How do you handle messy client data without losing your sanity?

I’ve been helping a client clean up their monthly reports and every single file they send is a different format, random merged cells, inconsistent headers, you name it, and I feel like I spend more time fixing structure than actually analyzing anything, so I’m curious how do you all deal with messy, inconsistent Excel data efficiently without rebuilding everything from scratch each time?