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Delivery Method · App Data · Android & iOS · Daily Refresh5★ on Clutch & Trustpilot

Mobile App Scraping for Food, Grocery & Q-Commerce Apps

Capture the data that only lives inside mobile apps — app-only prices, in-app menus, app-exclusive promos, dark-store stock and delivery ETAs — from Android & iOS apps across 60+ platforms, normalized and ready-to-use.

Android+iOS
App platforms
60+
Apps tracked
Daily
Refresh cadence
API+DaaS
Delivery models
Live · Mobile App Scraping Feed
◆ FDS
SchemaAPI + CSV + JSON
AppsAndroid + iOS
Coverage60+ apps
RefreshDaily / Hourly
DeliveryAPI / DaaS
App-level intelligence · multi-market
★★★★★ 5.0 on Clutch & TrustpilotTrusted by 500+ food brands & data teams220M+ web pages into data weekly
What It Is

What is Mobile App Scraping?

Mobile App Scraping extracts structured data directly from Android & iOS apps — the prices, menus, promotions, stock levels and delivery ETAs that often never appear on the public web.

It is used by q-commerce ops, pricing teams, CPG brands, analysts and AI teams who need app-accurate data, because delivery and grocery apps frequently show app-only pricing and exclusive offers.

Every record is delivered organized, deduplicated, normalized and ready-to-query — via REST API, scheduled CSV/JSON, dashboards or direct loads into Snowflake, BigQuery or Databricks.

What we extract

  • App-only prices & offers
  • In-app menus & SKUs
  • Dark-store stock levels
  • Delivery ETAs & fees
  • App-exclusive promotions
  • Ratings & reviews
  • Variant & pack data
  • Geo / store-level data
// Who It's For

Who Mobile App Scraping is for

Six ideal-customer profiles — each with the fields, granularity and delivery format that team actually needs.

[ 01 ] icons

Q-Commerce Ops

Track app-only prices, stock and ETAs across Blinkit, Zepto, Instamart and more.

StockPricingETA
[ 02 ] icons

Pricing & Revenue Teams

Capture app-exclusive deals and pricing the web simply never shows.

PricingPromosMargin
[ 03 ] icons

Market & Category Analysts

App-first market share, assortment and dark-store coverage.

ShareAssortmentTrends
[ 04 ] icons

CPG Brands & Suppliers

Monitor exactly how your products appear inside delivery apps.

BrandVisibilityAudit
[ 05 ] icons

AI & Data Teams

Clean, structured app data feeds to power models and products.

DataMLFeeds
[ 06 ] icons

Investors & Researchers

App pricing and promo-intensity signals for diligence.

SignalsDiligenceResearch
// Sample Data

Sample app data output.

This is the actual output you'll receive — schema-validated and delivered as table, JSON, CSV, REST API feed or live dashboard.

mobile-app-scraping.preview
App Item / SKU City App Price Web Price Delta Source
Blinkit Amul Gold Milk 500ml Delhi, IN ₹33 ₹35 −₹2 Android app
Zomato Paneer Butter Masala Mumbai, IN ₹289 ₹320 −₹31 iOS app
Zepto Tata Salt 1kg Bengaluru, IN ₹26 ₹28 −₹2 Android app
{
  "app": "Blinkit",
  "platform_os": "android",
  "item": "Amul Gold Milk 500ml",
  "city": "Delhi, IN",
  "app_price": 33,
  "web_price": 35,
  "currency": "INR",
  "app_exclusive_offer": "₹2 app-only discount",
  "in_stock": true,
  "eta_minutes": 11,
  "captured_at": "2026-06-15T09:20:00Z"
}
app,platform_os,item,city,app_price,web_price,currency,in_stock,eta_minutes,captured_at
Blinkit,android,Amul Gold Milk 500ml,Delhi IN,33,35,INR,true,11,2026-06-15T09:20:00Z
Zomato,ios,Paneer Butter Masala,Mumbai IN,289,320,INR,true,28,2026-06-15T09:20:00Z
// How It Works

From scope to live delivery.

A simple, SLA-backed pipeline — you tell us the scope, we run and maintain it.

[ 01 ] img

Scope

Pick the apps (Android/iOS), markets and fields you need.

AppsMarketsFields
[ 02 ] img

Build & QA

We build and quality-check the app-capture pipeline.

BuildQASchema
[ 03 ] img

Deliver

Get data via REST API, webhooks, CSV/JSON or dashboard.

APIFeedsDash
[ 04 ] img

Maintain

SLA-backed monitoring — auto-heals on app updates.

SLAMonitorHeal
// Why Food Data Scrape

Why teams choose us.

Compliant, accurate and ready-to-use — with the delivery model that fits your stack.

[ 01 ] img

Compliant Infrastructure

Rotating IPs, fingerprinting and respectful crawl budgets, SLA-backed.

CompliantStable
[ 02 ] img

Schema-Validated

Every field validated, typed and consistent across runs.

ValidatedTyped
[ 03 ] img

Normalized & Deduped

Clean, deduplicated, ready-to-query records.

CleanDedup
[ 04 ] img

Fast Delivery

Free sample in 48 hours; production within days.

48hFast
[ 05 ] img

Custom Scopes

Any app, market or field combination you need.

CustomFlexible
[ 06 ] img

SLA-Backed Support

Dedicated team, uptime SLAs and change monitoring.

SupportSLA
// FAQ

Mobile App Scraping FAQ

Common questions from the teams who use this — answered.

Yes — we capture data from both Android and iOS apps, and can reconcile differences between them and the public web.
We use compliant, SLA-backed infrastructure with rotating identities, device/fingerprint handling and respectful request rates.
Our monitoring detects changes and auto-heals the pipeline, backed by an SLA so your feed keeps flowing.
We follow compliant practices and focus on publicly available data; we are happy to align with your legal and compliance requirements.
REST API, webhooks, scheduled CSV/JSON or dashboards. Projects start from $1,500; always-on DaaS from $3,000/month with custom enterprise pricing.
// Ready to Start?

See your sample in 48 hours.

Tell us your platforms, markets and fields, and we will supply a free sample so you can validate quality before any commitment.

Get a Free Food Data Sample

Get a Free Food Data Sample in 48 Hours.

Tell us your platforms, target markets and required fields — we'll map exactly what's possible with food data scraping, recommend the right approach, and send a working sample so you can verify quality before any commitment.

Free pilot — 1,000 records, no credit card
48-72 hour sample turnaround
GDPR-aligned · public data only · NDA on request
5★ rated on Clutch, GoodFirms & Trustpilot
Singapore Office
60 Paya Lebar Rd, #11-22
Paya Lebar Square
Singapore 409051
India Office
202, Nr. Indraprastha Business Park
Makarba, Ahmedabad
Gujarat 380051

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