Part 10/12:

• Reduced Data Latency: From days to minutes, enabling proactive responses.

• Cost Efficiency: Through resource tagging, resource limits, and optimized data formats.

• Improved Reliability: Data replication and governance enhance system robustness.

• Operational Agility: Analysts and teams can schedule reports independently, improving productivity.

Future Roadmap: Enhancing Data Flexibility and Speed

Looking ahead, Zepto’s data team is exploring advanced systems like StarRocks, an analytical database designed for complex joins and real-time analytics, aiming to reduce the constraints posed by denormalization in ClickHouse. They are also developing capabilities to support real-time joins across large tables, which currently remains a challenge.