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Databricks alternatives: 3 apps ranked by verified data

Facts checked Nov 1, 2026AppBreakup editorialHow we rank

Common reasons people leave Databricks: billing in DBUs plus separate cloud compute charges is hard to predict, and steeper learning curve than a pure SQL warehouse. We ranked 3 alternatives by how directly each one replaces Databricks, then by reviews, real visits and how recently each app's facts were checked against its own website. Snowflake currently ranks first.

Quick comparison

#AppPricingOpen sourcePlatformsVerified factsScore
1Snowflake logoSnowflakePaidNoWeb4 of 466.5
2Google BigQuery logoGoogle BigQueryFree plan + paidNoWeb4 of 462.6
3ClickHouse logoClickHouseOpen sourceNoWeb, Linux, macOS +15 of 559.6
  1. Snowflake logo

    1. SnowflakeTop pick

    Best for: Companies that want a managed, governed warehouse shared across many teams and clouds

    PaidWeb

    66.5

    score / 100

    Why switch from Databricks

    Simpler to run for SQL-first analytics teams, with less cluster and runtime configuration.

    Pros

    • Little infrastructure or tuning work compared with running your own database
    • Separate compute warehouses stop teams from slowing each other down
    • Built-in data sharing and marketplace across accounts
    • Runs on AWS, Azure and Google Cloud

    Cons

    • Consumption billing can get expensive without close monitoring
    • No self-hosted or open-source edition
    • Slower than ClickHouse for sub-second, high-concurrency dashboards
    Visit Snowflake Details and reviews
    How this score is calculated
    Editorial fit ×0.3100
    Reviews ×0.363
    Clicks (90 days) ×0.150
    Freshness ×0.1585
    Votes ×0.150

    0 counted reviews, 0 up and 0 down votes. Full formula

    Is Snowflake a good Databricks alternative?

    Verified facts

    4 of 4 verified
    Pricing model
    Consumption-based
    Checked Oct 30, 2026snowflake.com(opens source in a new tab)
    Editions
    Standard, Enterprise, Business Critical
    Checked Oct 30, 2026snowflake.com(opens source in a new tab)
    Time Travel
    Yes
    Checked Oct 30, 2026snowflake.com(opens source in a new tab)
    Encryption
    Automatic encryption of all data
    Checked Oct 30, 2026snowflake.com(opens source in a new tab)
  2. Google BigQuery logo

    2. Google BigQuery

    Best for: Teams on Google Cloud or GA4 who want a warehouse with no servers to manage

    Free plan + paidWeb

    62.6

    score / 100

    Why switch from Databricks

    Serverless with nothing to configure, and cheaper for occasional queries thanks to its free allowance.

    Pros

    • Fully serverless, with nothing to size or keep running
    • Monthly free query and storage allowance for small projects
    • Native exports from Google Analytics 4 and other Google products
    • Machine learning models can be trained in plain SQL

    Cons

    • Tied to Google Cloud; there is no self-hosted version
    • On-demand billing by data scanned can surprise teams that query wide tables
    • Less control over performance tuning than with your own cluster
    Visit Google BigQuery Details and reviews
    How this score is calculated
    Editorial fit ×0.387
    Reviews ×0.363
    Clicks (90 days) ×0.150
    Freshness ×0.1585
    Votes ×0.150

    0 counted reviews, 0 up and 0 down votes. Full formula

    Is Google BigQuery a good Databricks alternative?

    Verified facts

    4 of 4 verified
    Serverless
    Yes
    Checked Nov 1, 2026cloud.google.com(opens source in a new tab)
    Free query allowance
    First 1 TiB per month
    Checked Nov 1, 2026cloud.google.com(opens source in a new tab)
    Starting price
    $6.25 per TiB scanned (on-demand)
    Checked Nov 1, 2026cloud.google.com(opens source in a new tab)
    Free storage
    First 10 GiB per month
    Checked Nov 1, 2026cloud.google.com(opens source in a new tab)
  3. ClickHouse logo

    3. ClickHouse

    Best for: Engineering teams building real-time dashboards, observability or analytics over billions of rows

    Open sourceWeb, Linux, macOS, Self-hosted

    59.6

    score / 100

    Why switch from Databricks

    Open source and far faster for real-time analytical queries if Spark and ML tooling aren't needed.

    Pros

    • Very fast aggregations over large tables, suited to live dashboards
    • Apache 2.0 open source, so it can be self-hosted at no licence cost
    • Strong compression keeps storage costs down
    • Managed cloud option on AWS, Google Cloud and Azure

    Cons

    • Schema and table-engine choices need care to get good performance
    • Updates, deletes and large joins are weaker than in general-purpose warehouses
    • Self-hosting a cluster takes real operational work
    Visit ClickHouse Details and reviews
    How this score is calculated
    Editorial fit ×0.377
    Reviews ×0.363
    Clicks (90 days) ×0.150
    Freshness ×0.1585
    Votes ×0.150

    0 counted reviews, 0 up and 0 down votes. Full formula

    Is ClickHouse a good Databricks alternative?

    Verified facts

    5 of 5 verified
    License
    Apache-2.0
    Checked Oct 29, 2026github.com(opens source in a new tab)
    Open source
    Yes
    Checked Oct 29, 2026clickhouse.com(opens source in a new tab)
    Free trial
    30 days with $300 credits
    Checked Oct 29, 2026clickhouse.com(opens source in a new tab)
    Pricing model
    Compute and storage metered separately
    Checked Oct 29, 2026clickhouse.com(opens source in a new tab)
    Cloud providers
    AWS, Google Cloud, Azure
    Checked Oct 29, 2026clickhouse.com(opens source in a new tab)

The best Databricks alternative for…

The highest-ranked app in this list for each need.

Snowflake logo

Best Databricks alternative for most people

Snowflake

Simpler to run for SQL-first analytics teams, with less cluster and runtime configuration.

ClickHouse logo

Best Databricks alternative for a free option

ClickHouse

Open source and far faster for real-time analytical queries if Spark and ML tooling aren't needed.

Google BigQuery logo

Best Databricks alternative for a free plan you can upgrade

Google BigQuery

Serverless with nothing to configure, and cheaper for occasional queries thanks to its free allowance.

ClickHouse logo

Best Databricks alternative for Mac

ClickHouse

Open source and far faster for real-time analytical queries if Spark and ML tooling aren't needed.

ClickHouse logo

Best Databricks alternative for Linux

ClickHouse

Open source and far faster for real-time analytical queries if Spark and ML tooling aren't needed.

Snowflake logo

Best Databricks alternative for working in the browser

Snowflake

Simpler to run for SQL-first analytics teams, with less cluster and runtime configuration.

Databricks alternatives: common questions

What is the best alternative to Databricks?

Snowflake ranks first right now. Simpler to run for SQL-first analytics teams, with less cluster and runtime configuration. Google BigQuery and ClickHouse follow it in our ranking.

Is there a free alternative to Databricks?

Yes. Google BigQuery (free plan + paid) and ClickHouse (open source) have a free option. Check each app's verified facts for current plan limits.

Is there an open-source alternative to Databricks?

None of the 3 alternatives in this list is open source.

Which Databricks alternatives work on Linux?

ClickHouse runs on Linux.

Why do people switch from Databricks?

The complaints we hear most: billing in DBUs plus separate cloud compute charges is hard to predict; steeper learning curve than a pure SQL warehouse; overkill for teams that only need BI dashboards.

How is this list ranked?

Every app is scored with the same published formula: how directly it replaces Databricks, reviews (weighted by verification), visits from AppBreakup, how recently its facts were checked against its own website, and reader votes.