Pulled together a list of ~50,000 Instagram/Tiktok creators. Complete with verified contact emails, handles, follower counts, 30-day GMV data, and audience language/demographics.
The kind of data that would normally cost $500+/month on a platform like Modash or Upfluence — I built the pipeline myself and ran it for basically nothing.
Took some patience getting the data to line up cleanly (deduping, validating emails, normalizing fields across sources) but the end result is a clean, structured dataset I can actually use.
Honestly the most satisfying part isn't even the data itself — it's knowing I can spin this up for any
niche, any platform, whenever I need it.
Anyone else been working on scraping or data collection projects lately? Always curious what workflows other people are building. Drop it below