Feast supports registering streaming feature views and Kafka and Kinesis streaming sources. It also provides an interface for stream processing called the Stream Processor. An example Kafka/Spark StreamProcessor is implemented in the contrib folder. For more details, please see the RFC for more details.
Please see here for a tutorial on how to build a versioned streaming pipeline that registers your transformations, features, and data sources in Feast.