I need a bit more information to review this transaction. What is a "snapshot delete"? What does "rows that are deleted from the snapshot query" mean?

Thanks @thbaby

dbt snapshots implement type 2 Slowly Changing Dimension over mutable source tables to identify how a table row changes over time.

When you run dbt snapshots command

• On the first run: dbt will create the initial snapshot table — this will be the result set of your select statement, with additional columns including dbt_valid_from and dbt_valid_to. All records will have a dbt_valid_to = null.

• On subsequent runs: dbt will check which records have changed or if any new records have been created:

  • The dbt_valid_to column will be updated to the current snapshot time for any existing records that have changed (updated or deleted)
  • The updated record and any new records will be inserted into the snapshot table. These records will now have dbt_valid_to = null

dbt snapshot command first creates a global temporary table to identify the rows which have changed i.e. inserts, updates or deletes

Then it uses the following statement to merge using the temporary table.

MERGE INTO dbt_test.cc_all_snapshot d
    USING o$pt_cc_all_snapshot182811 s
        ON (s.dbt_scd_id = d.dbt_scd_id)
    WHEN MATCHED
        THEN UPDATE
        SET dbt_valid_to = s.dbt_valid_to
        WHERE d.dbt_valid_to IS NULL
            AND s.dbt_change_type IN ('update', 'delete')
    WHEN NOT MATCHED
        THEN INSERT (d.id, d.name, d.some_date, d.dbt_updated_at, d.dbt_valid_from, d.dbt_valid_to, d.dbt_scd_id)
        VALUES (s.id, s.name, s.some_date, s.dbt_updated_at, s.dbt_valid_from, s.dbt_valid_to, s.dbt_scd_id)
        WHERE s.dbt_change_type = 'insert'

For details of the SQL code generated at each step, you can also refer to a documented example in our dbt test project.

Let me know if you have any questions or feedback