# AWS Database Migration Service 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. Users appreciate the ability to switch between Python, SQL, and Scala effortlessly, which enhances productivity in data workflows.
- **Users say** that AWS Database Migration Service is straightforward to set up for data migrations, making it user-friendly once familiarized. Reviewers highlight its efficiency in loading large volumes of data quickly, which is a significant advantage for businesses needing to migrate databases.
- **According to verified reviews** , Databricks stands out for its comprehensive features that integrate data engineering, analytics, and machine learning into a unified platform. Users commend the faster end-to-end data flow and the single source of truth it provides, which fosters better collaboration among teams.
- **Reviewers mention** that while AWS Database Migration Service is effective for specific migration tasks, it may require manual intervention for complex migrations, which can be cumbersome. Users noted the need to copy tables and statements manually, which can detract from its overall efficiency.
- **G2 reviewers highlight** that Databricks has a significantly higher satisfaction score, reflecting its strong market presence and user approval. The platform's ability to solve developers' problems with features like Genie and Lakeflow Connect is frequently praised, indicating a robust support system for users.
- **Users report** that while AWS Database Migration Service offers decent support, it doesn't match the level of assistance provided by Databricks. Reviewers have noted that Databricks' support is more responsive and helpful, contributing to a better overall experience for users navigating complex data tasks.



| | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 50 | 773 | 
| **Largest Market Segment** | Enterprise (42.6% of reviews) | Enterprise (43.6% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### AWS Database Migration Service

**Not enough data**

### Databricks

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

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

---
## Ratings Comparison
| Rating | AWS Database Migration Service | Databricks | 
|---|---|---|
  | **Meets Requirements** | 8.4 (41 reviews) | 9.0 (606 reviews) | 
  | **Ease of Use** | 8.7 (42 reviews) | 8.9 (624 reviews) | 
  | **Ease of Setup** | 7.8 (19 reviews) | 8.7 (497 reviews) | 
  | **Ease of Admin** | 7.9 (17 reviews) | 8.4 (186 reviews) | 
  | **Quality of Support** | 8.5 (42 reviews) | 8.7 (583 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.2 (16 reviews) | 8.9 (190 reviews) | 
  | **Product Direction (% positive)** | 8.8 (38 reviews) | 9.6 (593 reviews) | 

---
## Pricing

### AWS Database Migration Service

#### 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 |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | 8.9/10 | 212 |

#### Reports

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Reports Interface** | Not enough data | 8.6 (16 reviews) | 
| **Steps to Answer** | Not enough data | 8.1 (13 reviews) | 
| **Graphs and Charts** | Not enough data | 8.7 (14 reviews) | 
| **Score Cards** | Not enough data | 8.3 (11 reviews) | 
| **Dashboards** | Not enough data | 9.1 (18 reviews) | 

#### Data Preparation

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Connectors** | Not enough data | 9.2 (8 reviews) | 
| **Data Governance** | Not enough data | 9.1 (9 reviews) | 

#### Data Modeling and Blending

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Querying** | Not enough data | 9.2 (10 reviews) | 
| **Data Filtering** | Not enough data | 9.1 (9 reviews) | 
| **Data Blending** | Not enough data | 9.0 (10 reviews) | 

#### Generative AI

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.2 (11 reviews) | 
| **AI Text Summarization** | Not enough data | 9.4 (8 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.4 (9 reviews) | 
| **Multi-step Planning** | Not enough data | 9.0 (7 reviews) | 
| **Cross-system Integration** | Not enough data | 8.8 (8 reviews) | 
| **Adaptive Learning** | Not enough data | 8.8 (8 reviews) | 
| **Natural Language Interaction** | Not enough data | 8.7 (9 reviews) | 
| **Proactive Assistance** | Not enough data | 9.2 (8 reviews) | 
| **Decision Making** | Not enough data | 9.5 (7 reviews) | 

#### Self Service 

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Calculated Fields** | Not enough data | 8.1 (12 reviews) | 
| **Data Column Filtering** | Not enough data | 8.2 (13 reviews) | 
| **Data Discovery** | Not enough data | 8.8 (14 reviews) | 
| **Search** | Not enough data | 8.3 (14 reviews) | 
| **Collaboration / Workflow** | Not enough data | 8.7 (15 reviews) | 
| **Automodeling** | Not enough data | 8.5 (11 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | 8.5 (9 reviews) | 
| **Report Scheduling and Automation** | Not enough data | 9.3 (10 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | 9.0 (8 reviews) | 
| **Data Source Connectivity** | Not enough data | 9.4 (8 reviews) | 

#### Advanced Analytics

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Predictive Analytics** | Not enough data | 8.7 (14 reviews) | 
| **Data Visualization** | Not enough data | 8.7 (15 reviews) | 
| **Big Data Services** | Not enough data | 9.3 (17 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | 9.1 (9 reviews) | 
| **Concurrent User Support** | Not enough data | 9.7 (6 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | 9.2 (10 reviews) | 
| **Notebook and Script Integration** | Not enough data | 8.8 (10 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | 9.0 (8 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | 8.9 (9 reviews) | 
| **Natural Language Queries** | Not enough data | 9.2 (10 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | 9.2 (8 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | 8.9 (9 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | 9.4 (8 reviews) | 
| **Role-based Insight Personalization** | Not enough data | 8.3 (10 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | 8.7 (9 reviews) | 

#### Building Reports

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.1 (166 reviews) | 
| **Data Modeling** | Not enough data | 8.7 (157 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.7 (128 reviews) | 
| **Integration APIs** | Not enough data | 8.5 (157 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | 8.8/10 | 117 |

#### Administration

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Modelling** | Not enough data | 8.8 (100 reviews) | 
| **Recommendations** | Not enough data | 8.6 (94 reviews) | 
| **Workflow Management** | Not enough data | 9.0 (95 reviews) | 
| **Dashboards and Visualizations** | Not enough data | 8.7 (99 reviews) | 

#### Management

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Business Glossary** | Not enough data | 8.5 (88 reviews) | 
| **Data Discovery** | Not enough data | 8.6 (87 reviews) | 
| **Data Profililng** | Not enough data | 8.7 (89 reviews) | 
| **Reporting and Visualization** | Not enough data | 8.5 (88 reviews) | 
| **Data Lineage** | Not enough data | 8.8 (87 reviews) | 

#### Compliance

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | 8.9 (100 reviews) | 
| **Training and Guidelines** | Not enough data | 8.7 (93 reviews) | 
| **Policy Enforcement** | Not enough data | 8.9 (95 reviews) | 
| **Compliance Monitoring** | Not enough data | 8.7 (96 reviews) | 

#### Security

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Access Control** | Not enough data | 9.0 (89 reviews) | 
| **Roles Management** | Not enough data | 8.9 (87 reviews) | 
| **Compliance Management** | Not enough data | 8.8 (87 reviews) | 

#### Data Quality

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Preparation** | Not enough data | 9.0 (95 reviews) | 
| **Data Distribution** | Not enough data | 8.7 (94 reviews) | 
| **Data Unification** | Not enough data | 9.0 (95 reviews) | 

#### Maintainence

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Quality Management** | Not enough data | 8.7 (86 reviews) | 
| **Policy Management** | Not enough data | 8.8 (85 reviews) | 

#### Generative AI

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.4 (83 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (82 reviews) | 

#### Agentic AI - Data Governance

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.6 (11 reviews) | 
| **Multi-step Planning** | Not enough data | 8.9 (12 reviews) | 
| **Cross-system Integration** | Not enough data | 9.1 (15 reviews) | 
| **Adaptive Learning** | Not enough data | 8.6 (13 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.1 (13 reviews) | 
| **Decision Making** | Not enough data | 9.0 (14 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | 8.3/10 | 8 |
| **Databricks** | 8.9/10 | 193 |

#### Management

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Reporting** | Not enough data | 8.6 (174 reviews) | 
| **Auditing** | 8.0 (5 reviews) | 8.5 (166 reviews) | 

#### Functionality

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Extraction** | 8.8 (7 reviews) | 9.1 (178 reviews) | 
| **Transformation** | 7.6 (7 reviews) | 9.2 (180 reviews) | 
| **Loading** | 8.1 (7 reviews) | 9.1 (175 reviews) | 
| **Automation** | 9.0 (7 reviews) | 9.0 (170 reviews) | 
| **Scalability** | 8.5 (8 reviews) | 9.2 (171 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | 8.9/10 | 81 |

#### Deployment

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 8.9 (66 reviews) | 
| **Framework Flexibility** | Not enough data | 8.9 (65 reviews) | 
| **Versioning** | Not enough data | 8.9 (67 reviews) | 
| **Ease of Deployment** | Not enough data | 8.9 (67 reviews) | 
| **Scalability** | Not enough data | 9.0 (69 reviews) | 

#### Deployment

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 8.9 (63 reviews) | 
| **Framework Flexibility** | Not enough data | 8.8 (63 reviews) | 
| **Versioning** | Not enough data | 8.6 (67 reviews) | 
| **Ease of Deployment** | Not enough data | 8.9 (66 reviews) | 
| **Scalability** | Not enough data | 9.1 (67 reviews) | 

#### Management

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 9.0 (65 reviews) | 
| **Monitoring** | Not enough data | 8.9 (67 reviews) | 
| **Governing** | Not enough data | 9.2 (62 reviews) | 
| **Model Registry** | Not enough data | 9.0 (70 reviews) | 

#### Operations

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Metrics** | Not enough data | 8.8 (63 reviews) | 
| **Infrastructure management** | Not enough data | 8.9 (64 reviews) | 
| **Collaboration** | Not enough data | 9.1 (65 reviews) | 

#### Management

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 8.9 (63 reviews) | 
| **Monitoring** | Not enough data | 8.7 (62 reviews) | 
| **Governing** | Not enough data | 9.1 (60 reviews) | 

#### Generative AI

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.4 (30 reviews) | 
| **AI Text Summarization** | Not enough data | 8.4 (30 reviews) | 

### Cloud Migration

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | 9.0/10 | 11 |
| **Databricks** | N/A | N/A |

#### Functionality

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Migration** | 9.1 (9 reviews) | Not enough data | 
| **Data Variety** | 8.9 (6 reviews) | Not enough data | 
| **Alerts and Logging** | 8.6 (7 reviews) | Not enough data | 
| **Data Replication** | 8.9 (9 reviews) | Not enough data | 

#### Management

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Backup and Recovery** | 8.8 (10 reviews) | Not enough data | 
| **Integration Variety** | 8.9 (9 reviews) | Not enough data | 
| **Access and Security** | 9.4 (9 reviews) | Not enough data | 
| **Real time Monitoring** | 9.0 (10 reviews) | Not enough data | 

#### Security

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Protection** | 9.0 (8 reviews) | Not enough data | 

#### Agentic AI - Cloud Migration

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | 8.6/10 | 221 |

#### System

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 8.9 (182 reviews) | 

#### Model Development

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Language Support** | Not enough data | 8.8 (187 reviews) | 
| **Drag and Drop** | Not enough data | 8.0 (190 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.3 (188 reviews) | 
| **Model Training** | Not enough data | 8.7 (193 reviews) | 

#### Model Development

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Feature Engineering** | Not enough data | 8.5 (174 reviews) | 

#### Machine/Deep Learning Services

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Computer Vision** | Not enough data | 8.2 (176 reviews) | 
| **Natural Language Processing** | Not enough data | 8.5 (182 reviews) | 
| **Natural Language Generation** | Not enough data | 8.3 (174 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.2 (174 reviews) | 

#### Machine/Deep Learning Services

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.4 (160 reviews) | 
| **Deep Learning** | Not enough data | 8.4 (162 reviews) | 

#### Deployment

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Managed Service** | Not enough data | 8.5 (181 reviews) | 
| **Application** | Not enough data | 8.7 (182 reviews) | 
| **Scalability** | Not enough data | 9.0 (190 reviews) | 

#### Generative AI

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.3 (88 reviews) | 
| **AI Text Summarization** | Not enough data | 8.4 (89 reviews) | 
| **AI Text-to-Image** | Not enough data | 7.6 (88 reviews) | 

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

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.3 (10 reviews) | 
| **Multi-step Planning** | Not enough data | 8.7 (9 reviews) | 
| **Cross-system Integration** | Not enough data | 8.5 (10 reviews) | 
| **Adaptive Learning** | Not enough data | 8.9 (9 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.3 (12 reviews) | 
| **Proactive Assistance** | Not enough data | 8.8 (8 reviews) | 
| **Decision Making** | Not enough data | 9.4 (9 reviews) | 

### Data Replication

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | 9.4/10 | 8 |
| **Databricks** | N/A | N/A |

#### Management

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Real-Time Analytics** | 9.0 (7 reviews) | Not enough data | 
| **Solution Integration** | 9.7 (5 reviews) | Not enough data | 
| **Infrastructure Compatibility** | 9.4 (6 reviews) | Not enough data | 
| **Monitoring** | 9.3 (5 reviews) | Not enough data | 

#### Solution Provision

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **System Failover** | Not enough data | Not enough data | 
| **Pay by Usage** | 9.7 (5 reviews) | Not enough data | 
| **Service Provision** | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | 8.8/10 | 208 |

#### Data Management

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (189 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.9 (182 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.9 (183 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.8 (181 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.7 (169 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 9.1 (173 reviews) ✓ Verified | 

#### Integration

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.8 (172 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.8 (169 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 9.1 (177 reviews) ✓ Verified | 

#### Deployment

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **On-Premise** | Not enough data | 7.9 (157 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.2 (180 reviews) ✓ Verified | 

#### Performance 

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Scalability** | Not enough data | 9.2 (182 reviews) ✓ Verified | 

#### Security

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Governance** | Not enough data | 8.9 (174 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 8.9 (170 reviews) ✓ Verified | 

#### Generative AI

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.5 (78 reviews) | 
| **AI Text Summarization** | Not enough data | 8.4 (77 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Management

| Feature | AWS Database Migration Service | 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 | AWS Database Migration Service | 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 | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | 9.0/10 | 83 |

#### Data Management

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.0 (71 reviews) | 
| **Metadata** | Not enough data | 8.8 (74 reviews) | 
| **Self-service** | Not enough data | 8.9 (73 reviews) | 
| **Automated workflows** | Not enough data | 9.2 (72 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.3 (12 reviews) | 
| **Multi-step Planning** | Not enough data | 9.2 (10 reviews) | 
| **Cross-system Integration** | Not enough data | 9.2 (12 reviews) | 
| **Adaptive Learning** | Not enough data | 9.2 (11 reviews) | 
| **Decision Making** | Not enough data | 9.5 (11 reviews) | 

#### Analytics

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 8.9 (71 reviews) | 
| **Dasboard visualizations** | Not enough data | 8.6 (70 reviews) | 

#### Monitoring and Management

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Observability** | Not enough data | 8.7 (70 reviews) | 
| **Testing capabilities** | Not enough data | 8.7 (71 reviews) | 

#### Cloud Deployment

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 9.0 (66 reviews) | 
| **Cloud migration capabilities** | Not enough data | 9.1 (67 reviews) | 

#### Generative AI

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.0 (39 reviews) | 
| **AI Text Summarization** | Not enough data | 9.0 (39 reviews) | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | 
| **AI Model Training Scalability** | Not enough data | Not enough data | 
| **AI Inference Speed** | Not enough data | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | 
| **AI Energy Efficiency** | Not enough data | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | 
| **AI Role-based Access Control** | Not enough data | Not enough data | 
| **AI Data Encryption** | Not enough data | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | AWS Database Migration Service | 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 | AWS Database Migration Service | 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 | AWS Database Migration Service | 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 | AWS Database Migration Service | 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 | 

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | AWS Database Migration Service | 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 | AWS Database Migration Service | 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 | 

### Backup

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Management

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Disaster Recovery** | Not enough data | Not enough data | 
| **Remote Backup** | Not enough data | Not enough data | 
| **Storage Formats** | Not enough data | Not enough data | 
| **Scheduled Backups** | Not enough data | Not enough data | 
| **On-Demand Restoration** | Not enough data | Not enough data | 

#### Reporting

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Activity Monitoring** | Not enough data | Not enough data | 
| **Documentation** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 

#### Security

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **Security and Compliance** | Not enough data | Not enough data | 
| **Deduplication ** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | 8.9/10 | 331 |

#### Database

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 8.7 (238 reviews) | 
| **Data Distribution** | Not enough data | 8.9 (246 reviews) | 
| **Data Lake** | Not enough data | 9.3 (268 reviews) | 

#### Integrations

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.3 (219 reviews) | 
| **Spark Integration** | Not enough data | 9.1 (272 reviews) | 

#### Platform

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Machine Scaling** | Not enough data | 9.0 (268 reviews) | 
| **Data Preparation** | Not enough data | 8.9 (255 reviews) | 
| **Spark Integration** | Not enough data | 9.1 (272 reviews) | 

#### Processing

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Cloud Processing** | Not enough data | 9.1 (252 reviews) | 
| **Workload Processing** | Not enough data | 9.0 (260 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | 8.9/10 | 264 |

#### Data Transformation

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.9 (229 reviews) | 
| **Data Querying** | Not enough data | 9.1 (238 reviews) | 

#### Connectivity

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.7 (208 reviews) | 
| **Spark Integration** | Not enough data | 9.2 (233 reviews) | 
| **Multi-Source Analysis** | Not enough data | 9.0 (223 reviews) | 
| **Data Lake** | Not enough data | 9.2 (232 reviews) | 

#### Operations

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.4 (230 reviews) | 
| **Data Workflow** | Not enough data | 8.8 (229 reviews) | 
| **Governed Discovery** | Not enough data | 8.7 (216 reviews) | 
| **Embedded Analytics** | Not enough data | 8.6 (213 reviews) | 
| **Notebooks** | Not enough data | 9.3 (234 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **AWS Database Migration Service** | N/A | N/A |
| **Databricks** | 8.5/10 | 197 |

#### Building Reports

| Feature | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.1 (166 reviews) | 
| **Data Modeling** | Not enough data | 8.7 (157 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.7 (128 reviews) | 
| **Integration APIs** | Not enough data | 8.5 (157 reviews) | 

#### Platform

| Feature | AWS Database Migration Service | 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 (1):** [ETL Tools](https://www.g2.com/categories/etl-tools)

**Unique to AWS Database Migration Service (2):** [Cloud Migration Software](https://www.g2.com/categories/cloud-migration), [Data Replication Software](https://www.g2.com/categories/data-replication)

**Unique to Databricks (12):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-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), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [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), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ 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 | AWS Database Migration Service | Databricks | 
|---|---|---|
| **Small-Business** | 25.5% | 15.8% | 
| **Mid-Market** | 31.9% | 40.5% | 
| **Enterprise** | 42.6% | 43.6% | 

### By Industry

#### AWS Database Migration Service

- **Information Technology and Services:** 21.3%
- **Computer Software:** 17.0%
- **Telecommunications:** 14.9%
- **Financial Services:** 10.6%
- **Health, Wellness and Fitness:** 4.3%
- **Alternative Medicine:** 2.1%
- **Biotechnology:** 2.1%
- **Construction:** 2.1%
- **Consumer Goods:** 2.1%
- **E-Learning:** 2.1%
- **Other:** 21.3%

#### Databricks

- **Information Technology and Services:** 15.9%
- **Financial Services:** 10.3%
- **Computer Software:** 8.7%
- **Consulting:** 3.9%
- **Hospital & Health Care:** 3.9%
- **Retail:** 3.4%
- **Marketing and Advertising:** 3.2%
- **Insurance:** 3.1%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.7%
- **Other:** 42.2%

---
## Alternatives

### Alternatives to AWS Database Migration Service

- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (795 reviews)
- [Qlik Replicate](https://www.g2.com/products/qlik-replicate/reviews) — 4.3/5 stars (110 reviews)
- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) — 4.6/5 stars (100 reviews)
- [Oracle GoldenGate](https://www.g2.com/products/oracle-goldengate/reviews) — 3.9/5 stars (34 reviews)
- [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews)
- [Workato](https://www.g2.com/products/workato/reviews) — 4.7/5 stars (755 reviews)
- [Veeam Data Platform](https://www.g2.com/products/veeam-data-platform/reviews) — 4.6/5 stars (717 reviews)
- [Agentforce 360 Platform (formerly Salesforce Platform)](https://www.g2.com/products/agentforce-360-platform-formerly-salesforce-platform/reviews) — 4.5/5 stars (4000 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1234 reviews)
- [Celigo](https://www.g2.com/products/celigo/reviews) — 4.6/5 stars (1052 reviews)

### Alternatives to Databricks

- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (751 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (373 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1234 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 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 (798 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (206 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

---
## Top Discussions

### AWS Database Migration Service

No discussions available for this product.

### 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/aws-database-migration-service-vs-databricks)