A self-propelled picking vehicle for pineapples based on scraper transportation is provided and includes a baseplate, a driving mechanism, and a propelling mechanism. The driving mechanism is disposed on the baseplate, the propelling mechanism is disposed at a lower end of the baseplate, and the driving mechanism is connected to the propelling mechanism. A front end of the horizontal chain conveyor is provided with a cutting plate. The cutting plate is provided with two disk blades, outer sides of the two disk blades are provided with dividers, and a fruit protector is disposed between the two disk blades. A fruit picking mechanism is disposed on an upper end of the fruit protector. The entire process has achieved automated pineapple picking, efficiency of picking and transportation is improved, and labor intensity of fruit farmers is greatly reduced.