Structured Streaming leverages the parallel processing of GPUs to achieve highly parallel data throughput.

Structured Streaming is implemented as a messaging bus and is derived from Apache Kafka.

Structured Streaming relies on a distributed network of nodes that hold incremental state values for cached stages.

Structured Streaming models new data arriving in a data stream as new rows appended to an unbounded table.