This course lives in a GitHub repo — this very lesson is a markdown file, reviewed as a pull request and published by a sync. Merging a change to this file is the release: the commit message becomes the release note in the academy's course history.
DuckDB is an in-process analytics database: no server, no connection string, runs anywhere — including this page.