Amazon SageMaker Lakehouse vs Starburst Data Platform

Amazon SageMaker Lakehouse has no write-up on Specifiction yet; its figures are above.

Starburst Data Platform is built on Trino and Apache Iceberg to provide governed access to distributed data across on-premises, cloud, and hybrid environments. It can query data across 50+ sources in one SQL statement without copying it. Connectors span data lakes, warehouses, streaming systems, relational databases, and other sources, with features including parallelism, table statistics, dynamic filtering, and pushdown. Starburst Galaxy is available on AWS, Google Cloud, and Microsoft Azure. Galaxy controls include SSO, SCIM, service principals, role- and attribute-based access control, row filters, column masking, and end-to-end encryption. Starburst says Galaxy does not store customer data. Its free tier includes up to three clusters for ad hoc queries. The 30-day trial includes $500 in Galaxy compute resources and Enterprise features, then downgrades to the free tier. Paid plans start at $0.50 per credit; the listed Enterprise and Mission-Critical tiers start at $0.75 and $1.00 per credit. The Galaxy security page lists a 99.5% uptime SLA, 24/7 expert support, and a 30-minute response time.