The medallion architecture organizes data in a lakehouse across bronze, silver, and gold layers, progressively refining raw data into trusted, business-ready tables. Here is how each layer works, the mechanics behind them, and where external web data enters as a bronze source.

Discover how Bright Data’s Web MCP integration empowers Airia agents with advanced web automation and real-time data access for enterprise AI

The 8 best beauty and cosmetics data providers in 2026, ranked by retailer coverage, data depth, anti-bot success, and pricing.

The 8 best ecommerce scrapers in 2026, ranked by success rate, platform coverage, anti-bot bypass, and pricing, with benchmark data.

Discover how Bright Data Web MCP enables Pi Agent to explore and interact with the web, unlocking advanced capabilities for your CLI workflows.

Five takeaways from our VLA panel: why web-scale pretraining, curation speed, and data provenance now define the race to build real-world robots.