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 September 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
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 moreCommon 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
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 moreCommon 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
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 moreCommon 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
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 moreCommon Features
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Analytics
Unique Features
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Monitoring
Pricing
Cloudera DataFlow offers custom pricing plan
IBM Analytics Engine
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 moreCommon 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
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 moreCommon 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
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 moreCommon 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
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 moreCommon 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
Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].
