“large” scale software in Julia

It’s not clear why you think this. There is no limit on source code size in Julia either.

To ease the transition, maybe you reuse most of this first. See

https://docs.julialang.org/en/v1/manual/calling-c-and-fortran-code/

A public example of a large-scale project is

You may also be interested in discussions like

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