# Amazon SageMaker vs Databricks Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in providing a seamless user experience, particularly with its intuitive notebook interface and polished SQL editor, which allows users to switch effortlessly between Python, SQL, and Scala. This unified platform approach enhances collaboration and streamlines end-to-end data workflows.
- **Users say** that Amazon SageMaker offers a straightforward setup process, making it easy for newcomers to get started. The user-friendly interface is highlighted as a significant advantage, especially for those who may not have access to advanced hardware for model training, as it simplifies the deployment of applications.
- **Reviewers mention** that Databricks stands out for its robust features like Genie, Lakeflow Connect, and DLT, which help solve complex developer challenges. This capability is particularly appreciated by teams looking to enhance their data engineering and analytics processes.
- **According to verified reviews** , Amazon SageMaker is praised for its affordability, with users noting that the pricing is "light on the pocket." This makes it an attractive option for smaller teams or startups looking to leverage machine learning without a hefty investment.
- **G2 reviewers highlight** that Databricks has a significantly higher overall satisfaction score compared to Amazon SageMaker, reflecting its strong market presence and user loyalty. The platform's ability to provide a single source of truth for data is a key factor in its positive reception.
- **Users report** that while both platforms offer solid scalability, Databricks is often preferred for its comprehensive data ingestion and wrangling capabilities, which are essential for teams handling large datasets. In contrast, Amazon SageMaker is noted for its strengths in specific areas like deep learning and natural language processing, but may not match Databricks in overall versatility.



| | Amazon SageMaker | Databricks | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 55 | 803 | 
| **Largest Market Segment** | Mid-Market (34.7% of reviews) | Enterprise (43.6% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Amazon SageMaker

Pros:
- Ease of Use (3 reviews)
- AI Integration (2 reviews)

Cons:
- Expensive (3 reviews)
- Complexity (2 reviews)

### Databricks

Pros:
- Features (192 reviews)
- Ease of Use (155 reviews)

Cons:
- Learning Curve (78 reviews)
- Expensive (71 reviews)

---
## Ratings Comparison
| Rating | Amazon SageMaker | Databricks | 
|---|---|---|
  | **Meets Requirements** | 8.6 (44 reviews) | 9.0 (627 reviews) | 
  | **Ease of Use** | 8.3 (45 reviews) | 8.9 (645 reviews) | 
  | **Ease of Setup** | 8.3 (32 reviews) | 8.7 (518 reviews) | 
  | **Ease of Admin** | 8.4 (20 reviews) | 8.4 (190 reviews) | 
  | **Quality of Support** | 8.6 (39 reviews) | 8.8 (604 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.2 (20 reviews) | 8.9 (194 reviews) | 
  | **Product Direction (% positive)** | 8.9 (41 reviews) | 9.6 (608 reviews) | 

---
## Pricing

### Amazon SageMaker

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | 9.2/10 | 229 |

#### Reports

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Reports Interface** | Not enough data | 9.0 (22 reviews) | 
| **Steps to Answer** | Not enough data | 8.4 (18 reviews) | 
| **Graphs and Charts** | Not enough data | 9.0 (19 reviews) | 
| **Score Cards** | Not enough data | 8.8 (16 reviews) | 
| **Dashboards** | Not enough data | 9.3 (24 reviews) | 

#### Data Preparation

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Connectors** | Not enough data | 9.4 (13 reviews) | 
| **Data Governance** | Not enough data | 9.4 (13 reviews) | 

#### Data Modeling and Blending

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Querying** | Not enough data | 9.4 (15 reviews) | 
| **Data Filtering** | Not enough data | 9.3 (14 reviews) | 
| **Data Blending** | Not enough data | 9.3 (15 reviews) | 

#### Generative AI

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.5 (16 reviews) | 
| **AI Text Summarization** | Not enough data | 9.6 (13 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.5 (14 reviews) | 
| **Multi-step Planning** | Not enough data | 9.4 (12 reviews) | 
| **Cross-system Integration** | Not enough data | 9.2 (13 reviews) | 
| **Adaptive Learning** | Not enough data | 9.1 (13 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.2 (14 reviews) | 
| **Proactive Assistance** | Not enough data | 9.9 (13 reviews) | 
| **Decision Making** | Not enough data | 9.7 (12 reviews) | 

#### Self Service 

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Calculated Fields** | Not enough data | 8.6 (17 reviews) | 
| **Data Column Filtering** | Not enough data | 8.7 (18 reviews) | 
| **Data Discovery** | Not enough data | 9.0 (19 reviews) | 
| **Search** | Not enough data | 8.8 (19 reviews) | 
| **Collaboration / Workflow** | Not enough data | 9.0 (20 reviews) | 
| **Automodeling** | Not enough data | 8.9 (15 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | 8.8 (14 reviews) | 
| **Report Scheduling and Automation** | Not enough data | 9.6 (15 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | 9.4 (13 reviews) | 
| **Data Source Connectivity** | Not enough data | 9.6 (13 reviews) | 

#### Advanced Analytics

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Predictive Analytics** | Not enough data | 9.1 (20 reviews) | 
| **Data Visualization** | Not enough data | 8.9 (19 reviews) | 
| **Big Data Services** | Not enough data | 9.5 (23 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | 9.4 (14 reviews) | 
| **Concurrent User Support** | Not enough data | 9.8 (11 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | 9.4 (14 reviews) | 
| **Notebook and Script Integration** | Not enough data | 9.2 (15 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | 9.2 (13 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | 9.2 (14 reviews) | 
| **Natural Language Queries** | Not enough data | 9.4 (15 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | 9.5 (13 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | 9.2 (14 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | 9.5 (13 reviews) | 
| **Role-based Insight Personalization** | Not enough data | 8.8 (15 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | 9.2 (14 reviews) | 

#### Building Reports

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.1 (176 reviews) | 
| **Data Modeling** | Not enough data | 8.7 (164 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (133 reviews) | 
| **Integration APIs** | Not enough data | 8.6 (167 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | 8.8/10 | 120 |

#### Administration

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Modelling** | Not enough data | 8.8 (102 reviews) | 
| **Recommendations** | Not enough data | 8.6 (96 reviews) | 
| **Workflow Management** | Not enough data | 9.0 (97 reviews) | 
| **Dashboards and Visualizations** | Not enough data | 8.8 (102 reviews) | 

#### Management

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Business Glossary** | Not enough data | 8.5 (90 reviews) | 
| **Data Discovery** | Not enough data | 8.7 (89 reviews) | 
| **Data Profililng** | Not enough data | 8.7 (91 reviews) | 
| **Reporting and Visualization** | Not enough data | 8.6 (90 reviews) | 
| **Data Lineage** | Not enough data | 8.8 (89 reviews) | 

#### Compliance

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | 8.9 (102 reviews) | 
| **Training and Guidelines** | Not enough data | 8.7 (95 reviews) | 
| **Policy Enforcement** | Not enough data | 8.9 (97 reviews) | 
| **Compliance Monitoring** | Not enough data | 8.8 (98 reviews) | 

#### Security

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Access Control** | Not enough data | 9.0 (91 reviews) | 
| **Roles Management** | Not enough data | 8.9 (89 reviews) | 
| **Compliance Management** | Not enough data | 8.8 (89 reviews) | 

#### Data Quality

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Preparation** | Not enough data | 9.0 (97 reviews) | 
| **Data Distribution** | Not enough data | 8.8 (96 reviews) | 
| **Data Unification** | Not enough data | 9.0 (97 reviews) | 

#### Maintainence

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Quality Management** | Not enough data | 8.8 (88 reviews) | 
| **Policy Management** | Not enough data | 8.8 (87 reviews) | 

#### Generative AI

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.4 (85 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (84 reviews) | 

#### Agentic AI - Data Governance

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.8 (13 reviews) | 
| **Multi-step Planning** | Not enough data | 9.0 (14 reviews) | 
| **Cross-system Integration** | Not enough data | 9.2 (17 reviews) | 
| **Adaptive Learning** | Not enough data | 8.8 (15 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.2 (15 reviews) | 
| **Decision Making** | Not enough data | 9.2 (16 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | 9.0/10 | 200 |

#### Management

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Reporting** | Not enough data | 8.7 (177 reviews) | 
| **Auditing** | Not enough data | 8.5 (169 reviews) | 

#### Functionality

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Extraction** | Not enough data | 9.1 (182 reviews) | 
| **Transformation** | Not enough data | 9.3 (184 reviews) | 
| **Loading** | Not enough data | 9.1 (178 reviews) | 
| **Automation** | Not enough data | 9.1 (173 reviews) | 
| **Scalability** | Not enough data | 9.2 (175 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | 9.0/10 | 87 |

#### Deployment

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.0 (70 reviews) | 
| **Framework Flexibility** | Not enough data | 8.9 (69 reviews) | 
| **Versioning** | Not enough data | 9.0 (71 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (71 reviews) | 
| **Scalability** | Not enough data | 9.0 (73 reviews) | 

#### Deployment

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.0 (67 reviews) | 
| **Framework Flexibility** | Not enough data | 8.8 (67 reviews) | 
| **Versioning** | Not enough data | 8.7 (71 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (70 reviews) | 
| **Scalability** | Not enough data | 9.1 (71 reviews) | 

#### Management

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 9.0 (70 reviews) | 
| **Monitoring** | Not enough data | 8.9 (71 reviews) | 
| **Governing** | Not enough data | 9.2 (67 reviews) | 
| **Model Registry** | Not enough data | 9.0 (74 reviews) | 

#### Operations

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Metrics** | Not enough data | 8.8 (67 reviews) | 
| **Infrastructure management** | Not enough data | 8.9 (68 reviews) | 
| **Collaboration** | Not enough data | 9.1 (69 reviews) | 

#### Management

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 8.9 (67 reviews) | 
| **Monitoring** | Not enough data | 8.8 (66 reviews) | 
| **Governing** | Not enough data | 9.1 (64 reviews) | 

#### Generative AI

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (34 reviews) | 
| **AI Text Summarization** | Not enough data | 8.6 (34 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | 8.8/10 | 44 |
| **Databricks** | 8.7/10 | 229 |

#### System

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.5 (22 reviews) | 8.9 (185 reviews) | 

#### Model Development

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Language Support** | 8.8 (30 reviews) | 8.8 (192 reviews) | 
| **Drag and Drop** | 8.2 (28 reviews) | 8.0 (195 reviews) | 
| **Pre-Built Algorithms** | 8.3 (33 reviews) | 8.4 (192 reviews) | 
| **Model Training** | 8.9 (34 reviews) | 8.7 (198 reviews) | 

#### Model Development

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Feature Engineering** | 8.4 (19 reviews) | 8.5 (177 reviews) | 

#### Machine/Deep Learning Services

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Computer Vision** | 8.9 (26 reviews) | 8.2 (180 reviews) | 
| **Natural Language Processing** | 9.1 (28 reviews) | 8.6 (187 reviews) | 
| **Natural Language Generation** | 8.9 (25 reviews) | 8.3 (179 reviews) | 
| **Artificial Neural Networks** | 9.0 (28 reviews) | 8.2 (178 reviews) | 

#### Machine/Deep Learning Services

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Natural Language Understanding** | 9.2 (17 reviews) | 8.4 (164 reviews) | 
| **Deep Learning** | 9.2 (18 reviews) | 8.4 (165 reviews) | 

#### Deployment

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Managed Service** | 8.8 (37 reviews) | 8.6 (185 reviews) | 
| **Application** | 8.7 (35 reviews) | 8.8 (187 reviews) | 
| **Scalability** | 9.0 (35 reviews) | 9.0 (195 reviews) | 

#### Generative AI

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI Text Generation** | 8.6 (6 reviews) | 8.3 (92 reviews) | 
| **AI Text Summarization** | 9.2 (6 reviews) | 8.5 (93 reviews) | 
| **AI Text-to-Image** | 8.3 (5 reviews) | 7.7 (91 reviews) | 

#### Agentic AI - Data Science and Machine Learning Platforms

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.4 (14 reviews) | 
| **Multi-step Planning** | Not enough data | 9.1 (13 reviews) | 
| **Cross-system Integration** | 9.2 (6 reviews) | 8.9 (14 reviews) | 
| **Adaptive Learning** | Not enough data | 9.1 (13 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.5 (16 reviews) | 
| **Proactive Assistance** | Not enough data | 9.4 (12 reviews) | 
| **Decision Making** | Not enough data | 9.6 (13 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | 8.9/10 | 225 |

#### Data Management

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (197 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.9 (187 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.9 (190 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.8 (188 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.7 (175 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 9.1 (179 reviews) ✓ Verified | 

#### Integration

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.9 (183 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.8 (174 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 9.1 (185 reviews) ✓ Verified | 

#### Deployment

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **On-Premise** | Not enough data | 8.0 (163 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.2 (186 reviews) ✓ Verified | 

#### Performance 

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Scalability** | Not enough data | 9.2 (191 reviews) ✓ Verified | 

#### Security

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Governance** | Not enough data | 8.9 (182 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.0 (175 reviews) ✓ Verified | 

#### Generative AI

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (85 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (83 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Management

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Query Language** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **Performance Analysis** | Not enough data | Not enough data | 

#### Maintenance

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | 9.1/10 | 90 |

#### Data Management

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (75 reviews) | 
| **Metadata** | Not enough data | 8.9 (78 reviews) | 
| **Self-service** | Not enough data | 8.9 (76 reviews) | 
| **Automated workflows** | Not enough data | 9.2 (76 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.5 (16 reviews) | 
| **Multi-step Planning** | Not enough data | 9.4 (14 reviews) | 
| **Cross-system Integration** | Not enough data | 9.4 (16 reviews) | 
| **Adaptive Learning** | Not enough data | 9.4 (15 reviews) | 
| **Decision Making** | Not enough data | 9.7 (15 reviews) | 

#### Analytics

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 9.0 (75 reviews) | 
| **Dasboard visualizations** | Not enough data | 8.7 (75 reviews) | 

#### Monitoring and Management

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Observability** | Not enough data | 8.7 (75 reviews) | 
| **Testing capabilities** | Not enough data | 8.7 (75 reviews) | 

#### Cloud Deployment

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 9.1 (70 reviews) | 
| **Cloud migration capabilities** | Not enough data | 9.1 (71 reviews) | 

#### Generative AI

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.1 (43 reviews) | 
| **AI Text Summarization** | Not enough data | 9.1 (43 reviews) | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | 9.9/10 | 13 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI High Availability** | Not enough data | 10.0 (6 reviews) | 
| **AI Model Training Scalability** | Not enough data | 10.0 (8 reviews) | 
| **AI Inference Speed** | Not enough data | 10.0 (7 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | 10.0 (6 reviews) | 
| **AI Resource Allocation Flexibility** | Not enough data | 9.4 (8 reviews) | 
| **AI Energy Efficiency** | Not enough data | 10.0 (6 reviews) | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | 9.8 (7 reviews) | 
| **AI Data Pipeline Integration** | Not enough data | 10.0 (7 reviews) | 
| **AI API Support and Flexibility** | Not enough data | 10.0 (6 reviews) | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | 10.0 (6 reviews) | 
| **AI Role-based Access Control** | Not enough data | 9.7 (6 reviews) | 
| **AI Data Encryption** | Not enough data | 10.0 (6 reviews) | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | 10.0 (8 reviews) | 
| **AI Community Activity** | Not enough data | 9.7 (6 reviews) | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Natural Language Configuration** | Not enough data | Not enough data | 
| **Tone Customization** | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Omni-channel Support** | Not enough data | Not enough data | 
| **Agent Branding** | Not enough data | Not enough data | 
| **Proactive Response Capabilities** | Not enough data | Not enough data | 
| **Seamless Human Escalation** | Not enough data | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Analytics & Reporting** | Not enough data | Not enough data | 
| **Contextual Awareness** | Not enough data | Not enough data | 
| **Data Privacy Compliance** | Not enough data | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Workflow Automation** | Not enough data | Not enough data | 
| **API Usage** | Not enough data | Not enough data | 
| **Platform Interoperability** | Not enough data | Not enough data | 
| **CRM Data Integration** | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Data Ingestion & Preparation - Low-Code Machine Learning Platforms

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | 

#### Model Construction & Automation - Low-Code Machine Learning Platforms

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | 
| **Code Extensibility** | Not enough data | Not enough data | 
| **Automated Feature Engineering** | Not enough data | Not enough data | 

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Token-Aware Rate Limiting** | Not enough data | Not enough data | 
| **Semantic Caching** | Not enough data | Not enough data | 
| **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | 

#### Governance & Observability - AI Gateways

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Privacy** | Not enough data | Not enough data | 
| **Cost Tracking** | Not enough data | Not enough data | 
| **Centralized API Key Security** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | 9.0/10 | 353 |

#### Database

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 8.8 (245 reviews) | 
| **Data Distribution** | Not enough data | 9.0 (251 reviews) | 
| **Data Lake** | Not enough data | 9.3 (279 reviews) | 

#### Integrations

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.3 (223 reviews) | 
| **Spark Integration** | Not enough data | 9.2 (283 reviews) | 

#### Platform

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Machine Scaling** | Not enough data | 9.0 (282 reviews) | 
| **Data Preparation** | Not enough data | 8.9 (261 reviews) | 
| **Spark Integration** | Not enough data | 9.2 (283 reviews) | 

#### Processing

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Cloud Processing** | Not enough data | 9.1 (260 reviews) | 
| **Workload Processing** | Not enough data | 9.0 (270 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | 8.9/10 | 269 |

#### Data Transformation

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.9 (231 reviews) | 
| **Data Querying** | Not enough data | 9.1 (241 reviews) | 

#### Connectivity

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.7 (210 reviews) | 
| **Spark Integration** | Not enough data | 9.2 (235 reviews) | 
| **Multi-Source Analysis** | Not enough data | 9.0 (225 reviews) | 
| **Data Lake** | Not enough data | 9.2 (235 reviews) | 

#### Operations

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.5 (232 reviews) | 
| **Data Workflow** | Not enough data | 8.9 (232 reviews) | 
| **Governed Discovery** | Not enough data | 8.6 (218 reviews) | 
| **Embedded Analytics** | Not enough data | 8.7 (215 reviews) | 
| **Notebooks** | Not enough data | 9.4 (237 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Databricks** | 8.6/10 | 213 |

#### Building Reports

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.1 (176 reviews) | 
| **Data Modeling** | Not enough data | 8.7 (164 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (133 reviews) | 
| **Integration APIs** | Not enough data | 8.6 (167 reviews) | 

#### Platform

| Feature | Amazon SageMaker | Databricks | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (3):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure)

**Unique to Amazon SageMaker (1):** [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)

**Unique to Databricks (10):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways)


---
## Reviewer Demographics

### By Company Size

| Segment | Amazon SageMaker | Databricks | 
|---|---|---|
| **Small-Business** | 30.6% | 16.0% | 
| **Mid-Market** | 34.7% | 40.5% | 
| **Enterprise** | 34.7% | 43.6% | 

### By Industry

#### Amazon SageMaker

- **Information Technology and Services:** 20.4%
- **Computer Software:** 14.3%
- **Internet:** 6.1%
- **Hospital & Health Care:** 6.1%
- **Computer & Network Security:** 4.1%
- **Marketing and Advertising:** 4.1%
- **Education Management:** 4.1%
- **Higher Education:** 4.1%
- **Financial Services:** 4.1%
- **Banking:** 2.0%
- **Other:** 30.6%

#### Databricks

- **Information Technology and Services:** 16.6%
- **Financial Services:** 10.2%
- **Computer Software:** 9.1%
- **Consulting:** 4.1%
- **Hospital & Health Care:** 3.5%
- **Retail:** 3.4%
- **Marketing and Advertising:** 3.3%
- **Insurance:** 3.0%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.6%
- **Other:** 41.5%

---
## Alternatives

### Alternatives to Amazon SageMaker

- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (658 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (201 reviews)
- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (520 reviews)
- [DataRobot](https://www.g2.com/products/datarobot/reviews) — 4.4/5 stars (28 reviews)
- [H2O](https://www.g2.com/products/h2o/reviews) — 4.5/5 stars (24 reviews)
- [Google Cloud AutoML](https://www.g2.com/products/google-cloud-automl/reviews) — 4.1/5 stars (22 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (570 reviews)

### Alternatives to Databricks

- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (658 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (801 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (207 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

---
## Top Discussions

### Amazon SageMaker

- Title: [What is the best way to integrate Sagemaker models with Kubernetes?](https://www.g2.com/discussions/28784-what-is-the-best-way-to-integrate-sagemaker-models-with-kubernetes) — 1 comment
  > **Top comment:** "https://aws.amazon.com/blogs/machine-learning/introducing-amazon-sagemaker-operators-for-kubernetes/"
- Title: [How do i make this platform reach to most of my developers?](https://www.g2.com/discussions/27976-how-do-i-make-this-platform-reach-to-most-of-my-developers) — 1 comment
  > **Top comment:** "you can manage the access via IAM users and roles and give them access as per their need, Sagemaker by default has all the basic AWS feature and you can..."

### Databricks

- Title: [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML."
- Title: [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Delta Lake
Lakehosue platform
Schema evolution
Data quarantine & Data Quality
Data Integration & Transformations"
- Title: [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) — 3 comments
  > **Top comment:** "It will work like Hadoop, databricks provide the services like big data.
Databricks also work like in advanced level it's have capability to process large..."
- Title: [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) — 3 comments
  > **Top comment:** "Databricks' Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/amazon-sagemaker-vs-databricks)