Disclosed herein are system, method, and computer program product embodiments for stream optimized data processing. An embodiment operates by receive a stream of data in a streaming data format. A query associated both with the stream of data and one or more records of a database is determined. It is determined whether the one or more records of the database are stored in a local cache. Those records not stored in the local cache are retrieved from the database and converted into the streaming data format. A query response, including references to each of the one or more records stored in the local cache in the streaming data format, is provided for execution of the query.