I will describe the various real and holomorphic Poisson structures, Lie algebroids, and gerbes which feature in our current understanding of generalized Kahler geometry. Then I will describe how these structures help us to construct and understand new examples. Some examples will be constructed by birational transformations. The first part of the talk will be based on http://arxiv.org/abs/1007.3485.