SYSTEM all green source zepto.in queue 12,841 stores p99 latency 185ms dataflirt.com · scraper/zepto-in
RUN · 47 active pipelines · zepto.in live

Zepto data,
at warehouse scale.

We extract dark store inventory, hyperlocal pricing signals, delivery ETAs, and search rankings from Zepto. Delivered as clean JSON, CSV, or Parquet to S3, BigQuery, or Snowflake on your cadence.

SKUs extracted
4.2M /day
ETA updates
850K /hour
Dark stores tracked
342 /run
Active pipelines
47
Uptime
99.98%
Data Dictionary

Every field we extract from zepto.in

Structured, schema-consistent data across all major object types — delivered clean, typed, and ready to query.

Complete list of extractable fields for Product Catalogue objects from zepto.in. All fields typed and schema-versioned.

sku_idnamebrandcategorysub_categoryweightmrpselling_pricediscount_pctimage_urldescriptionshelf_lifemanufacturerfssai_license
product_catalogue
● 200 OK
"sku_id": "PRD-928174",
"name": "Amul Taaza Homogenised Toned Milk",
"brand": "Amul",
"category": "Dairy, Bread & Eggs",
"sub_category": "Milk",
"weight": "1 L",
"mrp": 72.0,
"selling_price": 70.0
# sku_idnamebrandcategorysub_categoryweight
1
2
3

Complete list of extractable fields for Dark Store Inventory objects from zepto.in. All fields typed and schema-versioned.

store_idpincodelat_longsku_idin_stockstock_quantitymax_order_qtyavailability_statusnext_restock_time
dark_store inventory
● 200 OK
"store_id": "DS-BLR-042",
"pincode": "560034",
"sku_id": "PRD-928174",
"in_stock": true,
"stock_quantity": 45,
"max_order_qty": 5,
"availability_status": "AVAILABLE"
# store_idpincodelat_longsku_idin_stockstock_quantity
1
2
3

Complete list of extractable fields for Pricing & Offers objects from zepto.in. All fields typed and schema-versioned.

sku_idstore_idbase_pricezepto_pass_pricediscount_amountpromo_code_eligiblebank_offersbundle_dealsprice_timestamp
pricing_& offers
● 200 OK
"sku_id": "PRD-928174",
"store_id": "DS-BLR-042",
"base_price": 70.0,
"zepto_pass_price": 68.0,
"discount_amount": 2.0,
"promo_code_eligible": false,
"price_timestamp": "2026-05-12T09:14:00Z"
# sku_idstore_idbase_pricezepto_pass_pricediscount_amountpromo_code_eligible
1
2
3

Complete list of extractable fields for Delivery & Logistics objects from zepto.in. All fields typed and schema-versioned.

store_idpincodebase_eta_minsweather_surgehigh_demand_surgedelivery_feehandling_feesmall_cart_feeoperational_status
delivery_& logistics
● 200 OK
"store_id": "DS-BLR-042",
"pincode": "560034",
"base_eta_mins": 12,
"weather_surge": false,
"high_demand_surge": true,
"delivery_fee": 15.0,
"handling_fee": 4.0,
"operational_status": "OPEN"
# store_idpincodebase_eta_minsweather_surgehigh_demand_surgedelivery_fee
1
2
3

Complete list of extractable fields for Search & Discovery objects from zepto.in. All fields typed and schema-versioned.

keywordlocation_idrank_positionsku_idsponsored_flagbanner_promotionstrending_flagcategory_path
search_& discovery
● 200 OK
"keyword": "milk",
"location_id": "DS-BLR-042",
"rank_position": 1,
"sku_id": "PRD-928174",
"sponsored_flag": false,
"trending_flag": true,
"category_path": "Dairy, Bread & Eggs > Milk"
# keywordlocation_idrank_positionsku_idsponsored_flagbanner_promotions
1
2
3

Capabilities

Everything you need from Zepto, nothing you do not

Our Zepto scraper handles the complexities of quick commerce: precise geolocation spoofing, mobile API interception, and high-frequency inventory polling.

Dark Store Mapping

Pinpoint extraction across hundreds of micro-fulfillment centres using exact latitude and longitude grids.

Hyperlocal Pricing

Capture location-specific MRP, selling price, and exclusive Zepto Pass discounts per dark store.

Real-Time Inventory

Track stock-outs, low-stock warnings, and availability at the SKU level across the network.

Delivery ETA Tracking

Monitor dynamic delivery times, weather surges, and high-demand fees with sub-minute precision.

Category Taxonomy

Extract the full nested category tree from fresh produce to electronics and apparel.

Search Rank Tracking

Audit organic versus sponsored placements for FMCG keywords across different pincodes.

Offer & Promo Extraction

Capture bank offers, bundle deals, and cart-level discounts applied to specific SKUs.

Cross-Sell & Upsell

Map frequently bought together items and substitute product recommendations.

High-Frequency Streaming

Run pipelines at 15-minute intervals for critical stock monitoring and competitor alerting.

// engagement pipeline

From pincode list to warehouse record

Brief in. Clean data out.

Define Scope
d 0

Provide target pincodes, lat/long coordinates, or category lists. We design the extraction schema together.

Pipeline Build
d 2–4

We configure API interceptors, geolocation spoofing, session management, and proxy rotation for zepto.in.

Validation & QA
d 4–6

Schema validation, null-rate checks, price-outlier detection, and location accuracy checks before full launch.

Delivery
ongoing

JSON / CSV / Parquet pushed to your S3 bucket, BigQuery dataset, or Snowflake stage on agreed cadence.

Under the hood

How our Zepto pipeline handles the hard parts

Quick commerce platforms rely on strict geolocation validation and mobile-first architectures. Here is how we extract the data reliably.

pipeline-monitor · zepto.in · live ● active
// fingerprinting
Identity rotation
TLS fingerprintrandomised
User-agentrotated
IP poolresidential
Challenges blocked0
// pagination
Page coverage
48,291 pages queued running
// observability
Pipeline health
99.9%
uptime
142ms
p99 lat
0.3%
null rate
2
alerts
Location spoofing
Precise lat/long coordinate injection

Zepto requires exact geographic coordinates to route requests to the correct dark store. We inject structured geodata into API headers and payloads to simulate requests from specific Indian pincodes.

Mobile API extraction
Direct interception of backend endpoints

Web traffic provides limited visibility. We intercept and structure the undocumented mobile API endpoints for higher throughput, lower latency, and richer payload extraction.

Token rotation
Automated session management

Authentication tokens expire rapidly. Our middleware handles automated token generation and rotation across residential IP pools without triggering rate limits or blocklists.

High-frequency diffing
Only emit stock state changes

Inventory changes by the minute. We maintain hash indexes to only push state changes to your warehouse, reducing compute costs and downstream processing load.

Dynamic surge tracking
Capture transient delivery states

Delivery fees and ETAs fluctuate based on weather and rider availability. We capture these transient states with sub-minute precision for accurate logistics benchmarking.

Applications

Who uses Zepto data and how

Teams across industries use zepto.in data to build competitive products and smarter operations.

01
FMCG Market Share

Brands track category penetration and share of shelf across competing quick-commerce platforms.

02
Competitor Price Monitoring

Rival platforms monitor hyper-local pricing and discount strategies to adjust their own algorithms.

03
Out-of-Stock Alerting

Supply chain teams receive webhook alerts when core SKUs drop to zero inventory at specific dark stores.

04
Assortment Planning

Category managers analyze Zepto's SKU expansion in new verticals like electronics and apparel.

05
Delivery SLA Benchmarking

Logistics analysts track ETA promises and surge pricing frequencies across different city zones.

06
Retail Media Auditing

Agencies verify sponsored product placements and banner visibility for their FMCG clients.

Why DataFlirt

"Quick commerce is a hyper-local data problem. A single SKU has a different price, stock state, and ETA across 300 dark stores at any given minute."

Scraping Zepto requires more than just HTTP requests. It demands precise geolocation spoofing, mobile API interception, and high-frequency polling. DataFlirt handles the geographic state management and token rotation so you can focus on the market analysis.

Technical Spec

Zepto scraper technical capabilities

Everything supported by our zepto.in scraper — rendered SPA elements, auth walls, rate-limit evasion and beyond.

Location spoofing
Precise lat/long coordinate injection per request
Supported
Mobile API extraction
Direct interception of Zepto's backend endpoints
Supported
High-frequency polling
15-minute interval tracking for stock states
Supported
Zepto Pass pricing
Captures both standard and subscriber-only prices
Supported
Search rank tracking
Organic vs sponsored position per keyword
Supported
Store-level mapping
Extraction scoped to specific dark store IDs
Supported
Change detection (diffs)
Hash-based diffing for inventory changes
Supported
User order history
Access to personal past orders and saved addresses
Partial
Rider tracking data
Real-time GPS coordinates of active delivery partners
Partial
Infrastructure

Infrastructure powering the Zepto pipeline

Open-source tooling on proven cloud infra — no vendor lock-in, full observability.

ScrapyPlaywrightPython 3.12RedisPostgreSQLApache AirflowAWS LambdaS3CloudWatch2CaptchaCapSolverResidential ProxiesDockerKubernetesGrafanaPrometheusmitmproxy
Mobile API Orchestration

We bypass web frontends and interface directly with backend APIs using intercepted mobile app traffic patterns.

Geolocation Grids

We maintain a mapped grid of India's pincodes and lat/long coordinates to systematically query every dark store radius.

High-Throughput Streaming

Stateless AWS Lambda functions poll inventory endpoints concurrently, writing state changes to Kafka and Redis.

Output & Delivery

Your data, your destination

Data delivered to where your team already works — no new tooling required.

JSON
Newline-delimited or nested schema versioned per run
CSV
Flat file with typed columns for Excel compatibility
XLS
Standard spreadsheet format for business analysts
Parquet
Columnar format for BigQuery, Snowflake, Athena
AWS S3
Direct bucket delivery compatible with any data lake
Webhook
HTTP POST per record for real-time downstream processing
API
REST endpoints to query your extracted datasets
BigQuery
Streamed directly into your dataset with schema auto-detect
Snowflake
Stage and COPY INTO workflow for incremental updates
PostgreSQL
Upsert into your existing schema with conflict resolution
S3
Direct bucket delivery — compatible with any data lake
// faq

Common questions.

About zepto.in scraping, legality, and pipeline operations.

Ask us directly →
Is scraping Zepto legal?

Scraping publicly available information from Zepto is generally permissible under applicable law in India. DataFlirt targets only public, non-authenticated product, pricing, and availability data. We do not extract personal data or bypass authentication walls.

How do you handle location-specific data?

We inject precise latitude and longitude coordinates into the API requests. This forces Zepto's backend to return inventory and pricing data specific to the dark store servicing that exact location.

Can you track inventory in real-time?

Yes. We configure high-frequency pipelines to poll specific SKUs at 15-minute intervals, capturing exact stock quantities and out-of-stock events as they happen.

Do you extract Zepto Pass prices?

Yes. Our schema includes the standard MRP, the regular selling price, and the discounted Zepto Pass price for every SKU.

Can I track my competitor's sponsored placements?

Yes. We extract search results and flag sponsored SKUs for targeted FMCG keywords across different dark store locations.

How do you bypass rate limits?

We distribute requests across Indian residential proxy pools and rotate API session tokens automatically to maintain high throughput without triggering IP bans.

What is the minimum engagement?

Our smallest packages start at a defined category or keyword list across a set of target cities. Contact us with your specific use case for a scoped quote.

$ dataflirt scope --new-project --source=zepto.in ready

Tell us what
to extract.
We do the rest.

20-minute scoping call. Pilot dataset within the week. Production within two. Whether you need a one-off category dump or a continuous inventory monitoring feed across 300 dark stores, we build and operate the pipeline. Tell us what you need.

hello@dataflirt.com · Bengaluru · IST · typical reply < 4h
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