DevOps Leads Developer Salaries in Most Countries. Except Where ML Already Took Over

We analyzed salary data for six developer specializations across 12 countries. The pattern is consistent enough to be almost a rule, and the exceptions tell you more than the rule does. DevOps engineers earn the most in 8 of the 12 countries we looked at. But in the US, Canada, and the UK, machine learning engineers already earn more. In Germany, Java developers beat both. And if you look at the companies hiring these engineers rather than the engineers themselves, specialization in enterprise s