Where Can I Find a Reliable Spotify User Information Dataset for Analysis? or How Can I Access a Spot

If you’re in academia, try reaching out to researchers who’ve published on music streaming. Sometimes they share spotify user information datasets for replication.

Otherwise, yeah, API scraping is the way. Painful, but reliable.