No accessible public API
Most major platforms (LinkedIn, Reddit, X, Instagram) have either closed their APIs or made them prohibitively expensive, leaving the browser as the only way to extract their data.
The public web is already scraped. The data that matters now sits behind logins, paywalls, JS rendering, and anti-bot protection with no API to access it.
98%
3×
10+
100M+
The licensing well is running dry. The data that powered the last generation of frontier models — Reddit, Stack Overflow, Shutterstock, the AP — is now locked up in exclusive contracts.
Most major platforms (LinkedIn, Reddit, X, Instagram) have either closed their APIs or made them prohibitively expensive, leaving the browser as the only way to extract their data.
Forums, legal databases, financial platforms, gated research portals. The data exists but requires login, and the platform actively blocks automated access.
SPAs, infinite scroll, lazy-loaded data, client-side pagination. The data isn't in the HTML — it loads after JS execution. A simple HTTP request gets an empty shell.
Results vary by country. Training a model on US-only data gives you a US-only model.
Both modes run the same Chrome stack and the same residential network. The difference is how much control you need.
Login, navigate multi-step UIs, handle pagination, interact with dynamic content. A live browser session your pipeline controls.
{
"url": "example.com/products",
"waitFor": ".price-loaded",
"returns": ["html", "png", "data"]
} AUTO-RETRY · ANTI-BOT FLAGS
1 request => 1 rendered page with structured data back. Run thousands of pages through the pipeline without managing browser sessions.
Tell us what you're automating. We'll get you set up.