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Bazaarlens Commerce DataVerified4.2(3) IndiaDemo listing

Indian e-commerce product catalog data (marketplaces and D2C)

38 million product listings from leading Indian marketplaces and D2C stores with titles, attributes, images, categories, ratings and stock status, matched across stores.

E-commerce product data Free sample Well documented
from $1,500 single category snapshot

Spec sheet

Data product · Listing updated 11 Nov 2026

Coverage
1 country

Show the country
Asia (1)

India

History
Since 2019
Update frequency
Weekly

Weekly; top 2 million products daily

Volume
38M records

38 million products from 120+ stores

Suitable for

Startups, Small and medium businesses, Mid-market, Enterprises

Delivery methods
  • Amazon S3
  • Snowflake share
  • SFTP
  • REST API
Formats
  • Parquet
  • CSV
  • JSON Lines
Data source

Public product pages on Indian marketplaces, quick-commerce web catalogs and D2C brand websites

Collection method

Weekly collection of public listings (daily for top products), category-specific attribute extraction and cross-store matching

Overview

A structured catalog of products sold online in India, matched across stores so the same item carries one ID wherever it is listed.

What's included

  • Product title, brand, a five-level normalized category and key attributes such as size, colour, pack count and material
  • GTIN/EAN or manufacturer model number where the store publishes it (about 61% of products)
  • Maximum retail price, selling price and stock status at the time of collection
  • Image URLs, average rating and rating count
  • Store, number of sellers offering the item, and first-seen and last-seen dates

How buyers use it

  • Brands audit how their products are presented across stores and spot unauthorized listings
  • Retailers and marketplaces find assortment gaps against competitors, category by category
  • Consultants and investors size categories such as personal care, small appliances and packaged food
  • Product teams build catalog enrichment, search and comparison features on clean attributes

Coverage and methodology

Coverage spans leading Indian marketplaces, quick-commerce services with public web catalogs and more than 100 D2C brand websites. Pages are collected from public product listings only, without logging in, every week, and every day for the 2 million most-viewed products. Attributes are extracted with category-specific parsers, and a matching model groups identical products across stores; matches below a confidence threshold are left unmatched rather than forced. Every delivery ships with a coverage report by store and category so you can see where the catalog is thin.

Data dictionary

14 fields as documented by Bazaarlens Commerce Data.

FieldTypeDescriptionExample
product_idstringStable Bazaarlens product ID shared by matched listings across stores—
storestringStore or marketplace where the listing was observed—
titlestringProduct title as listed—
brandstringNormalized brand name—
category_pathstringFive-level Bazaarlens category path—
gtinstringGTIN/EAN where published by the store—
mrp_inrnumberMaximum retail price shown on the listing, INR—
selling_price_inrnumberSelling price at collection time, INR—
in_stockbooleanWhether the item could be added to cart—
rating_avgnumberAverage star rating (1–5)—
rating_countintegerNumber of ratings shown on the listing—
image_urlsjsonArray of product image URLs—
first_seendateFirst date the listing was observed—
last_seendateMost recent date the listing was observed—

Sample

Real rows from the provider's sample file. Personal data is masked before anything is shown.

sample.csv8 columns · showing 3 of 3 rows
Sample preview: first 3 rows of sample.csv
product_idstringstorestringtitlestringbrandstringcategory_pathstringselling_price_inrstringin_stockstringrating_avgstring
blp_7c21a9Example MarketplaceDemo Steel Water Bottle 1 LDemoHomeHome > Kitchen > Bottles449true4.3
blp_7c21a9Sample D2C StoreDemo Steel Water Bottle 1 LDemoHomeHome > Kitchen > Bottles479true4.5
blp_04be3fExample MarketplaceExample Herbal Face Wash 150 mlExample BotanicsBeauty > Skin care > Cleansers199false4.1

Pricing

Prices in USD, as published by Bazaarlens Commerce Data

  • One-off purchase

    single category snapshot

    from $1,500
  • Yearly licence

    one category group, weekly refresh

    from $9,500
  • Yearly licence

    full catalog, all categories

    from $42,000

Converted amounts use DataStoa display rates and are approximate. Bazaarlens Commerce Data quotes the final price, taxes and terms.

Request detailed pricing

Coverage

1 country.

Asia

1 country
  • India

Time coverage: 2019 to present.

Quality

Provider-reported

AccuracyShare of records the provider has checked as correct.
96%
CompletenessShare of expected records present.
88%
Match rateShare of records matched to a standard entity or identifier.
74%

Latency: Weekly; top 2 million products daily

DataStoa has not audited these figures. Ask the provider how they are measured, or test them on a sample.

Licensing and usage rights

The licence is agreed directly between you and Bazaarlens Commerce Data. This summary is provider-reported; the linked terms prevail.

  • Internal analytics
  • Use in commercial products

Not listed: AI / ML model training, AI retrieval and grounding, redistribution allowed, marketing and outreach, research use. Ask Bazaarlens Commerce Data if you need any of these.

About Bazaarlens Commerce Data

Bazaarlens Commerce DataVerified provider

Product, price, seller and review data from Indian and SE Asian e-commerce

Bazaarlens tracks product catalogs, prices, promotions, sellers and reviews across leading Indian marketplaces and D2C stores, with growing coverage in Southeast Asia. Every product is matched to a stable Bazaarlens product ID so buyers can compare the same item across stores and over time.

Also available on: Snowflake Marketplace, AWS Data Exchange

Typical reply time
Within 6 hours
Response rate
90%
Certifications
ISO 27001
Privacy compliance
India DPDP, GDPRProvider-reported

Reviews

What buyers say about Bazaarlens Commerce Data. Reviews cover the provider, not only this listing.

4.2
4.2

from 3 reviews

Data quality
4.0
Volume and coverage
4.3
Value for money
4.3
Customer service
4.0
  • 4.3 Verified purchaseDemo listing11 Nov 2026

    Review sentiment fed straight into our roadmap

    Aspect-level sentiment on noise, build quality and after-sales service showed exactly where our mixer grinders lost to competitors. Reviewer identities are stripped, which kept our legal team happy.

    Data quality
    4/5
    Volume and coverage
    4/5
    Value for money
    5/5
    Customer service
    4/5

    Arjun P., Product insights manager, Kitchen appliances maker

  • 3.8 Verified purchaseDemo listing11 Nov 2026

    Seller sales estimates are directional

    The assortment data is very good. Estimated sales for sellers are useful for ranking competitors but were off by a fair margin for two sellers whose real numbers we know. Treat them as relative, not absolute.

    Data quality
    3/5
    Volume and coverage
    4/5
    Value for money
    4/5
    Customer service
    4/5

    Neha K., Category strategy lead, Consumer electronics brand

  • 4.5 Verified purchaseDemo listing11 Nov 2026

    Daily price checks across Indian marketplaces

    We track about 3,000 SKU and store pairs every day, including flash-sale prices, and the file is in our bucket before the pricing stand-up. Product matching to our catalogue needed one round of corrections in the first week.

    Data quality
    5/5
    Volume and coverage
    5/5
    Value for money
    4/5
    Customer service
    4/5

    Rohan M., Pricing manager, D2C personal care brand

Questions buyers ask