The invention relates to a small parcel rapid unloading machine for logistics and belongs to the technical field of logistics machinery. The machine comprises a lifting conveyor, the lower end of the lifting conveyor is rotationally connected with a moving base, a goods receiving trolley is arranged on the portion, close to the lower end of the lifting conveyor, of one side of the moving base, and the upper end of the lifting conveyor is movably connected with a horizontal conveyor. The portion, away from the lifting conveyor, of one end of the horizontal conveyor is provided with an adjustable conveying shovel, and the portion, close to one end of the adjustable conveying shovel, of the top of the horizontal conveyor is provided with a raking and sucking manipulator. According to the machine, through the cooperation of the adjustable conveying shovel and the raking and sucking manipulator, active in-batch receiving of small parcels in a carriage can be achieved, the unloading process of the small parcels is more automatic, manual burden is greatly reduced, and the goods are automatically transferred out of a vehicle through the cooperation of the horizontal conveyor and the lifting conveyor, and finally, are stacked to the goods receiving trolley. Automatic unloading and stacking are achieved, and more convenience and high efficiency are achieved.