I've already thought of the follow-up to this article, 'Querying a billion rows on a $XX budget.' Let me give you my answer directly: switch from Snowflake to StarRocks. It's an open-source project under the Linux Foundation, with speed that's more than adequate, especially for queries involving multiple tables. If you're interested, you might want to check it out, <a href="https://medium.com/starrocks-engineering/how-to-reduce-snowflake-costs-by-80-deb87aa69bc5" rel="nofollow">https://medium.com/starrocks-engineering/how-to-reduce-snowf...</a>.