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REST API · JSON · no infrastructure to manage

The Grocery Scraping API for Real-Time Grocery, Price & Quick Commerce Data

Call one endpoint and get back structured grocery product, price, stock and delivery-slot data from any grocery or quick commerce app — no proxies to rotate, no headless browsers to run, no HTML to parse. Just a request and a clean JSON response.

grocery data API quick commerce API grocery price API structured JSON real-time stock data
POST /v1/product
$ curl https://api.webfusiondata.com/v1/product \
-H "Authorization: Bearer $WFD_API_KEY" \
-d '{"url": "https://example-grocer.com/item/5520"}'
 
{
  "product_id": "WFD-5520117",
  "title": "Whole Milk 1L",
  "price": 1.89,
  "stock_qty": 14,
  "delivery_eta_min": 11
}

What Is a Grocery Scraping API and How Does It Work?

A grocery scraping API is a hosted service that turns a grocery product, store or search URL into structured, machine-readable data over a simple REST call. Instead of building and maintaining your own scraper — managing proxy rotation, headless browser rendering, CAPTCHA handling and HTML parsing — you send a request to our API and get back clean JSON, ready to drop into your application, pipeline or database. It's real-time grocery and quick commerce data extraction as a service, built for developers who want the data without owning the scraping infrastructure.

01

Send a request

Call a REST endpoint with a product, store or search URL and your API key.

02

We handle the crawl

Proxy rotation and headless rendering run behind the scenes on our infrastructure.

03

Data gets parsed

Site-specific parsers extract product, price, stock and delivery fields automatically.

04

Response is validated

Fields are type-checked and normalized into a consistent schema across platforms.

05

JSON comes back

You get a structured response synchronously, via webhook, or in a bulk export.

Key Features of the Web Fusion Data Grocery Scraping API

Everything a production integration needs, exposed through a clean, versioned API surface.

RT

Minute-level refresh

Call the API synchronously for on-demand lookups, or schedule crawl jobs down to a few minutes.

JS

Headless browser rendering

JavaScript-heavy stock and delivery-slot data is fully rendered before extraction, built into every request.

PX

Managed proxy rotation

Rotating residential and datacenter proxies with automatic CAPTCHA and block handling.

GEO

Hyperlocal targeting

Pass a postal code or dark-store zone to see exactly what a local shopper would see.

WH

Webhooks & callbacks

Get notified the instant a tracked price, stock level or delivery slot changes.

CC

Concurrent requests

Configurable concurrency limits so bulk jobs scale without hitting your own bottlenecks.

SDK

SDKs & no-code options

Client libraries for common languages, plus no-code and low-code integration paths.

QA

Schema validation & QA

Automated checks catch broken selectors or malformed responses before they reach you.

Top Performing Grocery & Quick Commerce Domains Covered by the API

From global grocery marketplaces to the fastest-growing quick commerce apps across the US, India, Europe and the Middle East — the API already has ready-built parsers for the domains that drive the most grocery order volume worldwide.

Instacart Amazon Fresh Walmart Grocery BigBasket Blinkit Zepto Swiggy Instamart Getir Gopuff DoorDash Grocery Deliveroo Grocery Ocado Tesco ALDI Carrefour Rohlik Migros Coles Woolworths FreshDirect Local dark-store apps + many more domains on request

Grocery Scraping API Endpoints & Request Types

A small, predictable set of REST endpoints covers product lookup, store metadata, search and stock monitoring.

POST/v1/productFetch structured data for a single grocery product URL — price, unit price, stock and full attribute set.
POST/v1/storeFetch store or dark-store metadata — location, service zone, operating hours and rating.
POST/v1/searchSearch products within a store or platform by keyword or category and return a structured result list.
POST/v1/monitorRegister a product for scheduled price and stock monitoring with webhook notifications.
GET/v1/monitor/:idRetrieve the latest tracked data and change history for a monitored product.
POST/v1/bulkSubmit a batch of product or store URLs for asynchronous processing, delivered to storage or a webhook.
GET/v1/status/:job_idCheck the status and progress of an asynchronous crawl or bulk export job.

Sample Request & Response

Every response follows the same predictable JSON structure, regardless of which platform the data was pulled from.

POST /v1/search
$ curl https://api.webfusiondata.com/v1/search \
-H "Authorization: Bearer $WFD_API_KEY" \
-d '{"platform": "blinkit", "query": "eggs", "zip": "10001"}'
 
{
  "query": "eggs",
  "result_count": 22,
  "results": [
    {
      "title": "Free-Range Eggs (12)",
      "price": 3.49,
      "stock_qty": 18,
      "delivery_eta_min": 9
    }
  ]
}

Authentication, Rate Limits & Concurrency

Every account gets a bearer-token API key, a sandbox environment for testing, and clear, predictable limits so you can plan capacity with confidence.

KEY

Bearer token authentication

Every request is authenticated with an API key passed in the Authorization header.

RL

Transparent rate limits

Per-minute request limits scale with your plan, with clear headers on remaining quota.

SB

Sandbox environment

Test integrations against sample responses before spending live request credits.

Monitor Every Request From a Live API Dashboard

Every account includes a dashboard showing request volume, latency, success rate and job status in real time — so you can watch usage and debug integrations without digging through logs.

api.webfusiondata.com / dashboard Live
154,890
Requests today
99.91%
Success rate
390ms
Avg. latency
64
Active monitors
Requests / hour, last 24h
Recent requests
POST /v1/product200 · 340ms
POST /v1/search200 · 520ms
GET /v1/monitor/6602200 · 160ms
POST /v1/bulk200 · 890ms
POST /v1/store429 · retry
GET /v1/status/5518200 · 150ms

Data Fields Returned by the Grocery Scraping API

product_id, title, brand
Core product identity fields as displayed on the listing
pack_size, barcode
Package size or unit count and UPC/EAN barcode identifier
price, unit_price, currency
Current price, price per unit and listed currency
stock_qty, availability
Live stock quantity signal and in-stock/out-of-stock flag
store_id, store_name
Store or dark-store identifier and name fulfilling the order
service_zone
Postal codes or delivery radius the store covers
delivery_eta_min
Estimated delivery time in minutes shown on the listing
crawled_at
Timestamp marking exactly when the data was captured

Integration, SDKs & Delivery Options

Integrate however fits your stack — call the REST API directly, use a client library, or push results straight into storage.

SDK

Client SDKs

Lightweight libraries for common languages wrap authentication and pagination for you.

WH

Webhooks

Register a callback URL and get pushed structured data the moment a job completes.

NC

No-code connectors

Pipe results directly into spreadsheets, BI tools or automation platforms without writing code.

CSV

Bulk exports

JSON, CSV or XLSX exports for bulk jobs, delivered to S3, GCS or your own bucket.

DB

Database push

Managed connectors write results straight into your warehouse on a schedule.

DOC

Full API documentation

Versioned reference docs, request examples and changelogs for every endpoint.

Proxy Management & Anti-Bot Handling

The scraping infrastructure that makes real-time extraction reliable runs entirely on our side, so your integration only ever deals with clean responses.

IP

Rotating proxy pools

Residential and datacenter IPs rotate automatically to avoid rate limits and blocks.

FP

Browser fingerprint management

Realistic browser fingerprints and headers keep requests from standing out as automated.

CAP

CAPTCHA handling

Automated CAPTCHA solving is built into the request pipeline, with no manual steps on your end.

Business Use Cases of the Grocery Scraping API

01

Dynamic grocery pricing

Pull competitor prices directly into your own pricing logic via API.

02

Basket price comparison tools

Power apps that compare full-basket cost across stores in real time.

03

Quick commerce ETA benchmarking

Track delivery speed by zone across quick commerce apps via API.

04

Stockout monitoring & alerts

Automate alerts the moment a tracked SKU goes out of stock.

05

Dark store expansion research

Feed coverage and demand signals into site-selection models via API.

06

Promo & MAP compliance automation

Automate detection of below-agreed pricing across partner stores.

07

Nutritional data aggregation

Pull ingredient and nutrition data on demand for comparison tools.

08

Grocery market intelligence

Feed structured data into research and analytics products tracking the category.

Why Developers Choose Our Grocery Scraping API

A developer-first API built for teams who need reliable grocery and quick commerce data without owning scraping infrastructure — no proxy management, no CAPTCHA handling, no maintenance burden.

99.9%
API uptime SLA on paid plans
<500ms
Median response time per request
30+
Grocery platforms with ready-built parsers
99.4%
Field-level data accuracy on responses

$ Start building in minutes

Get Your Grocery Scraping API Key

Create an account, grab an API key, and make your first request against the sandbox in under five minutes — no credit card required to start.

FAQs

Web Scraping Services

Frequently Asked Questions

Is using a grocery scraping API legal?
The API collects only publicly available page data and applies rate limits designed not to disrupt target sites. We're glad to walk through compliance specifics for your use case before you integrate.
Do I need to manage proxies or headless browsers myself?
No. Proxy rotation, browser rendering and CAPTCHA handling are all built into the API — you send a request and get back structured data.
How fresh is the stock and delivery-slot data?
Monitoring jobs can refresh as often as every few minutes, since stock and delivery availability in this category can change within a single hour.
What response formats are supported?
JSON is the default response format for all endpoints. Bulk export jobs can also be delivered as CSV or XLSX.
Is there a sandbox or free tier for testing?
Yes, every account includes a sandbox environment with sample responses so you can test your integration before spending live request credits.
What are the rate limits and how does concurrency work?
Rate limits and concurrent-request allowances scale with your plan. Every response includes headers showing your remaining quota for the current window.
Can I request a custom parser for a platform that isn't listed?
Yes, custom parser development is available on higher-tier plans. Send us the platform and the fields you need and we'll scope the build.
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Contact Us Now!

At WebFusionData, we specialize in cutting-edge web scraping solutions to help you unlock valuable insights and drive business growth. Whether you need custom data extraction, real-time monitoring, or large-scale web scraping, our team is here to assist you.

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