A touch panel, a method for manufacturing the touch panel, and a touch display device are provided. The touch panel includes a first substrate, a second substrate arranged opposite to the first substrate, a touch layer and a plurality of pressure sensing structures. The touch layer is located between the first substrate and the second substrate. The plurality of pressure sensing structures and the touch layer are arranged in a same layer. Each of the plurality of pressure sensing structures includes a first pressure sensitive member and a second pressure sensitive member. A pressure sensitivity of the first pressure sensitive member is different from a pressure sensitivity of the second pressure sensitive member.