Data Delivery & Integrations

Yes. The white-label dashboard needs zero integration - your team signs in and the data is there, branded as yours. Google Sheets delivery works the same way: the sheet fills on schedule, no engineer involved.

Power BI, Looker, Snowflake, BigQuery, Google Sheets and generic webhooks out of the box - plus S3/GCS drops and custom formats scoped per deployment. Switching or adding channels later does not change the underlying deployment.

Yes. Every source can be exposed as MCP tools your agents call live, with typed JSON responses - the same data layer, one more delivery channel.

A scoped deployment typically goes live as a production API in 48-72 hours. That includes the scraper itself, a wrapper API shaped to your workflow, custom fields added to the response, monitoring and alerting on our side, and a staging key so your team can validate the schema before production traffic starts.

That is our problem, not yours. Every source is monitored around the clock - layout changes, anti-bot updates and success-rate drops page our engineers before they page you, and your field names stay stable through redesigns because we absorb the change behind the schema. Failed requests are retried automatically, and anything that still fails is not billed: pricing is success-based.