Profiling and benchmarking are essential techniques in performance optimization, where profiling involves analyzing a program to understand its behavior and resource usage, while benchmarking measures the performance of a program or system against a standard. Together, they help identify bottlenecks and provide data to guide improvements in efficiency and speed.