Bluesky Starter Pack Scraper: export any community list for $2.05/1K

Devil Scrapes Posted on May 31 Bluesky Starter Pack Scraper: export any community list for $2.05/1K # webscraping # python # apify # data Quick answer: A Bluesky starter pack is a curated community list published on the AT Protocol. There is no official export button or bulk API endpoint for reading pack membership programmatically. A Bluesky starter pack scraper queries the public AT Protocol AppView ( https://public.api.bsky.app/xrpc/ ) and returns every member's profile — handle, DID, follower count, post count — as clean, typed JSON. The Apify Actor below does it for $0.002 per member row (~$2.05 per 1,000 members), handling pagination, retries, and URL normalization for you. Starter packs drove a reported 43% of all follows during Bluesky's 2024 growth surge ( EurekAlert, 2024 ). That number matters: when someone publishes "ML Researchers on Bluesky" or "London Founders" as a starter pack, they are not just recommending accounts — they are shaping the social graph of an entire professional niche. For researchers, growth marketers, and social-graph analysts, those packs are some of the most signal-dense audience lists on any platform. The problem: the Bluesky web UI shows a pack's members one scroll at a time. There is no CSV download, no endpoint labeled "give me all members", and no obvious way to turn a pack into a spreadsheet your CRM can ingest. Here is what it actually takes to get that data programmatically. What is a Bluesky Starter Pack? 🔎 A Bluesky Starter Pack is a named, curator-published list of accounts, stored as a record in the AT Protocol — the open, federated protocol underpinning Bluesky. Any user can create one, and the platform surfaces popular packs on the onboarding screen and in discovery feeds. Each pack carries a title and optional description , a list of member DIDs (the protocol's decentralized account identifiers), the creator's handle (e.g. pfrazee.com ), and a stable AT URI ( at://did:plc:.../app.bsky.graph.starterpack/... ) that