A compressor map is a graphical representation crucial for understanding the performance of a centrifugal compressor, depicting the relationship between parameters like flow rate, pressure ratio, and efficiency at varying rotational speeds. It is essential for selecting the right compressor for a system and optimizing its operation for fuel efficiency and reliability.