A Micro Electromechanical System (MEMS) pressure sensor may include a first substrate provided with a sensitive diaphragm of a capacitive pressure sensing unit, an electrical connecting layer and a first bonding layer on a surface of the first substrate; and a second substrate provided with an inter-conductor dielectric layer, a conductor connecting layer in the inter-conductor dielectric layer and/or a second bonding layer on a surface of the second substrate. The second substrate is arranged opposite to the first substrate, and the second substrate is fixedly coupled to the first substrate via the first bonding layer and the second bonding layer; a pattern of the first bonding layer is corresponding to a pattern of the second bonding layer, and both the first bonding layer and the second bonding layer are formed of a conductive material.