Optimizing memoization involves selecting appropriate caching strategies and data structures. Using a Map enhances performance over simple objects, while a Time-Based Cache implements size limits and expiration for entries. Addressing concurrency with locking mechanisms ensures cache integrity in multi-threaded environments. Profiling and benchmarking are essential for performance analysis.