The present disclosure provides a touch panel, a manufacturing method thereof and a touch display device. The method comprises: 1) forming touch lines, comprising: forming in the same layer gate lines and a plurality of first touch lines, each first touch line being arranged intermittently in a direction of data lines and not electrically connected with the gate lines, and forming in the same layer a plurality of first connection lines and electrodes not in the same layer as the gate lines and the touch electrodes, each first connection line being used for connecting in series with an intermittent first touch line, each touch line comprising a first touch line and a plurality of first connection lines; and 2) forming touch electrodes, each touch electrode being electrically connected with one or more first touch lines, one or more second touch lines, or one or more third touch lines.