# Apache Ambari vs Databricks Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in user experience, particularly with its intuitive notebook interface and polished SQL editor, which allows seamless switching between Python, SQL, and Scala. This unified platform significantly enhances collaboration and streamlines end-to-end data workflows.
- **Users say** that Apache Ambari provides a more customizable and intuitive interface for managing clusters, making it easier for users at all levels to understand and utilize. Reviewers appreciate features like the high-level view of the cluster and customizable dashboards, which contribute to a user-friendly experience.
- **According to verified reviews** , Databricks stands out for its robust support and quick implementation process. Users highlight features like Genie, Lakeflow Connect, and DLT as transformative for data engineering and analytics, indicating a strong commitment to customer success.
- **Reviewers mention** that while Databricks has a higher overall satisfaction score, Apache Ambari still holds its ground in specific use cases, particularly for users who prioritize a straightforward, customizable tool for Hadoop management.
- **G2 reviewers highlight** that Databricks offers superior performance in real-time data collection and processing capabilities, with users noting the platform's ability to provide a single source of truth and faster data flows, which are critical for modern data-driven organizations.
- **Users report** that while both platforms have their strengths, Databricks' higher ratings in areas like quality of support and product direction suggest a more proactive approach to evolving user needs, making it a more reliable partner for businesses looking to scale their data operations.



| | Apache Ambari | Databricks | 
|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 23 | 1,334 | 
| **Largest Market Segment** | Enterprise (71.4% of reviews) | Enterprise (48.4% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Apache Ambari

**Not enough data**

### Databricks

Pros:
- Features (288 reviews)
- Ease of Use (278 reviews)

Cons:
- Learning Curve (112 reviews)
- Expensive (97 reviews)

---
## Ratings Comparison
| Rating | Apache Ambari | Databricks | 
|---|---|---|
  | **Meets Requirements** | 8.1 (17 reviews) | 9.0 (657 reviews) | 
  | **Ease of Use** | 8.7 (17 reviews) | 8.8 (1001 reviews) | 
  | **Ease of Setup** | 8.0 (10 reviews) | 8.4 (850 reviews) | 
  | **Ease of Admin** | 8.7 (10 reviews) | 8.4 (193 reviews) | 
  | **Quality of Support** | 7.1 (16 reviews) | 8.8 (638 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.7 (10 reviews) | 8.9 (197 reviews) | 
  | **Product Direction (% positive)** | 7.5 (14 reviews) | 9.6 (634 reviews) | 

---
## Pricing

### Apache Ambari

#### 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 |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 9.3/10 | 395 |

#### Reports

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Reports Interface** | Not enough data | 9.1 (25 reviews) | 
| **Steps to Answer** | Not enough data | 8.4 (21 reviews) | 
| **Graphs and Charts** | Not enough data | 9.2 (22 reviews) | 
| **Score Cards** | Not enough data | 8.8 (17 reviews) | 
| **Dashboards** | Not enough data | 9.2 (28 reviews) | 

#### Data Preparation

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Connectors** | Not enough data | 9.5 (16 reviews) | 
| **Data Governance** | Not enough data | 9.5 (16 reviews) | 

#### Data Modeling and Blending

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Querying** | Not enough data | 9.5 (16 reviews) | 
| **Data Filtering** | Not enough data | 9.3 (15 reviews) | 
| **Data Blending** | Not enough data | 9.4 (17 reviews) | 

#### Generative AI

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.5 (17 reviews) | 
| **AI Text Summarization** | Not enough data | 9.6 (14 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.3 (16 reviews) | 
| **Multi-step Planning** | Not enough data | 9.5 (13 reviews) | 
| **Cross-system Integration** | Not enough data | 9.3 (14 reviews) | 
| **Adaptive Learning** | Not enough data | 9.2 (14 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.2 (15 reviews) | 
| **Proactive Assistance** | Not enough data | 9.9 (14 reviews) | 
| **Decision Making** | Not enough data | 9.7 (13 reviews) | 

#### Self Service 

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Calculated Fields** | Not enough data | 8.7 (18 reviews) | 
| **Data Column Filtering** | Not enough data | 8.9 (21 reviews) | 
| **Data Discovery** | Not enough data | 9.2 (22 reviews) | 
| **Search** | Not enough data | 8.7 (22 reviews) | 
| **Collaboration / Workflow** | Not enough data | 9.2 (24 reviews) | 
| **Automodeling** | Not enough data | 9.0 (16 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | 9.0 (16 reviews) | 
| **Report Scheduling and Automation** | Not enough data | 9.6 (16 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | 9.4 (14 reviews) | 
| **Data Source Connectivity** | Not enough data | 9.7 (15 reviews) | 

#### Advanced Analytics

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Predictive Analytics** | Not enough data | 9.1 (21 reviews) | 
| **Data Visualization** | Not enough data | 9.0 (22 reviews) | 
| **Big Data Services** | Not enough data | 9.6 (30 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | 9.6 (20 reviews) | 
| **Concurrent User Support** | Not enough data | 9.9 (12 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | 9.5 (17 reviews) | 
| **Notebook and Script Integration** | Not enough data | 9.0 (17 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | 9.3 (14 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | 9.2 (15 reviews) | 
| **Natural Language Queries** | Not enough data | 9.5 (18 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | 9.5 (14 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | 9.3 (16 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | 9.5 (14 reviews) | 
| **Role-based Insight Personalization** | Not enough data | 8.9 (16 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | 9.2 (15 reviews) | 

#### Building Reports

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.3 (220 reviews) | 
| **Data Modeling** | Not enough data | 8.9 (219 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (174 reviews) | 
| **Integration APIs** | Not enough data | 8.7 (223 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 8.9/10 | 142 |

#### Administration

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Modelling** | Not enough data | 8.9 (106 reviews) | 
| **Recommendations** | Not enough data | 8.7 (97 reviews) | 
| **Workflow Management** | Not enough data | 9.0 (101 reviews) | 
| **Dashboards and Visualizations** | Not enough data | 8.8 (105 reviews) | 

#### Management

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Business Glossary** | Not enough data | 8.5 (91 reviews) | 
| **Data Discovery** | Not enough data | 8.7 (92 reviews) | 
| **Data Profililng** | Not enough data | 8.7 (92 reviews) | 
| **Reporting and Visualization** | Not enough data | 8.6 (91 reviews) | 
| **Data Lineage** | Not enough data | 8.8 (91 reviews) | 

#### Compliance

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | 8.9 (103 reviews) | 
| **Training and Guidelines** | Not enough data | 8.7 (98 reviews) | 
| **Policy Enforcement** | Not enough data | 9.0 (103 reviews) | 
| **Compliance Monitoring** | Not enough data | 8.8 (99 reviews) | 

#### Security

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Access Control** | Not enough data | 9.1 (96 reviews) | 
| **Roles Management** | Not enough data | 8.9 (90 reviews) | 
| **Compliance Management** | Not enough data | 8.9 (90 reviews) | 

#### Data Quality

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Preparation** | Not enough data | 9.1 (100 reviews) | 
| **Data Distribution** | Not enough data | 8.8 (97 reviews) | 
| **Data Unification** | Not enough data | 9.1 (105 reviews) | 

#### Maintainence

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Quality Management** | Not enough data | 8.8 (89 reviews) | 
| **Policy Management** | Not enough data | 8.8 (88 reviews) | 

#### Generative AI

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.4 (86 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (85 reviews) | 

#### Agentic AI - Data Governance

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.9 (14 reviews) | 
| **Multi-step Planning** | Not enough data | 9.1 (15 reviews) | 
| **Cross-system Integration** | Not enough data | 9.0 (19 reviews) | 
| **Adaptive Learning** | Not enough data | 8.9 (16 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.3 (16 reviews) | 
| **Decision Making** | Not enough data | 9.2 (17 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 9.0/10 | 218 |

#### Management

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Reporting** | Not enough data | 8.7 (179 reviews) | 
| **Auditing** | Not enough data | 8.5 (170 reviews) | 

#### Functionality

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Extraction** | Not enough data | 9.1 (189 reviews) | 
| **Transformation** | Not enough data | 9.3 (193 reviews) | 
| **Loading** | Not enough data | 9.2 (183 reviews) | 
| **Automation** | Not enough data | 9.1 (178 reviews) | 
| **Scalability** | Not enough data | 9.2 (183 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 9.0/10 | 99 |

#### Deployment

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.0 (71 reviews) | 
| **Framework Flexibility** | Not enough data | 9.0 (70 reviews) | 
| **Versioning** | Not enough data | 9.0 (74 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (76 reviews) | 
| **Scalability** | Not enough data | 9.0 (75 reviews) | 

#### Deployment

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.0 (68 reviews) | 
| **Framework Flexibility** | Not enough data | 8.9 (69 reviews) | 
| **Versioning** | Not enough data | 8.7 (74 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (75 reviews) | 
| **Scalability** | Not enough data | 9.1 (73 reviews) | 

#### Management

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 9.1 (72 reviews) | 
| **Monitoring** | Not enough data | 9.0 (72 reviews) | 
| **Governing** | Not enough data | 9.3 (69 reviews) | 
| **Model Registry** | Not enough data | 9.1 (76 reviews) | 

#### Operations

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Metrics** | Not enough data | 8.9 (69 reviews) | 
| **Infrastructure management** | Not enough data | 9.0 (69 reviews) | 
| **Collaboration** | Not enough data | 9.1 (70 reviews) | 

#### Management

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 9.0 (69 reviews) | 
| **Monitoring** | Not enough data | 8.8 (67 reviews) | 
| **Governing** | Not enough data | 9.1 (66 reviews) | 

#### Generative AI

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.7 (36 reviews) | 
| **AI Text Summarization** | Not enough data | 8.6 (35 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 8.7/10 | 243 |

#### System

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 8.9 (187 reviews) | 

#### Model Development

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Language Support** | Not enough data | 8.8 (194 reviews) | 
| **Drag and Drop** | Not enough data | 8.0 (197 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.4 (193 reviews) | 
| **Model Training** | Not enough data | 8.8 (204 reviews) | 

#### Model Development

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Feature Engineering** | Not enough data | 8.5 (179 reviews) | 

#### Machine/Deep Learning Services

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Computer Vision** | Not enough data | 8.2 (183 reviews) | 
| **Natural Language Processing** | Not enough data | 8.6 (191 reviews) | 
| **Natural Language Generation** | Not enough data | 8.3 (181 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.2 (179 reviews) | 

#### Machine/Deep Learning Services

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.4 (166 reviews) | 
| **Deep Learning** | Not enough data | 8.5 (168 reviews) | 

#### Deployment

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Managed Service** | Not enough data | 8.6 (188 reviews) | 
| **Application** | Not enough data | 8.8 (190 reviews) | 
| **Scalability** | Not enough data | 9.0 (199 reviews) | 

#### Generative AI

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.4 (94 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (94 reviews) | 
| **AI Text-to-Image** | Not enough data | 7.8 (92 reviews) | 

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

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.5 (16 reviews) | 
| **Multi-step Planning** | Not enough data | 9.2 (14 reviews) | 
| **Cross-system Integration** | Not enough data | 9.1 (16 reviews) | 
| **Adaptive Learning** | Not enough data | 9.2 (14 reviews) | 
| **Natural Language Interaction** | Not enough data | 9.5 (17 reviews) | 
| **Proactive Assistance** | Not enough data | 9.5 (13 reviews) | 
| **Decision Making** | Not enough data | 9.6 (14 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 8.9/10 | 242 |

#### Data Management

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (204 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.9 (188 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.9 (194 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.8 (190 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.8 (176 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 9.1 (180 reviews) ✓ Verified | 

#### Integration

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.9 (190 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.8 (175 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 9.1 (186 reviews) ✓ Verified | 

#### Deployment

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **On-Premise** | Not enough data | 8.0 (164 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.2 (187 reviews) ✓ Verified | 

#### Performance 

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Scalability** | Not enough data | 9.2 (195 reviews) ✓ Verified | 

#### Security

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Governance** | Not enough data | 8.9 (186 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.0 (176 reviews) ✓ Verified | 

#### Generative AI

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.7 (86 reviews) | 
| **AI Text Summarization** | Not enough data | 8.6 (84 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 10.0/10 | 6 |

#### Management

| Feature | Apache Ambari | 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 | Apache Ambari | Databricks | 
|---|---|---|
| **Data Migration** | Not enough data | 10.0 (5 reviews) | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | 10.0 (5 reviews) | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 9.1/10 | 102 |

#### Data Management

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (79 reviews) | 
| **Metadata** | Not enough data | 8.9 (80 reviews) | 
| **Self-service** | Not enough data | 9.0 (77 reviews) | 
| **Automated workflows** | Not enough data | 9.2 (79 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 9.5 (17 reviews) | 
| **Multi-step Planning** | Not enough data | 9.4 (15 reviews) | 
| **Cross-system Integration** | Not enough data | 9.4 (18 reviews) | 
| **Adaptive Learning** | Not enough data | 9.5 (16 reviews) | 
| **Decision Making** | Not enough data | 9.7 (16 reviews) | 

#### Analytics

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 9.0 (80 reviews) | 
| **Dasboard visualizations** | Not enough data | 8.7 (76 reviews) | 

#### Monitoring and Management

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Observability** | Not enough data | 8.8 (76 reviews) | 
| **Testing capabilities** | Not enough data | 8.8 (77 reviews) | 

#### Cloud Deployment

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 9.1 (71 reviews) | 
| **Cloud migration capabilities** | Not enough data | 9.1 (72 reviews) | 

#### Generative AI

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.1 (44 reviews) | 
| **AI Text Summarization** | Not enough data | 9.1 (44 reviews) | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 9.9/10 | 16 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI High Availability** | Not enough data | 10.0 (7 reviews) | 
| **AI Model Training Scalability** | Not enough data | 10.0 (11 reviews) | 
| **AI Inference Speed** | Not enough data | 10.0 (8 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | 10.0 (7 reviews) | 
| **AI Resource Allocation Flexibility** | Not enough data | 9.4 (9 reviews) | 
| **AI Energy Efficiency** | Not enough data | 10.0 (7 reviews) | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | 9.3 (9 reviews) | 
| **AI Data Pipeline Integration** | Not enough data | 10.0 (8 reviews) | 
| **AI API Support and Flexibility** | Not enough data | 10.0 (7 reviews) | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | 10.0 (7 reviews) | 
| **AI Role-based Access Control** | Not enough data | 9.8 (7 reviews) | 
| **AI Data Encryption** | Not enough data | 10.0 (7 reviews) | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | 10.0 (9 reviews) | 
| **AI Community Activity** | Not enough data | 9.8 (7 reviews) | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 10.0/10 | 8 |

#### Customization - AI Agent Builders

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Natural Language Configuration** | Not enough data | 10.0 (5 reviews) | 
| **Tone Customization** | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Apache Ambari | 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 | Apache Ambari | Databricks | 
|---|---|---|
| **Analytics & Reporting** | Not enough data | 10.0 (5 reviews) | 
| **Contextual Awareness** | Not enough data | Not enough data | 
| **Data Privacy Compliance** | Not enough data | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Workflow Automation** | Not enough data | 10.0 (5 reviews) | 
| **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 |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Apache Ambari | 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 | Apache Ambari | 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 |
|---|---|---|
| **Apache Ambari** | 8.0/10 | 13 |
| **Databricks** | 9.0/10 | 534 |

#### Database

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Real-Time Data Collection** | 7.6 (9 reviews) | 8.8 (259 reviews) | 
| **Data Distribution** | 7.8 (10 reviews) | 9.0 (254 reviews) | 
| **Data Lake** | 7.2 (10 reviews) | 9.4 (332 reviews) | 

#### Integrations

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Hadoop Integration** | 8.6 (12 reviews) | 8.3 (225 reviews) | 
| **Spark Integration** | 8.0 (10 reviews) | 9.1 (298 reviews) | 

#### Platform

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Machine Scaling** | 8.3 (8 reviews) | 9.0 (322 reviews) | 
| **Data Preparation** | 8.6 (7 reviews) | 9.1 (315 reviews) | 
| **Spark Integration** | 8.0 (10 reviews) | 9.1 (298 reviews) | 

#### Processing

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Cloud Processing** | 8.1 (8 reviews) | 9.1 (293 reviews) | 
| **Workload Processing** | 7.9 (8 reviews) | 9.1 (298 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 8.9/10 | 283 |

#### Data Transformation

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.9 (232 reviews) | 
| **Data Querying** | Not enough data | 9.1 (244 reviews) | 

#### Connectivity

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.7 (211 reviews) | 
| **Spark Integration** | Not enough data | 9.2 (237 reviews) | 
| **Multi-Source Analysis** | Not enough data | 9.0 (230 reviews) | 
| **Data Lake** | Not enough data | 9.2 (237 reviews) | 

#### Operations

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.5 (234 reviews) | 
| **Data Workflow** | Not enough data | 8.9 (239 reviews) | 
| **Governed Discovery** | Not enough data | 8.6 (222 reviews) | 
| **Embedded Analytics** | Not enough data | 8.7 (216 reviews) | 
| **Notebooks** | Not enough data | 9.3 (240 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Apache Ambari** | N/A | N/A |
| **Databricks** | 8.7/10 | 365 |

#### Building Reports

| Feature | Apache Ambari | Databricks | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.3 (220 reviews) | 
| **Data Modeling** | Not enough data | 8.9 (219 reviews) | 
| **WYSIWYG Report Design** | Not enough data | 7.8 (174 reviews) | 
| **Integration APIs** | Not enough data | 8.7 (223 reviews) | 

#### Platform

| Feature | Apache Ambari | 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):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)


**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), [ETL Tools](https://www.g2.com/categories/etl-tools), [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 | Apache Ambari | Databricks | 
|---|---|---|
| **Small-Business** | 19.0% | 14.2% | 
| **Mid-Market** | 9.5% | 37.4% | 
| **Enterprise** | 71.4% | 48.4% | 

### By Industry

#### Apache Ambari

- **Telecommunications:** 19.0%
- **Computer Software:** 14.3%
- **Banking:** 14.3%
- **Retail:** 9.5%
- **Marketing and Advertising:** 9.5%
- **Financial Services:** 9.5%
- **Utilities:** 4.8%
- **Public Policy:** 4.8%
- **Insurance:** 4.8%
- **Information Technology and Services:** 4.8%
- **Other:** 4.8%

#### Databricks

- **Information Technology and Services:** 12.8%
- **Financial Services:** 12.3%
- **Computer Software:** 8.0%
- **Consulting:** 4.9%
- **Manufacturing:** 4.5%
- **Hospital & Health Care:** 4.5%
- **Retail:** 4.0%
- **Airlines/Aviation:** 3.1%
- **Insurance:** 3.0%
- **Oil & Energy:** 2.9%
- **Other:** 39.9%

---
## Alternatives

### Alternatives to Apache Ambari

- [Amazon EMR](https://www.g2.com/products/amazon-emr/reviews) — 4.2/5 stars (70 reviews)
- [Google Cloud Managed Service for Apache Spark](https://www.g2.com/products/google-cloud-managed-service-for-apache-spark/reviews) — 4.4/5 stars (17 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (571 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Kyvos Semantic Layer](https://www.g2.com/products/kyvos-semantic-layer/reviews) — 4.8/5 stars (284 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 reviews)

### Alternatives to Databricks

- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 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 (1226 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (837 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 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 (800 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (208 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews)

---
## Top Discussions

### Apache Ambari

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/apache-ambari-vs-databricks)