With more than 20 years of development, Pichia pastoris system has been extensively used both on a lab and industrial scale. This review outlines the progress made on P. pastoris from aspects of protein expression, molecular engineering tools and methods, and biochemical production. This review also provides perspectives on the current challenges and future directions of this important system.