Platforms and engines for analytical SQL at scale: cloud data warehouses, lakehouse platforms, analytical databases and distributed query engines.
Last updated November 2026. Each listing links to its full profile or guide, which shows its own review date. No vendor paid for inclusion and the order is alphabetical, not a ranking.
All data warehousing & analytics listings
Paid
Amazon Redshift
AWS data warehouse as provisioned RG and RA3 clusters or Redshift Serverless billed per RPU-hour.
Paid
Azure Synapse Analytics
Azure analytics service with dedicated and serverless SQL pools and Spark; supported, but Microsoft points new work to Fabric.
Freemium
ClickHouse
Apache 2.0 columnar database for real-time analytics, self-hosted or as the managed ClickHouse Cloud.
Freemium
Databricks
Lakehouse platform for Spark, SQL warehouses and ML on Delta Lake and Iceberg tables, on AWS, Azure and Google Cloud.
Free
DuckDB
Free MIT-licensed in-process analytics database that queries Parquet, CSV and lake tables with no server.
Freemium
Firebolt
Low-latency analytics database with PostgreSQL-style SQL, per-second billing and a free self-hosted Core.
Freemium
Google BigQuery
Serverless Google Cloud data warehouse billed per TiB processed or by slot capacity, with a monthly free tier.
Paid
Microsoft Fabric
Microsoft SaaS analytics platform: OneLake, Spark, T-SQL warehouse, pipelines and Power BI on one F SKU capacity.
Freemium
SingleStore
Commercial distributed SQL database with rowstore and columnstore tables for real-time and mixed workloads.
Paid
Snowflake
Managed cloud data warehouse on AWS, Azure and Google Cloud, billed per second in credits for virtual warehouses.
Free
StarRocks
Apache 2.0 MPP analytics engine for sub-second queries on native tables and Iceberg, Hudi, Delta and Paimon.
Free
Trino
Apache 2.0 distributed SQL query engine for federated and lakehouse queries across many data sources.
No listings match this filter.
Comparisons
SnowflakeVSDatabricks
A cloud data warehouse against a lakehouse platform, and where they now overlap.
SnowflakeVSBigQuery
Multi-cloud credits-based warehousing against Google's serverless warehouse.
Data warehouseVSDatabase
What separates analytical warehouses from operational databases.
SnowflakeVSAmazon Redshift
Snowflake against AWS's own data warehouse, provisioned or Serverless, for teams on AWS.
DatabricksVSBigQuery
A lakehouse platform against Google's serverless warehouse.
DatabricksVSAmazon Redshift
A lakehouse platform against AWS's data warehouse.
BigQueryVSAmazon Redshift
Google's and AWS's native data warehouses: per-TiB and slot pricing against node-hours and Serverless RPUs.
SnowflakeVSAzure Synapse Analytics
Snowflake against Azure Synapse dedicated SQL pools, and Microsoft's guidance to start new warehouses on Fabric.
DatabricksVSMicrosoft Fabric
Two lakehouse-based analytics platforms with different pricing and scope.
ClickHouseVSSnowflake
An open source columnar database against a managed cloud warehouse.
ClickHouseVSBigQuery
Open source real-time analytics against Google's serverless warehouse.
ClickHouseVSDatabricks
A columnar analytics database against a lakehouse platform.
DuckDBVSSnowflake
Local in-process analytics against a cloud data warehouse.
DuckDBVSBigQuery
Local in-process analytics against Google's serverless warehouse.
ClickHouseVSDuckDB
An analytics server for many users against an in-process engine for local and file-based analysis.
Alternatives and buyer guides
How we research listings: our editorial method. Other categories: the full SQL tools directory.
Compare before you choose
See the head to head comparisons or browse every category in the tools directory.