Can I run one-off pulls?
Yes - one-time market snapshots or recurring trackers, scoped per project. Consultancies often start with a two-week snapshot for a client deliverable and convert it into a monthly tracker once it lands.
Do you deliver raw or analyzed?
Clean, structured, deduplicated data - into Sheets, your warehouse or a white-label dashboard. Your analysts spend their time on the insight, not on scraping and cleaning.
Can you cover a category across many platforms at once?
Yes - one scope can sweep a category across marketplaces, quick-commerce, food delivery and social, normalized into one schema, which is usually the hard part of multi-platform research.
How do I get the API documentation and a data sample?
API documentation is public at scrapeguys.com/docs - request format, response schemas, status codes and worked examples. For a sample dataset on your exact targets, book a short scoping call: each deployment is customized to your schema, fields and volumes, and most teams have a sample in hand within a day.
How is the data delivered - do we have to integrate an API?
An API is one option, not a requirement. The same data layer ships as REST JSON APIs with async jobs and webhooks, scheduled exports into Power BI, Looker, Snowflake, BigQuery or Google Sheets, a white-label dashboard your team signs into with zero integration, or MCP tools your AI agents call live. You can mix channels - API for engineering, dashboard for the commercial team - on one deployment.
Is the data collection compliant?
We collect publicly available data only - no login-gated content, no private accounts, no personal data harvesting. Every deployment is reviewed against the target and the use case before it goes live, and enterprise contracts include the data-processing and confidentiality terms your legal team expects. Bring your compliance questions to the scoping call - we answer them in writing.