Head-to-head
Bright Data vs Clay
Bright Data: Web-scraping infrastructure with datasets and scraping APIs for public company data. Clay: Spreadsheet-style enrichment workspace that waterfalls dozens of data providers per cell.
Overlapping capabilities: Company enrichment.
Benchmark: company search
Bright Data and Clay have no completed benchmark run yet — this comparison fills in as suites run. Reviews below are live.
Reviews across the web
Bright Data has a large and mostly positive review base for this category (4.6 on G2 from 284 reviews, 4.0 on Trustpilot from ~1,000), reflecting its position as the enterprise standard for proxies and web-scale data collection. Users praise reliability, support, and network scale; the consistent pushback is cost and compliance-heavy onboarding, which make it a poor fit for small jobs. Note it competes here as raw web-data infrastructure rather than a curated company-data API.
Full roundup →Clay is beloved by power users — near-perfect scores on G2 (4.9) and Product Hunt (4.8) driven by its waterfall enrichment and AI research agent — but community sentiment is more divided than the ratings suggest. The recurring complaints are opaque credit economics, surprise billing, and a learning curve that punishes casual users, reflected in a much lower Trustpilot score. It rewards teams willing to invest in learning it and monitoring credit burn.
Full roundup →