 49.00, "mrp": 56.00, "currency": "INR"},
      "stock_status": "in_stock",
      "delivery_minutes": 12,
      "discount_pct": 12.5
    }
  ],
  "scraped_at": "2026-04-15T11:30:00Z"
}

How Product Data Scrape Helps

Building pincode-level q-commerce infrastructure requires pincode rotation, session management, dark-store tracking. Product Data Scrape delivers ready-to-use datasets across Blinkit, Zepto, Instamart, and BB Now.

About Product Data Scrape

Product Data Scrape is the leading provider of managed web scraping services and ready-to-use product datasets. We help 200+ brands, retailers, and AI companies turn the messy public web into clean, structured product data.

Our Services: - Web Scraping API — REST API for developers (1,000 free credits) - Scraper as a Service — Custom scrapers built in 7-10 days - Ready Datasets — 100+ pre-built datasets, free 1,000-row samples in 24 hours

Contact: - Website: https://www.productdatascrape.com - Email: sales@productdatascrape.com