🛒🔍 Blinkit Search Results Data Scraper

Collect live Blinkit product listings exactly as customers see them, including real-time delivery ETA, pricing, availability, ratings, and images — all in a clean, structured dataset.

Run searches across multiple locations and multiple keywords, allowing you to collect product data as it appears to real users in different cities and neighborhoods.

Perfect for pricing intelligence, quick-commerce research, assortment comparison, dashboards, and automation workflows.

📚 Table of Contents

• 🤔 What Does This Tool Do?
• 🎯 Who Is This For?
• ⬇️ What You Need to Provide
• 🧪 Example Input
• 📦 What You’ll Get (Output)
• 📤 Example Output (JSON)
• 🔒 Reliability & Stability
• 🔗 Need product data from Zepto as well?

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🤔 What Does This Tool Do?

Think of this as a smart Blinkit shopper that can search across multiple locations and keywords automatically.

For each location you provide, the scraper:

• 📍 Sets the delivery coordinates and fetches live ETA data from nearby Blinkit stores

• 🔍 Runs your search keywords exactly like a real user would on Blinkit

• 🛒 Collects product listings exactly as shown in the Blinkit app

• 📦 Converts the results into clean, structured data ready for analysis

This allows you to collect product data across different cities, neighborhoods, and search queries in a single run.

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🎯 Who Is This For?

This scraper is designed for anyone who needs structured Blinkit product data across locations and search queries.

It is especially useful for:

• 📊 Market & Pricing Researchers
  Compare product pricing, availability, and delivery speeds across cities and neighborhoods.

• 🛒 Quick-commerce & Retail Teams
  Monitor how products appear on Blinkit search results across different locations.

• 📈 Data Analysts & BI Teams
  Build dashboards tracking pricing trends, stock availability, and delivery performance.

• 🤖 Automation & Data Pipelines
  Feed structured Blinkit datasets into internal tools, analytics platforms, or machine learning workflows.

• 🧠 Anyone Tracking Blinkit Product Visibility
  Understand how products appear in search results and how availability varies by location.

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⬇️ What You Need to Provide

• 🔎 Search Queries Keywords you would normally type into Blinkit (e.g. milk, snacks, personal care)

• 🔢 Products Limit (per query) How many products to collect for each search term

• 📍 Locations
  Provide one or more delivery locations where Blinkit should simulate a customer.
  For each location, the scraper fetches live ETA, product availability, and search results exactly as they would appear to users in that area.

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🧪 Example Input

Here is a sample JSON input you can provide when running the scraper:

{
    "locations": [
        "Delhi",
        "Mumbai"
    ],
    "productsLimit": 30,
    "searchQueries": [
        "chocolate",
        "biscuits",
        "milk"
    ]
}

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📦 What You’ll Get (Output)

Each product record contains structured data collected from Blinkit search results.

• 🏷 Product Details – product ID, name, variant, and brand

• 💰 Pricing Information – MRP, selling price, and active offer text

• 🚚 Delivery Intelligence – delivery ETA (in minutes) based on the selected location

• 📍 Location Context – location name along with latitude and longitude used for the search

• 🏬 Store Information – merchant ID and merchant type serving the product

• 📦 Inventory Status – current stock count and out-of-stock indicator

• ⭐ Customer Ratings – product rating value when available

• 🖼 Product Images – all available product image URLs

• ⏱ Data Timestamp – ISO timestamp indicating when the data was collected

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📤 Example Output (JSON)

{
    "product_id": "709802",
    "name": "Right Shift Jaggery Atta Cookies (No Maida/ No Palm Oil)",
    "variant": "120 g",
    "brand": "Right Shift",
    "mrp": 90,
    "price": 81,
    "offer_text": "10% OFF",
    "out_of_stock": false,
    "inventory": 1,
    "merchant_id": "37070",
    "merchant_type": "express",
    "rating_value": 4.66,
    "images": [
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-497.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-475.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-473.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-471.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-495.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-493.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-491.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-489.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-487.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-485.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-483.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-481.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-479.png",
      "https://cdn.grofers.com/da/cms-assets/cms/product/rc-upload-1772432009525-477.png"
    ],
    "eta_in_minutes": 10,
    "timestamp": "2026-03-06T10:14:12.368Z",
    "location": "Mumbai Central",
    "longitude": 72.8205292,
    "latitude": 18.9690247
  },

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🔒 Reliability & Stability

• 🔁 Automatic retries for temporary failures

• 🔄 Rotating sessions to avoid blocks

• ⚡ Optimized for high-speed, multi-query runs

💡 What this means for you: Occasional warnings are normal — the scraper keeps working until data is collected or retries are exhausted.

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🔗 Related Scrapers

• ⚡ Zepto Product Scraper – Hyperlocal delivery intelligence
• 🛒 B&H Product Scraper – Global product data and pricing
• 🛍️ Meesho Search Results Scraper – Marketplace product listings and customer reviews