What stands out most for our web scraping and data extraction work is how much setup time the pre-built Actors save. Instead of writing scrapers from scratch for every new site, we can usually find an Actor that's already close to what we need and adjust it, which cuts our time-to-first-data from days to hours. Performance has been solid too — runs come back fast, which matters when we're pulling data on a regular cadence. It's also been easy to plug into our own pipeline — the API and standard output formats (JSON/CSV) mean we're not writing custom glue code, and it integrates well with Claude, so we can feed scraped data straight into an AI workflow without extra transformation steps. On pricing, the free tier made it easy to prove out value before committing any spend, which lowered the barrier to actually trying it against our real use case. Review collected by and hosted on G2.com.

The graphical user interface could be more streamlined — navigating between Actors, runs, and storage sometimes takes more clicks than it should, and it can feel a bit cluttered when you're trying to quickly check on a job or find a specific dataset. A cleaner, more consolidated dashboard view would make it faster to manage things day-to-day. Review collected by and hosted on G2.com.