Databricks vs Hopsworks: 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 Hopsworks side by side. This page compares data; it is not a hands-on review.
On the data: On the data below, Hopsworks leads on a free plan. We do not name an overall winner for this pair.
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
Best for you if:
- • You want unified platform
Hopsworks
The unified AI Lakehouse platform for real-time ML feature engineering, deployment, and production.
Best for you if:
- • You want a free tier before you commit
| At a Glance | Databricks | Hopsworks |
|---|---|---|
Starts at | Not published | Free plan |
Category | Big Data Analytics Data & Databases | Data & Databases AI & Automation |
Rating | 4.6/5 G2 4.6 · Capterra 4.5 1,385 reviews | 4.5/5 Capterra 4.7 · G2 4.3 5 reviews |
Free plan | No | Yes |
Watch out for | Separate cloud infrastructure bill on top of DBUs, varying with instance types and usage | SaaS tier costs depend entirely on usage, can be unpredictable. |
Choose Databricks or Hopsworks?
Choose Databricks if
- You want unified platform
- You want great collaboration
- You work in big data analytics, not data & databases
Choose Hopsworks if
- You want a free tier before you commit
- You want achieves sub-millisecond latency for real-time feature retrieval and inference
- You want reduces costs and development time by enabling extensive feature reuse across models
- You work in data & databases, not big data analytics
In-Depth Analysis
Databricks
Unified analytics for data engineering, science, and ML
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
Hopsworks
The unified AI Lakehouse platform for real-time ML feature engineering, deployment, and production.
Hopsworks offers a fair pricing structure, with a generous free tier for individual exploration and a flexible pay-as-you-go SaaS option.
Watch out
SaaS tier costs depend entirely on usage, can be unpredictable.
Strengths
- Pro: Achieves sub-millisecond latency for real-time feature retrieval and inference.
- Pro: Reduces costs and development time by enabling extensive feature reuse across models.
- Pro: Ensures data consistency between training and production environments, mitigating training-serving skew.
- Pro: Offers flexible deployment models including SaaS, on-premises, and air-gapped for data sovereignty.
- Pro: Integrates directly with open data formats like Iceberg, Delta, and Hudi without requiring data migrations.
Weaknesses
- Con: Requires Kubernetes knowledge for on-premises deployments using the K8s Installer.
- Con: The full benefits of the platform are realized with a comprehensive understanding of ML engineering practices.
Key features
Plans and prices: Databricks vs Hopsworks
| Tool | Plans and prices | Source |
|---|---|---|
| Databricks |
| databricks.com/pricing read Oct 4, 2026 |
| Hopsworks |
| hopsworks.ai/pricing read Sep 29, 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 Hopsworks pricing.
Key Takeaways
Databricks
- Choose if you want unified analytics for data engineering, science, and ML
Hopsworks
- Has a free plan
What the data shows
On the data below, Hopsworks leads on a free plan. We do not name an overall winner for this pair.
- User ratings rest on too few reviews to rank (4.6/5 from 1,385 reviews for Databricks, 4.5/5 from 5 reviews for Hopsworks; we compare ratings only above 20 reviews on both sides).
- Only Hopsworks 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 Hopsworks compare in 2026?
On the data below, Hopsworks leads on a free plan. We do not name an overall winner for this pair. User ratings rest on too few reviews to rank (4.6/5 from 1,385 reviews for Databricks, 4.5/5 from 5 reviews for Hopsworks; we compare ratings only above 20 reviews on both sides). Only Hopsworks has a free plan.
What are Databricks and Hopsworks used for?
Databricks: Unified analytics for data engineering, science, and ML. Hopsworks: The unified AI Lakehouse platform for real-time ML feature engineering, deployment, and production.
What does Databricks cost vs Hopsworks?
Databricks has no public paid-plan price on file. Hopsworks has no public paid-plan price on file. Prices read on the vendors' pricing pages, latest check Oct 4, 2026.
What's the main difference between Databricks and Hopsworks?
Databricks's main strength: unified platform. Hopsworks's main strength: achieves sub-millisecond latency for real-time feature retrieval and inference.