Databricks Alternatives
7 Tools Like Databricks
Quick answer: Top Databricks alternatives include Snowflake, Google BigQuery and Amazon Redshift. For open source, look at ClickHouse. Google BigQuery is free or has a free plan.
Databricks is a data and AI platform built on the lakehouse.
Companies compare Databricks alternatives for cost, simpler SQL warehousing or a specific cloud.
- 7 alternatives
- 1 with a free plan
- 1 open source
- 1 self-hostable
The best Databricks alternatives
#1Snowflake
snowflake.com
Cloud data platform and warehouse.
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In Snowflake’s own words: “Snowflake enables organizations to collaborate, build AI-powered data apps, and unlock data insights—all within a secure and scalable AI Data Cloud.”
People switching from Databricks often consider Snowflake.
#2Google BigQuery
cloud.google.com
Serverless data warehouse on Google Cloud.
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In Google BigQuery’s own words: “BigQuery is the autonomous data and AI platform, automating the entire data life cycle so you can go from data to AI to action faster.”
Google BigQuery has a free plan.
People switching from Databricks often consider Google BigQuery.
#3Amazon Redshift
aws.amazon.com
AWS’s cloud data warehouse.
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In Amazon Redshift’s own words: “Amazon Redshift is a fast, fully managed cloud data warehouse that makes it simple and cost-effective to analyze all your data.”
People switching from Databricks often consider Amazon Redshift.
#4Microsoft Fabric
microsoft.com
Microsoft’s unified analytics platform.
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In Microsoft Fabric’s own words: “Get more value from your data with Microsoft Fabric—an AI-powered analytics platform that brings your data and services together, including data science and data lakes.”
People switching from Databricks often consider Microsoft Fabric.
#5ClickHouse
clickhouse.com
Fast open-source columnar database for analytics.
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In ClickHouse’s own words: “ClickHouse is a fast open-source column-oriented database management system that allows generating analytical data reports in real-time using SQL queries”
ClickHouse is open source and can be self-hosted.
People switching from Databricks often consider ClickHouse.
#6Dremio
dremio.com
Lakehouse platform for SQL on data lakes.
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In Dremio’s own words: “Open, high-performance data lakehouse platform built to accelerate AI and analytical workloads across all enterprise data.”
People switching from Databricks often consider Dremio.
#7Starburst
starburst.io
Trino-based analytics across many data sources.
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In Starburst’s own words: “Query across sources with data federation, Trino, and Apache Iceberg, while limiting the need to copy data.”
People switching from Databricks often consider Starburst.
Listed for information; LaunchStall isn’t affiliated with these companies. Features and plans change — check each site for current details.
How these Databricks alternatives compare
| Tool | Best for | Where it beats Databricks | The trade-off |
|---|---|---|---|
| Snowflake | SQL analytics | Very easy data warehousing with little tuning. | Less native for heavy data science and machine learning. |
| Google BigQuery | Serverless analytics on Google Cloud | No clusters to manage, and fast SQL at scale. | Tied to Google Cloud. |
| Amazon Redshift | Warehousing on AWS | Connects closely with AWS services. | More tuning than serverless options. |
| Microsoft Fabric | Microsoft-centred analytics | Combines data tools with Power BI. | Younger, and best inside Microsoft. |
| ClickHouse | Fast real-time analytics | Open source and extremely fast for analytics queries. | Less suited to general data engineering. |
| Dremio | Querying a data lake directly | Fast SQL over open data lake formats. | A smaller ecosystem. |
| Starburst | Querying across many sources | Federated queries based on Trino. | Requires thought about query performance. |
Which should you choose?
- You mainly write SQL: Snowflake or Google BigQuery
- You need real-time analytics: ClickHouse
- You’re a Microsoft shop: Microsoft Fabric
Our editorial summary of each tool’s focus, written November 2026. Tools change quickly, so check the details on each site.
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Frequently asked questions
What are the best Databricks alternatives?
Popular Databricks alternatives include Snowflake, Google BigQuery and Amazon Redshift. The best choice depends on whether you need a free plan, open-source software or specific features.
Is there a free alternative to Databricks?
Yes. Google BigQuery is free or has a free plan.
Is there an open-source alternative to Databricks?
Yes — ClickHouse is open source.
Why do people look for Databricks alternatives?
Companies compare Databricks alternatives for cost, simpler SQL warehousing or a specific cloud.
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