Streaming batcher for collecting work packets as remote descriptors

Technologies for batching remote descriptors of serialized objects in streaming pipelines are described. One method of a first computing device generates a streaming batch of remote descriptors. Each remote descriptor uniquely identifies a contiguous block of a serialized object. The first computing device sends at least one of the remote descriptors to a second computing device before the streaming batch is completed. At least some contents of a contiguous block are obtained for storage at a second memory associated with the second computing device before the streaming batch is completed.