DuckDB

Embedded DuckDB Starts Simple. Then It Needs a Process Boundary.

Embedding DuckDB inside an API process is simple until native execution shares the same failure domain. A federated query crash showed why DBConvert Streams is moving interactive DuckDB work behind a supervised query worker.

DuckDB

DuckDB Solved the Query Engine. The Workflow Around It Is Still Messy.

DuckDB made cross-source SQL practical. But once queries need credentials, schema inspection, exports, and repeat runs, the workflow around the query becomes the hard part.