What are some of the high-level differences between C, C++, Java, and C# from a software construction perspective?

Question

I recently started working with C# and found out quickly that the C-based languages are very similar! (My only other coding experience is with Python).

Are they all extremely similar and the differences are subtle?

What are the differences and challenges that occur when learning or switching between them?