Methods, systems, and apparatus, including computer programs encoded on computer storage media relate to a method for providing video communications with dynamic virtual backgrounds within a communication platform. Based on the contextual information of a meeting, the system selects a virtual background to be used for the meeting. During, a video meeting, the system generates for display, on one or more client devices, a composite video depicting the imagery of the user overlaid on imagery of the selected virtual background.