The event and Data Pipes allow you to take data from the input streams and combine it with contextual data to generate the Profile Data, which is sent to the profile.

The transformations within the IoT Cloud allow you to filter, merge, append, and change data formats:

The preceding diagram shows how one can use DeviceId as the partition key to merge the event stream and the Contact (contextual) Data.