We analyzed tens of thousands of companies to uncover insights about data stacks, team size, role distribution, data-to-engineer ratios, and salaries. Benchmark how your team compares.
Data Team Size
Ratio of data team size compared to total company size in 100 tech scaleups.
Team Composition
Composition of data roles across insight, data engineering, and machine learning.
Data-to-Engineer Ratio
How data and product teams compare to engineering team sizes in 40 scaleups.
Salary Benchmark
Compare data team salaries across hundreds of European companies.
Data Stack
Most popular tools across data warehousing, BI, transformation, ingestion, and catalogs.