Bevel cannot be applied to meshes made of imported SVG

I am trying to import SVG file from Ai, extrude the faces and apply smoother edges by applying bevel, but the meshes cannot be dissolved as shown on the attached picture, so bevel does not work appropriately.
I would love to have your advise on how to merge the separate meshes and let bevel work rightly.