Snowflake offers seven reference architectures to help developers build scalable, modern data apps. These include embedded analytics, serverless data stacks, streaming pipelines, machine learning workflows, application health monitoring, IoT data processing, and Customer 360 solutions. Each architecture leverages Snowflake’s multi-cluster compute, elasticity, and support for diverse data types, eliminating infrastructure burdens. Snowpark enables running Python and ML workloads natively, while Snowflake Marketplace and Native Apps simplify data sharing and app distribution. Together, these patterns help teams build secure, high-performance apps faster.

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