Techniques are described herein for analyzing data streams in conjunction with relational database data in a DBMS. A database dictionary defines one or more columns for an external table and a data source for said external table that comprises an external message stream. Executing a query that targets the external table includes generating one or more rows from the external table, each row corresponding to a message in the external message stream that was retrieved from the external message stream after a message stream offset.
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