The Retail Data Layer for AI
A single data platform for global retail data, built for ecommerce teams going AI-native.
- AI-readyany cadence & data type
- 100M+products tracked
- 195countries supported
- 1,000+ coveredany public website
TRUSTED BY 20,000+ CUSTOMERS WORLDWIDE
Leverage Bright Data & AWS partnership to consume public web data and integrate it with your existing data management sources to gain crucial business insights
Leveraging the direct connection between Bright Data and S3 storage enables enterprises to store large datasets quickly and reliably without the need to heavily invest in resources to maintain data processing and storage in-house. With AWS at the core of Bright Data architecture you can rest assure that your data feeds will remain, stable, operational, scalable and fully secured.
Go deep on any product
Search any product, brand or category and get the full picture: pricing history, competitive landscape, review sentiment, market share, product matching, and AI search ranking. All in one unified data layer.
High-frequency pricing, promotions, discounts, and historical trends across every retailer. Down to the SKU and zip code level.

High-frequency signals on how your products rank and appear across AI shopping experiences. Collect, structure, and track the data that determines whether agents find you, then optimize to make sure they do.
High-frequency stock levels and fulfillment signals across every retailer and geo. Get alerted the moment a competitor goes out of stock and act before anyone else does.

High-frequency signals on category, brand, and seller landscapes to understand market share and track positioning shifts.

Ratings, review volume, and customer sentiment across marketplaces. Optimize your strategy by mapping strengths, gaps, and competitive threats at scale.

From brief to live retail intelligence
Your AI and teams get the retail context they need to act the minute something changes. Built for AI-native commerce from the ground up.
-
You tell us what to track
Book a demo. We scope and price your custom data layer from there.
-
We build your data layer
- Map domains, products, and competitor signals
- Define schema, refresh cycles, and delivery
- Collect, structure, and normalize your data
- Monitor sources and update schema automatically
- Deliver directly into your data stack
-
Your AI acts on retail context
Live retail data flowing into your agents, models, and teams. The minute something changes, you know first.
One data layer. Access it your way.
One underlying retail dataset, accessible many ways.

MCP, API, and cloud delivery
Connect live retail data directly into your agents, pricing engines, and platforms, or deliver it straight to your data warehouse. AWS, Google Cloud Platform, Snowflake, and Databricks supported out of the box. Structured, normalized, and ready to query the moment it lands.

AI Assistant
Ask any retail question in natural language. Get structured answers, trend analysis, and actionable recommendations. No technical setup or BI team required.

Dashboards
Ready-made views for category managers and analysts. Pricing trends, competitive share, review sentiment, and stock signals. All in one place.
Starting from $250/mo per website
Minimum $2,000/mo commitment. Global coverage and high-frequency monitoring available.
- Any retailer, marketplace, and geography
- Any refresh frequency, down to the minute
- AI-ready unified eCommerce schema
- Delivery directly into your data stack
- Dedicated Customer Success Manager
No walled gardens. No platform dependency.
Compliant by design. Natively built on Bright Data’s fully compliant data network. GDPR-ready, CCPA-compliant, SOC2-certified, and ISO 27001:2013 certified. Trusted by Fortune 500 legal teams.