Package management for multiple modules in C++, Python, Java project?

We are working on a big project with many components that depends on one another. Current management is flat so we just bring the system to some stable state and take a snapshot. But as the project grows (>50) developers, this get's out of our hands.

Is there a package management system for multiple languages that you guys recommend?

Many thanks!