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Warehouses and lakehouses

Cloud warehouses and lakehouses: the system of record for analytics.

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Starburst

Lake query engine

Trino-based SQL platform for querying data across lakes, databases, and warehouses, with managed Galaxy and self-managed Enterprise deployments.

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Firebolt

Cloud warehouse

Cloud data warehouse for sub-second, high-concurrency SQL on AWS, billed per second, with a free self-hosted edition, Firebolt Core.

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Dremio

Lake query engine

Lakehouse SQL engine on Apache Iceberg with Autonomous Reflections, a Polaris-based Open Catalog and an AI agent; managed on AWS or self-hosted.

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DuckDB

Embedded/serverless

Free, MIT-licensed in-process SQL database for fast analytics on Parquet, CSV and JSON, on a laptop, server or in the browser.

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MotherDuck

Embedded/serverless

Serverless cloud DuckDB: per-user Ducklings billed per second, Dual Execution across laptop and cloud, MCP server for AI agents.

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Azure Synapse Analytics

Cloud warehouse

Microsoft's Azure warehouse: dedicated MPP SQL billed per DWU-hour, $5-per-TB serverless SQL, Spark pools and pipelines in one workspace.

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Microsoft Fabric

Cloud warehouse

Microsoft's all-in-one analytics platform: warehouse, lakehouse, Spark, pipelines and Power BI on one capacity, with data stored as Delta in OneLake.

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Usage-based

Amazon Redshift

Cloud warehouse

AWS cloud data warehouse with Serverless and provisioned compute, SQL analytics, data sharing, supported zero-ETL integrations, and AI-assisted queries.

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From $0.15/DBU

Databricks

Lakehouse platform

Panoply Score: 69/100

The lakehouse platform built around Spark and Delta Lake. Priced per Databricks Unit (DBU) on top of your own cloud bill, starting at $0.15 per DBU.

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Free tier

BigQuery

Cloud warehouse

Panoply Score: 74/100

Google's serverless warehouse. Pay $6.25 per TiB scanned with the first TiB free each month, or buy slot capacity by the hour.

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Usage-based

Snowflake

Cloud warehouse

Panoply Score: 60/100

The cloud data warehouse most teams compare everything else against. Usage-based credits and storage, four editions from Standard to Virtual Private Snowflake.

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