Top Alternatives to Databricks Lakehouse Platform - Better Options for 2026
Innovate, collaborate, excel - with Databricks Lakehouse Platform.
Trusted by 2M+ software buyers annually.
Main Features
- Analytics
- Collaboration
- Data Integration
- Machine Learning
Pricing
Databricks Lakehouse Platform offers custom pricing plan
Free Trial available
Databricks Lakehouse Platform is a Data Science and Machine Learning Platforms platform. Teams looking for alternatives typically need better pricing flexibility, easier deployment, or a closer feature fit for their specific use case. Below you'll find 10 vetted Data Science and Machine Learning Platforms alternatives ranked by user rating, with filters to narrow by pricing, platform, and features — so you can find the right fit for 2026.
Databricks Lakehouse Platform vs Top Alternatives at a Glance
Side-by-side comparison of pricing, user rating, and free trial availability to help you shortlist faster.
| Tool | Best For | Pricing | Rating | Free Option |
|---|---|---|---|---|
| Databricks Lakehouse Platform Current | Data Science and Machine Learning Platforms | Free trial | No reviews | ✓ Yes |
 Google Cloud AI | Data Science and Machine Learning Platforms | Custom pricing | 4.4 ★ | ✗ No |
 Katonic | Data Science and Machine Learning Platforms | Free plan available | No reviews | ✓ Yes |
 Comet | Data Science and Machine Learning Platforms | $179.00 | No reviews | ✓ Yes |
 Rectified.ai | Data Science and Machine Learning Platforms | Custom pricing | No reviews | ✗ No |
 Peak | Data Science and Machine Learning Platforms | Custom pricing | 4.6 ★ | ✗ No |
Showing 1-10 out of 10
List of the Top Databricks Lakehouse Platform alternatives as of July 2026
Compare business software, products, and services to find the best solution for your business or organization. Use the filters on the left to drill down by category, pricing, features, market segment, user ratings, and more.
Google Cloud AI
Unleash the power of AI with Google Cloud.
Add to compare
What is Google Cloud AI?
Google Cloud AI is a managed machine learning platform offering AutoML for code-free model development, Jupyter Notebooks for custom code workflows, and support for open-source deep learning frameworks via Deep Learning VM Images and Containers. It includes a fully managed Training service for ...
Read moreCommon Features
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Machine Learning
Unique Features
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Natural Language Processing
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Image Classification
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Speech to Text
+ 1 more
Pricing
Google Cloud AI offers custom pricing plan
Katonic
Streamline, deploy, and optimize your machine learning models effortlessly.
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What is Katonic?
Katonic is an MLOps platform for deploying and monitoring machine learning models in production, with one-click deployment to a Kubernetes-based infrastructure that supports auto-scaling. It includes real-time performance monitoring, alerts, and security and governance controls for regulated ...
Read moreCommon Features
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Machine Learning
Unique Features
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Application Deployment
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Auto Scaling
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Monitoring
+ 1 more
Pricing
Free Trial available
Katonic offers custom pricing plan
Spotsaas Buyer Intelligence
Own the software buyers are comparing here? See who's weighing you against rivals — and who's comparing your competitors while you're not in the running.
Comet
Accelerate your model development with Comet.
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What is Comet?
Comet is a machine learning experiment tracking and model monitoring platform that integrates with any ML library via a single line of code. It covers the full ML lifecycle from experiment management to production monitoring, and works on both local machines and cloud environments. Data ...
Read moreCommon Features
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Machine Learning
Unique Features
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Monitoring
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On-going Performance Tracking
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Lifecycle Management
Pricing
Free Trial available, Try Now
Starts from $179.00/user / month when Billed Yearly, also offers free forever plan
Rectified.ai
Streamline your AI development on any cloud.
Add to compare
What is Rectified.ai?
Unlock a world of potential with Rectified.ai, a game-changing platform that empowers startups and large teams alike. Offering a centralized hub for accessing top-tier tools and service providers, this innovative solution simplifies the complexity of machine learning infrastructure, regardless ...
Read moreCommon Features
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Machine Learning
Unique Features
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Application Deployment
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Custom Workflows
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Scalability
Pricing
Rectified.ai offers custom pricing plan
Peak
Harness the power of AI for smarter business decisions.
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What is Peak?
Peak is a Decision Intelligence platform for data engineers, data scientists, and business decision-makers that combines AI tools, technology accelerators, and expert support to deploy and maintain AI-driven solutions. Unlike modeling-only platforms, Peak covers the full implementation cycle ...
Read moreCommon Features
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Machine Learning
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Analytics
Unique Features
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Predictive Analysis
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Workflow Management
Pricing
Peak offers custom pricing plan
Pluto Biosciences
Accelerate your genomics research with precision and ease.
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What is Pluto Biosciences?
Introducing Pluto Biosciences, the cutting-edge analysis platform designed to empower scientists in uncovering intricate patterns within genome-wide gene expression datasets. With a user-friendly interface and a myriad of features, Pluto simplifies the process of comparing differences among ...
Read moreCommon Features
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Collaboration
Unique Features
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Data Analysis
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Reporting and Visualization
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Visual Analytics
Pricing
Free Trial available, Try Now
Pluto Biosciences offers custom pricing plan
Genemod
Accelerating scientific productivity through seamless collaboration.
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What is Genemod?
Genemod is a cloud-based lab management platform for scientific research teams that centralizes data capture, experiment management, and collaboration. It automates data analysis and provides reporting and visualization tools, reducing time spent on administrative tasks.
Read moreCommon Features
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Collaboration
Unique Features
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Stock Management
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Search
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Reporting
+ 2 more
Pricing
Genemod offers custom pricing plan
ADEPT
Elevating human potential through collaborative AI technology.
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What is ADEPT?
Introducing ADEPT: Empowering Collaboration for General Intelligence Experience the power of Useful General Intelligence with ADEPT, a leading ML research and product lab dedicated to creating innovative solutions that bridge the gap between humans and machines. Our cutting-edge technology ...
Read moreCommon Features
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Machine Learning
Unique Features
No unique features
Pricing
ADEPT offers custom pricing plan
RapidCanvas
Transforming enterprise AI integration, from days to hours.
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What is RapidCanvas?
RapidCanvas is a data science platform that lets teams build AI solutions, data applications, dashboards, and charts using validated composable blocks reviewed by domain experts. It offers a conversational interface and one-click templates so users can go from idea to deployed application in ...
Read moreCommon Features
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Machine Learning
Unique Features
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Dashboard
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Templates
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Application Deployment
+ 1 more
Pricing
RapidCanvas offers custom pricing plan
PrimeHub AI Platform
Empower your AI team with a seamless platform.
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What is PrimeHub AI Platform?
Experience the transformative capabilities of PrimeHub AI Platform, your gateway to revolutionizing MLOps with just a single click. This innovative platform is set to redefine the landscape of on-premise machine learning solutions, empowering AI/ML teams to realize their full potential within a ...
Read moreCommon Features
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Machine Learning
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Collaboration
Unique Features
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Access Control
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Monitoring
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User Management
Pricing
PrimeHub AI Platform offers custom pricing plan
Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].
