People Data Labs

People Data Labs builds systems that process billions of data points every day from thousands of sources, turning raw information into clean, developer-ready people and company datasets. The company serves businesses across AI/ML, recruiting, data services and developer tools, with customers ranging from AI model developers to recruiting platforms.

Its technical work spans data engineering, entity resolution at billion-record scale, web crawling, distributed systems, asynchronous workload management and data standardization and integration. Alongside its core datasets, People Data Labs offers self-serve products and internal tools built by full-stack engineers, giving businesses direct access to people and company data.

Roles at the company include data engineers and full-stack engineers. The engineering culture is described as optimising for autonomy and ownership rather than micromanagement, with an emphasis on scalable code and thoughtful experimentation; failure is accepted where the team learns from it.