Snowflake differs from traditional data warehouses like Teradata and Oracle by using a fully cloud-native architecture with separate storage and compute layers. Unlike traditional systems that require heavy hardware management and fixed scaling, Snowflake offers automatic scaling, pay-as-you-use pricing, simpler maintenance, and faster deployment for modern analytics workloads.