The invention relates to the field of anti-shake holders, in particular to a miniature anti-shake holder which comprises an elastic support, a camera module, at least one positioning seat, at least one group of springs, at least one magnetic assembly and at least one coil. The elastic support comprises a fixed part, a movable part and an elastic part, wherein two ends of the elastic part are connected to the fixed part and the movable part respectively, and the movable part can move relative to the fixed part; the camera module and the coil are arranged on the movable part; the fixed part is fixedly connected to a positioning seat, the magnetic assembly comprises two magnets which are fixedly arranged on the positioning seat and are arranged in parallel, the coil and the magnets are arranged oppositely, and the elastic part is located between the two magnets; two ends of the spring are connected to the positioning seat and the movable part respectively, the camera module rotates around the rotation center of the movable part, the elastic part, the spring and other parts, the plane where the elastic part is located is closer to the rotation center, power consumption is effectively reduced, and the anti-shake performance is improved.