  We consider compatibility conditions between Poisson and Riemannian
structures on smooth manifolds by means of a contravariant partially complex
structure, or $f$-structure, introducing the notion of (almost)
K\"ahler--Poisson manifolds. In addition, we study some of their properties
under structure preserving maps and symmetries.
