We study holomorphic Poisson manifolds and holomorphic Lie algebroids from the viewpoint of real Poisson geometry. We give a characterization of holomorphic Poisson structures in terms of the Poisson Nijenhuis structures of Magri-Morosi and describe a double complex which computes the holomorphic Poisson cohomology. A holomorphic Lie algebroid structure on a vector bundle is shown to be equivalent to a matched pair of complex Lie algebroids , in the sense of Lu. The holomorphic Lie algebroid cohomology of is isomorphic to the cohomology of the elliptic Lie algebroid . In the case when is a holomorphic Poisson manifold and , such an elliptic Lie algebroid coincides with the Dirac structure corresponding to the associated generalized complex structure of the holomorphic Poisson manifold.

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