Part 7/14:
- Query Concurrency: How many users or agents can access the system simultaneously? Scalability ensures millions of users receive timely insights without degradation.
Matching these dimensions to use-cases helps organizations determine the most suitable architecture.
The Emergence of Apache Pino
LinkedIn developed and open-sourced Apache Pino—a distributed, columnar OLAP database optimized for real-time analytics. Unlike traditional systems that batch data into data lakes or warehouses, Pino ingests data directly from streaming platforms like Kafka, providing true real-time performance with data becoming accessible within seconds of being generated.