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A stream, a task, and a MERGE statement keep one summary table caught up, and every schedule tweak means editing all three.
What you'll have at the end
One dynamic table that replaces the stream, the task, and the manual sync step, refreshing itself on its own schedule
You need
A working pipeline where a stream on a base table, a scheduled task, and a MERGE statement together keep one summary table current, plus a role able to create dynamic tables and warehouses in the same database.
Not covered
A MERGE that does running totals, soft deletes, or joins against the stream itself, logic a single query can't express; that needs a heavier, custom incremental rewrite instead, a different tool for a narrower case.
Checked 26 Aug 2026
Part of the Snowflake Data Cloud cookbook