A proof-of-concept demonstrating how Snowflake Interactive Tables combined with a 6-cluster Multi-Cluster Warehouse (MCW) can achieve ~685 QPS with P50 latency of 200ms. The setup used a 500-connection pool with retry logic and throttled initialization. Key takeaways include using Interactive Tables for point lookups and small aggregations, pre-initializing connection pools, right-sizing MCW clusters using a throughput formula, and implementing exponential backoff retry logic for resilience.
Table of contents
The Challenge: High-Concurrency Real-Time AnalyticsEnter Snowflake Interactive TablesKey CharacteristicsArchitecture: The Test SetupConclusionSort: