A structured comparison of five leading cloud data platforms — Databricks, Snowflake, Amazon Redshift, Google BigQuery, and Microsoft Fabric — covering their core architectures, deployment models, pricing structures, strengths, and trade-offs. Databricks leads in open lakehouse and ML/AI workloads; Snowflake excels as a managed
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