How does Databricks Delta Lake compare to AWS Lake Formation?

Delta Lake is an open table format providing ACID transactions, schema evolution, and time travel on any object store, while Lake Formation is a governance and ingestion service on top of S3. They address different problems: Delta Lake solves data reliability at the table level; Lake Formation solves access control and catalog management. Many organizations use both concepts together on their cloud of choice.

What open table formats should I consider as alternatives to Lake Formation's approach?

Apache Iceberg, Delta Lake, and Apache Hudi are the three major open table formats. Iceberg has the broadest engine support (Spark, Flink, Trino, Athena, BigQuery). Delta Lake has the deepest Databricks integration. Hudi (from Uber) specializes in incremental processing and CDC-style upserts. All provide ACID transactions on object storage without vendor lock-in.

When should I choose Starburst or Dremio over a native cloud data lake?

Choose Starburst when you need to federate queries across multiple data sources (S3, databases, warehouses) without data movement. Choose Dremio when you want a semantic layer and self-service analytics on the lakehouse with Arrow Flight acceleration. Both are ideal when avoiding data duplication into a warehouse is a priority or when data governance spans multiple cloud and on-prem sources.

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Best Alternatives to Amazon S3 + Lake Formation

AWS Lake Formation combined with Amazon S3 provides a managed data lake service with centralized security, governance, fine-grained access control, and blueprint-based data ingestion.

Top Alternatives to Amazon S3 + Lake Formation

Azure Data Lake Storage Gen2Google Cloud Storage + DataplexOCI Data LakeAlibaba OSS Data LakeDatabricks Delta LakeApache Iceberg + TabularDremioStarburst (Trino)Apache Hudi

Frequently Asked Questions

Google Dataplex provides the most automated governance with AI-powered metadata discovery. Azure Data Lake Storage Gen2 with Purview offers enterprise-grade governance for Microsoft environments. Databricks Delta Lake is the leading open-format alternative with ACID transactions. Dremio provides a lakehouse platform with semantic layer and data-as-a-product capabilities.

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