Part 5/14:
This architecture underscored two critical goals: cost efficiency and performance. Kafka reduced the per-event cost, allowing LinkedIn to scale massively. Pino, a columnar OLAP (Online Analytical Processing) database, was optimized to deliver instant query responses, enabling users worldwide to access data instantaneously, a feat impossible with traditional Business Intelligence (BI) tools that often involve significant delays.