Alternatives

Best Databricks alternatives in 2026

Data compiled by Toolradar Updated November 1, 2026 How we rate

Cite this list: Toolradar, best Databricks alternatives 2026, toolradar.com/alternatives/databricks

4 direct alternatives to Databricks and 4 more tools in the same category, compared on pricing, features, and best-for use cases. Pick the right replacement without the marketing fluff.

Quick answer

Snowflake is the top alternative to Databricks on our list, followed by Starburst and Apache Spark.
3 of the 8 alternatives have a free plan, starting with Starburst.
Highest rated: Dremio, 4.6 out of 5 from 71 ratings, Sep 2026.

Publications that cover the tools tracked here

8 alternatives
4 direct
3 with a free plan

Snowflake
#1 Top pick
Unify your data across clouds with separate compute and storage
Pricing
Contact sales
4.1 /5 across G2, Capterra and Trustpilot · 865 ratings, Sep 2026
Our take
Best overall
Read the review
Starburst
#2
Unify data, context, and governance for trusted AI and faster insights across all data sources.
Pricing
Free plan
4.4 /5 on G2 · 106 ratings, Sep 2026
Our take
Best free tier
Read the review
Apache Spark
#3
Unified analytics engine for big data
Pricing
Free
4.4 /5 across G2 and Capterra · 70 ratings, Sep 2026
Read the review

Databricks vs 8 alternatives

Databricks and its alternatives compared on starting price (cheapest paid plan, monthly, as of November 2026), free plan and average user rating, and how directly each replaces it.
Tool	Starting price (Nov 2026)	Free plan	Rating	Fit
Databricks Compared tool	Price: Not published	Free plan: No	4.6 out of 5, from 1,385 ratings across G2 and Capterra (1,385)
Snowflake	Price: Contact sales	Free plan: No	4.1 out of 5, from 865 ratings across G2, Capterra and Trustpilot (865)	Direct alternative
Starburst	Price: Free + paid	Free plan: Yes	4.4 out of 5, from 106 ratings on G2 (106)	Direct alternative
Apache Spark	Price: Free	Free plan: Yes	4.4 out of 5, from 70 ratings across G2 and Capterra (70)	Direct alternative
Presto	Price: Free	Free plan: Yes	n/a	Direct alternative
Dremio	Price: Contact sales	Free plan: No	4.6 out of 5, from 71 ratings on G2 (71)	Same category as Databricks
Azure Synapse	Price: Not published	Free plan: No	4.4 out of 5, from 70 ratings across G2 and Capterra (70)	Same category as Databricks
Onehouse	Price: Not published	Free plan: No	4.3 out of 5, from 67 ratings on SourceForge (67)	Same category as Databricks
ClickHouse	Price: Contact sales	Free plan: No	4.5 out of 5, from 23 ratings on G2 (23)	Same category as Databricks

Why people consider alternatives to Databricks

Databricks is a unified analytics platform combining data engineering, data science, and machine learning. Lakehouse architecture unifies data warehouses and data lakes. Collaborative notebooks for data teams.

Teams most often switch away when one of these starts to bite:

Pricing at scale as usage or premium tiers add up.
Missing integrations with the rest of your stack.
Performance or scale limits as your needs grow.
A specific feature gap you have hit in big data analytics.

The 4 direct alternatives below cover the same core job (big data analytics) with different trade-offs. The 4 tools marked "Same category as Databricks" fit the category but replace Databricks less directly.

See full Databricks review Best big data analytics tools How we rank

Databricks by the numbers

Toolradar data: It is listed as an alternative to 40 other tools on Toolradar, ranking #6 of 520 in Cloud & Infrastructure. As of Nov 2026.

Databricks compared with 520 Cloud & Infrastructure tools on Toolradar, as of Nov 2026
Metric	Databricks	Peer median	Position (1 is best)
Free plan	No	57% have one	n/a
Listed as an alternative to	40 tools	3	#6 of 520
User rating	4.6/5 (across the web, 1,385 ratings)	4.5/5	#44 of 226 (joint) tools with 20+ reviews
Compare-page visits, last 30 days	127 visits	33	#11 of 179 tools with 20+ compare-page visits

Visitors most often compare Databricks with Snowflake (last 30 days, Nov 2026).

Listed as an alternative to: #5 on 2026-10-16 to #6 on 2026-11-03 (rank among 520 tools, 1 is best).

Each position is counted among the tools that have data for that row, as noted under it. All Cloud & Infrastructure data · How we compute this. Advertising and placement fees are not inputs to any position. Visit counts include visits from every source.

Cite this: Toolradar, “Databricks by the numbers”, Nov 2026.

8 alternatives to Databricks

Direct alternatives come first, ranked by G2 and Capterra ratings, media mentions, and editor review. Tools marked "Same category as Databricks" follow, ranked the same way.

Frequently asked questions

What is the best alternative to Databricks?

Based on real-signal scoring (G2 and Capterra ratings, media mentions, and editorial review), the top alternatives to Databricks are Snowflake, Starburst, Apache Spark. Each solves the same core job with different trade-offs on pricing, features, and integrations.

Is there a free alternative to Databricks?

Yes. Apache Spark is 100% free (no paid upgrade path) (Unified analytics engine for big data). Freemium tools on this list offer a free tier with paid upgrades; they are not the same as fully free.

Why do people look for Databricks alternatives?

Common reasons teams switch away from Databricks: pricing that scales aggressively, missing integrations with the rest of their stack, performance or scale limits, or a specific feature gap in big data analytics. The alternatives on this page solve the same core problem with different trade-offs.

Side-by-side comparisons

In-depth comparison pages for Databricks versus each alternative.

Databricks vs Snowflake Databricks vs Starburst Databricks vs Apache Spark Databricks vs Presto

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Full Databricks review Visit Databricks

Top 3 alternatives to Databricks

Snowflake

Starburst

Apache Spark