Top 10 Databricks Lakehouse Platform Alternatives 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 decide faster.
| Tool | Best For | Pricing | Rating | Free Option |
|---|---|---|---|---|
| Databricks Lakehouse Platform Current | Data Science and Machine Learning Platforms | Free trial | No reviews | ✓ Yes |
 Dremio | Data Science and Machine Learning Platforms | Custom pricing | 4.7 ★ | ✗ No |
 Infor Data Lake | Data Science and Machine Learning Platforms | Custom pricing | 4.7 ★ | ✗ No |
 Oracle Data Science Cloud Service | Data Science and Machine Learning Platforms | Free plan available | 3.7 ★ | ✓ Yes |
 Cloudera DataFlow | Data Science and Machine Learning Platforms | Custom pricing | 3.5 ★ | ✗ No |
 IBM Analytics Engine | Data Science and Machine Learning Platforms | $520.80 | 4.3 ★ | ✓ Yes |
Showing 1-10 out of 10
List of the Top Databricks Lakehouse Platform alternatives as of October 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.
Dremio — 4.67★
Transform your data into actionable insights.
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What is Dremio?
Dremio is a cutting-edge SQL lakehouse platform that empowers businesses with self-service and interactive analytics. It eliminates the complexity and high costs of data pipelines, allowing for smooth movement and storage of data in proprietary warehouses. Gone are the days of slow analytics ...
Read moreWhat reviewers like about Dremio
- Dremio allows easy configuration of multiple data sources and creation of virtual datasets, improving performance for data retrieval.
- Users appreciate the user-friendly interface and simple upgrades compared to other products.
- The tool enables creating specific data marts for different departments from a common database, promoting data transformation.
Where Dremio falls short
- Some users find the richness of features and customizations in Dremio complex, especially for newcomers without adequate support.
- A limited selection in the Marketplace for additional apps and connectors restricts advanced functionalities, as reported by some users.
Common Features
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Analytics
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Data Integration
Unique Features
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Data Analysis
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Catalog Management
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Access Control
Pricing
Dremio offers custom pricing plan
Infor Data Lake — 4.67★
Unlock insights from big data with Infor Data Lake.
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What is Infor Data Lake?
Gain unparalleled business insights from the immense power of big data with Infor Data Lake. This cutting-edge platform provides a comprehensive and flexible framework for quickly consuming disparate data sources, such as applications, people, and IoT infrastructure. With schema-on-read ...
Read moreWhat reviewers like about Infor Data Lake
- Comprehensive data integration
- Scalable architecture
- Flexible data access
Where Infor Data Lake falls short
- Complex setup process
- Requires technical expertise
- Potentially high costs
Common Features
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Machine Learning
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Analytics
Unique Features
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Metadata Management
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Data Security
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Data Capture
Pricing
Infor Data Lake 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.
Oracle Data Science Cloud Service — 3.67★
Streamlining data science in the cloud.
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What is Oracle Data Science Cloud Service?
Oracle Data Science Cloud Service is a cloud-based end-to-end machine learning platform that allows data science teams to collaborate and access the necessary data, computational resources, and tools for model building, training, deployment, and managing models in the Oracle Cloud. It supports ...
Read moreWhat reviewers like about Oracle Data Science Cloud Service
- End-to-end ML platform
- Collaboration features
- Supports multiple ML frameworks
Where Oracle Data Science Cloud Service falls short
- Complex for beginners
- Dependent on Oracle Cloud
- Can be costly for small teams
Common Features
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Machine Learning
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Collaboration
Unique Features
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Version Control
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Lifecycle Management
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Self Service Portal
+ 2 more
Pricing
Free Trial available
Oracle Data Science Cloud Service offers custom pricing plan
Cloudera DataFlow — 3.5★
Streamline data management for smarter decisions.
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What is Cloudera DataFlow?
Cloudera DataFlow is a powerful software solution that simplifies data management and optimisation. It allows rapid ingesting, modifying, curating and analysing of data for better insights and more immediate decisions. It also tracks the origins and lineage of data, as well as enabling ...
Read moreWhat reviewers like about Cloudera DataFlow
- Simplifies data management
- Rapid data ingestion
- Tracks data lineage
Where Cloudera DataFlow falls short
- Complex for non-technical users
- Requires cloud infrastructure
- Limited to data management
Common Features
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Analytics
Unique Features
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Monitoring
Pricing
Cloudera DataFlow offers custom pricing plan
IBM Analytics Engine — from $520.80 · 4.3★
Optimize data analysis and minimize costs in the cloud.
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What is IBM Analytics Engine?
IBM Analytics Engine simplifies data analysis and minimises costs with its cloud-based solution. Customers only pay for what they use and have the ability to optimise resources by separating computing and storage. It offers useful features, such as open-source power and the ability to create ...
Read moreWhat reviewers like about IBM Analytics Engine
- Cost-effective usage
- Customizable clusters
- Open-source capabilities
Where IBM Analytics Engine falls short
- Learning curve for new users
- Limited support for non-technical users
- Requires cloud infrastructure
Common Features
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Machine Learning
Unique Features
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Cloud Storage
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Data Analysis
Pricing
Starts from $520.80/Month, also offers free forever plan
Google Cloud AutoML — 4.09★
Effortless ML modeling at your fingertips.
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What is Google Cloud AutoML?
Google Cloud AutoML is a distinct machine learning platform developed to assist developers with limited experience in machine learning. This convenient platform offers developers access to a range of tools in order to create machine learning models that are customized to their ever-evolving ...
Read moreWhat reviewers like about Google Cloud AutoML
- User-friendly for developers
- Customizable ML models
- All-in-one portal
Where Google Cloud AutoML falls short
- Limited advanced features
- May not suit experienced data scientists
- Dependency on Google Cloud
Common Features
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Machine Learning
Unique Features
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Sentiment Analysis
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Natural Language Processing
Pricing
Free Trial available
Google Cloud AutoML offers custom pricing plan
Datacanvas
Elevating businesses with cutting-edge AI solutions.
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What is Datacanvas?
DataCanvas (Beijing ZetYun Technology, founded 2013) is an automated data science platform serving government, finance, aviation, manufacturing, and other sectors. It supports automatic machine learning, real-time computing, and model creation and management, enabling business analysts and data ...
Read moreCommon Features
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Machine Learning
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Collaboration
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Real Time Analytics
Unique Features
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Data Analysis
Pricing
Datacanvas offers custom pricing plan
Amazon EMR — from $0.04 · 4.33★
Unleash Your Big Data Potential on the Cloud.
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What is Amazon EMR?
Introducing Amazon EMR, the leading big data platform in the cloud. With a powerful combination of open-source tools such as Apache Spark, Hive, HBase, Flink, Hudi, and Presto, EMR makes it easy to process large amounts of data. Plus, it automatically configures EC2 firewall settings and ...
Read moreWhat reviewers like about Amazon EMR
- Ease of launching or cloning EMR clusters and scaling based on various parameters like containers, CPU, etc.
- Supports widely used applications like Spark, Hive, Hadoop, Flink, etc.
- Provides easy configuration control and debugging support.
Where Amazon EMR falls short
- Working with Spot instances can be complicated, especially during unavailability.
- Lack of features like auto-completion in the notebook interface.
- Troubleshooting incidents without proper support can be challenging.
Common Features
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Machine Learning
Unique Features
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Data Analysis
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Auto Scaling
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Data Security
+ 1 more
Pricing
Starts from $0.04/hour
Polyture
Revolutionize your logistics with data-driven solutions.
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What is Polyture?
Polyture is an innovative platform that focuses on optimizing the supply chain and logistics process through advanced technology and data analytics. It offers tools for tracking shipments, managing inventory, and enhancing operational efficiency. By leveraging real-time data, Polyture helps ...
Read moreCommon Features
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Analytics
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Data Integration
Unique Features
No unique features
Pricing
Polyture offers custom pricing plan
Playment — 4.73★
Efficiently annotate and innovate with GT Studio.
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What is Playment?
Playment's GT Studio is a no-code data labeling infrastructure allowing ML teams to quickly and cost-effectively build diverse, high-quality ground truth datasets. It eliminates any operational inefficiency by providing ML-assisted annotation tools and workflow management software. Streamline ...
Read moreWhat reviewers like about Playment
- No-code data labeling
- ML-assisted annotation tools
- Streamlined workflow processes
Where Playment falls short
- Limited customization options
- May require initial setup time
- Not suitable for non-ML teams
Common Features
No common features
Unique Features
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Text Annotation
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Video Annotations
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Annotation and Markup Tools
+ 1 more
Pricing
Playment offers custom pricing plan
Databricks Lakehouse Platform vs its closest competitors
Databricks Lakehouse Platform competes with 10 other data science and machine learning platforms tools tracked on Spotsaas. The closest by feature overlap are Dremio, Infor Data Lake and Oracle Data Science Cloud Service. Each is compared against Databricks Lakehouse Platform on rating, pricing and feature coverage below.
Sites and apps like Databricks Lakehouse Platform
Searches for "sites like Databricks Lakehouse Platform" and "apps like Databricks Lakehouse Platform" land on the same set of options as "Databricks Lakehouse Platform alternatives" — the 10 options below cover both, whether you want a like-for-like replacement or something lighter.
Why each tool is in the running
Dremio allows easy configuration of multiple data sources and creation of virtual datasets, improving performance for data retrieval.
Watch for: Some users find the richness of features and customizations in Dremio complex, especially for newcomers without adequate support.
Comprehensive data integration
Watch for: Complex setup process
End-to-end ML platform
Watch for: Complex for beginners
Simplifies data management
Watch for: Complex for non-technical users
Cost-effective usage
Watch for: Learning curve for new users
User-friendly for developers
Watch for: Limited advanced features
Ease of launching or cloning EMR clusters and scaling based on various parameters like containers, CPU, etc.
Watch for: Working with Spot instances can be complicated, especially during unavailability.
What to look at before switching from Databricks Lakehouse Platform
Stacked against each other, the 10 alternatives compare this way: 3 offer a free tier; and Playment is the highest rated at 4.73★ across 11 reviews.
Behind the order.
Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].
