Databricks vs Rubrik Comparison: Reviews, Features, Pricing & Alternatives in 2026

Detailed side-by-side comparison to help you choose the right solution for your team

Updated Apr 2026 8 min read

Databricks

0.0 (0 reviews)

Databricks is a unified data and AI platform that combines the best of data warehouses and data lakes into a lakehouse architecture to help you simplify your data engineering, analytics, and machine learning workflows.

Starting at $??/mo
Free Trial 14 days
VS

Rubrik

0.0 (0 reviews)

Rubrik is a comprehensive data security software providing automated backup, recovery, and threat detection to protect your critical business data across cloud, SaaS, and on-premises environments from ransomware attacks.

Starting at --
Free Trial 0 days

Quick Comparison

Feature Databricks Rubrik
Website databricks.com rubrik.com
Pricing Model Subscription Custom
Starting Price $??/month Custom Pricing
FREE Trial ✓ 14 days free trial ✓ 0 days free trial
Free Plan ✘ No free plan ✘ No free plan
Product Demo ✓ Request demo here ✓ Request demo here
Deployment cloud cloud on-premise saas
Integrations AWS Microsoft Azure Google Cloud Tableau Power BI Fivetran dbt GitHub Slack Informatica AWS Microsoft Azure Google Cloud Microsoft 365 Salesforce ServiceNow VMware Pure Storage NetApp Nutantix
Target Users mid-market enterprise mid-market enterprise
Target Industries healthcare finance government
Customer Count 0 0
Founded Year 2013 2014
Headquarters San Francisco, USA Palo Alto, USA

Overview

D

Databricks

Databricks provides you with a unified Data Lakehouse platform that eliminates the silos between your data warehouse and data lake. You can manage all your data, analytics, and AI use cases on a single platform built on open-source technologies like Apache Spark, Delta Lake, and MLflow. This setup allows your data engineers, scientists, and analysts to collaborate in a shared workspace using SQL, Python, Scala, or R to build reliable data pipelines and high-performance models.

The platform helps you solve the complexity of managing fragmented data infrastructure by providing a consistent governance layer across different cloud providers. You can process massive datasets with high performance, ensure data reliability with ACID transactions, and deploy generative AI applications securely. Whether you are building real-time streaming applications or complex financial reports, you can scale your compute resources up or down based on your specific project needs.

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Rubrik

Rubrik helps you secure your business data against cyberattacks and operational failures by combining backup with proactive security. You can automate data protection across your entire environment, including hybrid cloud workloads, Microsoft 365, and enterprise applications. The platform creates immutable backups, meaning once your data is stored, it cannot be encrypted or deleted by unauthorized users or ransomware.

You can use the platform to detect unusual data activity, scan for sensitive information, and recover your systems rapidly after an incident. It eliminates the complexity of managing legacy backup tools by providing a single interface to monitor your data health. Whether you are a mid-sized company or a global enterprise, you can minimize downtime and ensure your business remains resilient against evolving digital threats.

Overview

D

Databricks Features

  • Collaborative Notebooks Write code in multiple languages within the same notebook and share insights with your team in real-time.
  • Delta Lake Integration Bring reliability to your data lake with ACID transactions and scalable metadata handling for all your datasets.
  • Unity Catalog Manage your data and AI assets across different clouds with a single, centralized governance and security layer.
  • Mosaic AI Build, deploy, and monitor your own generative AI models and LLMs using your organization's private data securely.
  • Serverless SQL Run your BI workloads with instant compute power that scales automatically without the need to manage infrastructure.
  • Delta Live Tables Build reliable and maintainable data pipelines by defining your transformations and letting the system handle the orchestration.
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Rubrik Features

  • Immutable Backups. Protect your data with storage that prevents unauthorized changes, ensuring your backups remain safe from ransomware encryption.
  • Anomalous Activity Detection. Monitor your data in real-time to identify unusual patterns and receive alerts about potential cyber threats before they spread.
  • Rapid Recovery. Restore your operations in minutes by mounting backups directly onto the platform without waiting for lengthy data transfers.
  • Sensitive Data Discovery. Automatically locate and classify sensitive information across your environment to ensure you stay compliant with data privacy regulations.
  • Threat Hunting. Search through your backup history to identify the initial point of infection and prevent re-infecting your systems during recovery.
  • SaaS Protection. Secure your Microsoft 365 and Salesforce data with automated backups that are independent of the original service provider.

Pricing Comparison

D

Databricks Pricing

Standard
$??
  • Apache Spark workloads
  • Collaborative notebooks
  • Standard security features
  • Basic data engineering
  • Community support access
R

Rubrik Pricing

Pros & Cons

M

Databricks

Pros

  • Exceptional performance for large-scale data processing
  • Seamless collaboration between data scientists and engineers
  • Unified platform reduces need for multiple tools
  • Strong support for open-source standards and APIs

Cons

  • Steep learning curve for non-technical users
  • Costs can escalate quickly without strict monitoring
  • Initial workspace configuration can be complex
A

Rubrik

Pros

  • Fast recovery times significantly reduce business downtime
  • Intuitive interface simplifies complex data management tasks
  • Reliable ransomware protection provides peace of mind
  • Automation reduces the need for manual backup monitoring

Cons

  • Initial setup requires significant time and planning
  • Premium pricing may be high for smaller budgets
  • Hardware requirements can be intensive for on-premise deployments
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