Has anyone successfully scraped Linkedin at scale or found a way to turn their connections into queryable data?

Building https://center.app. 

https://omarish.com

Yeah, I did this but back in 2014 for public profile data. Got about 170M profiles and 310M employment data points.

It can be done, but they’ve made it far more difficult than it was in the past. I’m sure 3rd party apps exist, but I’d write a script to scrape using DOM. You’d have to RAND pause between scrapes and use various IPs.

Try this tool : https://phantombuster.com/

I’ve used the datasets from https://www.peopledatalabs.com/ in the past, it’s somewhat queryable but if you want the full profile you have to parse the JSON. Getting the full dump isn’t cheap, but their API pricing is reasonable