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Data lakes (S3, ADLS) store raw structured/unstructured data for flexible analysis; data warehouses (Snowflake, Redshift) store curated, schema-on-write data for BI. Modern architectures use lakehouse pattern combining both. Critical for understanding data platform design in analytics exams.