Your question is Pandas Merge vs Join vs Concat. Take a moment with it on the right.
Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).
Explain the difference between merge(), join(), and concat() in pandas, and when would you use each to optimize memory usage?