Typically large code bases have problems that are more intrinsic to organization than what language its in. Huge code cases in any language are usually fine if discipline is exercised.

And concurrency issues and memory overhead problem are from not knowing the right way to do it. Although I will concede that naive approach to both of those is sub-optimal.