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Databricks vs Dremio: Pricing and Ratings Compared (2026)

Entry prices and free plans as read on each vendor's pricing page, and user ratings as published on review sites, for Databricks and Dremio side by side. This page compares data; it is not a hands-on review.

On the data: On the data below, Dremio leads on a free plan. We do not name an overall winner for this pair.

Data comparison compiled by Toolradar, not hand-reviewed Methodology
Data comparison 1,456 user reviews compared Pricing checked Nov 5, 2026

Short on time? Here's the quick answer

Based on published vendor pricing and features and on public review data, here's who should pick what:

Databricks

Unified analytics for data engineering, science, and ML

Dremio

The Agentic Lakehouse for AI and Analytics, providing fast, governed, and unified data access.

Best for you if:

  • • You want a free tier before you commit
At a glance: Databricks vs Dremio
At a Glance
Databricks Databricks
Dremio Dremio
Starts at
Not published
Free plan
Category
Big Data Analytics Data & Databases
Data & Databases Analytics
Rating
4.6/5 G2 4.6 · Capterra 4.5 1,385 reviews 4.6/5 G2 4.6 71 reviews
Free plan
No Yes
Watch out for
Separate cloud infrastructure bill on top of DBUs, varying with instance types and usage Self-managed upgrades in Enterprise tier require internal resources.

Choose Databricks or Dremio?

Databricks

Choose Databricks if

  • You need big data analytics features specifically.
Dremio

Choose Dremio if

  • You want a free tier before you commit
  • You want a tool that significantly improves query performance (e.g., 10x faster, millisecond latency)
  • You want a tool that reduces data setup time and eliminates manual work (e.g., 90% reduction, 60hrs eliminated)

In-Depth Analysis

Databricks Databricks

Unified analytics for data engineering, science, and ML

Fair value

Databricks' pricing, particularly for All-Purpose Compute at $0.20-0.40/DBU and SQL Compute at $0.22-0.65/DBU, can quickly become expensive, and the separate cloud infrastructure bill for VMs, storage, and networking comes on top of DBU charges.

Watch out

Separate cloud infrastructure bill on top of DBUs, varying with instance types and usage

Strengths

  • Pro: Unified platform
  • Pro: Great collaboration
  • Pro: Delta Lake

Weaknesses

  • Con: Expensive at scale
  • Con: Complex dual billing (DBU plus cloud infra)
  • Con: Steep learning curve

Key features

Unified analytics Delta Lake Photon engine Serverless compute Machine learning Mosaic AI

Dremio Dremio

The Agentic Lakehouse for AI and Analytics, providing fast, governed, and unified data access.

Good value

Dremio's pricing structure is fair, offering a consumption-based model that scales with usage.

Watch out

Self-managed upgrades in Enterprise tier require internal resources.

Strengths

  • Pro: Significantly improves query performance (e.g., 10x faster, millisecond latency)
  • Pro: Reduces data setup time and eliminates manual work (e.g., 90% reduction, 60hrs eliminated)
  • Pro: Provides unified access to data across diverse sources without ETL
  • Pro: Offers robust data governance and security with fine-grained access control
  • Pro: Built on open-source standards (Apache Iceberg, Arrow, Polaris) for flexibility and avoiding lock-in

Weaknesses

  • Con: No explicit mention of a free tier or trial on the provided pages
  • Con: Requires understanding of lakehouse architecture concepts

Key features

AI Semantic Layer for trusted AI context Data Unification with Zero ETL and AI functions for unstructured data Agent Choice for data querying and visualization (integrated or custom) Open Catalog (Apache Polaris) with fine-grained access control Autonomous Reflections for query acceleration Automatic Iceberg Clustering for data layout optimization

Plans and prices: Databricks vs Dremio

Plans and prices of Databricks and Dremio, as read on each vendor's pricing page. Each plan keeps its own billing unit.
Tool Plans and prices Source
Databricks
  • Community Edition: Usage-based, one-time or minimum-commitment pricing
  • Jobs Compute: Custom pricing
  • All-Purpose: Custom pricing
  • SQL Compute: Custom pricing
databricks.com/pricing read Nov 5, 2026
Dremio
  • Dremio Cloud: Custom pricing
  • Dremio Enterprise: Custom pricing
dremio.com/pricing read Nov 1, 2026

Prices as read on each vendor's own pricing page on the date shown. Plans are listed per tool and are not matched against the other tool's plans: a plan name or price in one column says nothing about the same row in the other. Details on Databricks pricing and Dremio pricing.

Key Takeaways

Databricks

  • Worth considering for big data analytics

Dremio

  • Has a free plan

What the data shows

On the data below, Dremio leads on a free plan. We do not name an overall winner for this pair.

  • User ratings are within 0.2 points (4.6/5 from 1,385 reviews for Databricks, 4.6/5 from 71 reviews for Dremio).
  • Only Dremio has a free plan.

Criteria: user rating (only above 20 reviews on both sides, gap of 0.2 or more), entry price (only on the same billing basis), free plan. How we rate

Frequently Asked Questions

How do Databricks and Dremio compare in 2026?

On the data below, Dremio leads on a free plan. We do not name an overall winner for this pair. User ratings are within 0.2 points (4.6/5 from 1,385 reviews for Databricks, 4.6/5 from 71 reviews for Dremio). Only Dremio has a free plan.

What are Databricks and Dremio used for?

Databricks: Unified analytics for data engineering, science, and ML. Dremio: The Agentic Lakehouse for AI and Analytics, providing fast, governed, and unified data access.

What does Databricks cost vs Dremio?

Databricks has no public paid-plan price on file. Dremio has no public paid-plan price on file. Prices read on the vendors' pricing pages, latest check Nov 5, 2026.

What's the main difference between Databricks and Dremio?

Databricks's main strength: unified platform. Dremio's main strength: significantly improves query performance (e.g., 10x faster, millisecond latency).

Spotted an outdated price or a wrong fact? Suggest a correction: we check it against the vendor's own page. Work for one of these vendors? Claim your listing to update it yourself.

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