SHOPLINE, a commerce platform, implemented RisingWave to consolidate its real-time analytics infrastructure into a unified Kappa architecture. The solution replaced a dual Lambda system with a single SQL transformation layer using materialized views, reducing API response times by 76.7% while improving operational efficiency and merchant experience.