# Databricks vs Neo4j Graph Data Science Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in providing a comprehensive data workflow solution, with users highlighting features like Genie, Lakehouse Connect, and streaming tables that streamline data processing and analysis. This all-in-one approach is particularly appreciated by enterprises looking to simplify their operations.
- **Users say** that Neo4j Graph Data Science stands out for its advanced analytics capabilities within the graph environment. Reviewers commend its performance updates and the effectiveness of its algorithms, such as the FastRP embedding algorithm, which facilitates fast and efficient recommendation systems.
- **According to verified reviews** , Databricks has a significantly higher overall satisfaction score, reflecting its strong market presence and user approval. Users frequently mention the intuitive notebook environment that enhances productivity by consolidating multiple tools into one platform.
- **Reviewers mention** that while Neo4j Graph Data Science offers robust support for specific machine learning tasks like community detection and similarity finding, some users express challenges with the overall user experience, indicating a need for improvements in usability and setup.
- **G2 reviewers highlight** that Databricks provides a smoother implementation process, with many users praising its quick onboarding and setup. This is contrasted with Neo4j, where some users have reported a steeper learning curve, particularly for those unfamiliar with graph databases.
- **Users report** that both platforms have strong support, but Databricks is noted for its centralized governance features through Unity Catalog, which enhances data management and access control, making it a preferred choice for enterprises focused on compliance and data security.



| | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 768 | 16 | 
| **Largest Market Segment** | Enterprise (44.0% of reviews) | Mid-Market (46.7% of reviews) | 
| **Entry Level Price** | No pricing available | Starting at $1.00 Per Month | 

---
## Top Pros & Cons

### Databricks

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

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

### Neo4j Graph Data Science

**Not enough data**

---
## Ratings Comparison
| Rating | Databricks | Neo4j Graph Data Science | 
|---|---|---|
  | **Meets Requirements** | 9.0 (600 reviews) | 9.0 (13 reviews) | 
  | **Ease of Use** | 8.9 (617 reviews) | 8.5 (13 reviews) | 
  | **Ease of Setup** | 8.7 (490 reviews) | 7.9 (8 reviews) | 
  | **Ease of Admin** | 8.4 (186 reviews) | 8.3 (8 reviews) | 
  | **Quality of Support** | 8.7 (577 reviews) | 8.8 (13 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (190 reviews) | 9.4 (8 reviews) | 
  | **Product Direction (% positive)** | 9.6 (588 reviews) | 9.1 (13 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Neo4j Graph Data Science

#### Entry-Level Pricing

Plan: AuraDS Professional

Price: Starting at $1.00 Per Month

Description: AuraDS Professional is the fastest way to take your graph data science experiments to production with monthly billing.

Key Features:
- 8-96GB (RAM) 
- Pay as you go: credit card or Google Cloudbilling
- Automated updates/patches

[Browse all 3 editions](https://www.g2.com/products/neo4j-graph-data-science/pricing)

#### Free Trial

No

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 206 |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Reports

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Reports Interface** | 8.5 (14 reviews) | Not enough data | 
| **Steps to Answer** | 7.9 (12 reviews) | Not enough data | 
| **Graphs and Charts** | 8.6 (13 reviews) | Not enough data | 
| **Score Cards** | 8.2 (10 reviews) | Not enough data | 
| **Dashboards** | 9.0 (17 reviews) | Not enough data | 

#### Data Preparation

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Connectors** | 9.0 (7 reviews) | Not enough data | 
| **Data Governance** | 9.0 (8 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Querying** | 9.1 (9 reviews) | Not enough data | 
| **Data Filtering** | 9.0 (8 reviews) | Not enough data | 
| **Data Blending** | 8.9 (9 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **AI Text Generation** | 9.2 (10 reviews) | Not enough data | 
| **AI Text Summarization** | 9.3 (7 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Autonomous Task Execution** | 9.4 (8 reviews) | Not enough data | 
| **Multi-step Planning** | 8.9 (6 reviews) | Not enough data | 
| **Cross-system Integration** | 8.6 (7 reviews) | Not enough data | 
| **Adaptive Learning** | 8.6 (7 reviews) | Not enough data | 
| **Natural Language Interaction** | 8.5 (8 reviews) | Not enough data | 
| **Proactive Assistance** | 9.3 (7 reviews) | Not enough data | 
| **Decision Making** | 9.4 (6 reviews) | Not enough data | 

#### Self Service 

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Calculated Fields** | 7.9 (11 reviews) | Not enough data | 
| **Data Column Filtering** | 7.9 (11 reviews) | Not enough data | 
| **Data Discovery** | 8.6 (12 reviews) | Not enough data | 
| **Search** | 8.2 (13 reviews) | Not enough data | 
| **Collaboration / Workflow** | 8.5 (13 reviews) | Not enough data | 
| **Automodeling** | 8.3 (10 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **No-code Dashboard Builder** | 8.3 (8 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 9.3 (9 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 8.8 (7 reviews) | Not enough data | 
| **Data Source Connectivity** | 9.3 (7 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Predictive Analytics** | 8.6 (13 reviews) | Not enough data | 
| **Data Visualization** | 8.5 (13 reviews) | Not enough data | 
| **Big Data Services** | 9.2 (15 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Large data handling and Query Speed** | 9.0 (8 reviews) | Not enough data | 
| **Concurrent User Support** | 9.7 (5 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Modeling and Governance** | 9.1 (9 reviews) | Not enough data | 
| **Notebook and Script Integration** | 8.7 (9 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 8.8 (7 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 8.8 (8 reviews) | Not enough data | 
| **Natural Language Queries** | 9.1 (9 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.0 (7 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 8.8 (8 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.3 (7 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.1 (9 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.5 (8 reviews) | Not enough data | 

#### Building Reports

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Transformation** | 9.0 (162 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (152 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (127 reviews) | Not enough data | 
| **Integration APIs** | 8.5 (155 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 117 |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Administration

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Modelling** | 8.8 (100 reviews) | Not enough data | 
| **Recommendations** | 8.6 (94 reviews) | Not enough data | 
| **Workflow Management** | 9.0 (95 reviews) | Not enough data | 
| **Dashboards and Visualizations** | 8.7 (99 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Business Glossary** | 8.5 (88 reviews) | Not enough data | 
| **Data Discovery** | 8.6 (87 reviews) | Not enough data | 
| **Data Profililng** | 8.7 (89 reviews) | Not enough data | 
| **Reporting and Visualization** | 8.5 (88 reviews) | Not enough data | 
| **Data Lineage** | 8.8 (87 reviews) | Not enough data | 

#### Compliance

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Sensitive Data Compliance** | 8.9 (100 reviews) | Not enough data | 
| **Training and Guidelines** | 8.7 (93 reviews) | Not enough data | 
| **Policy Enforcement** | 8.9 (95 reviews) | Not enough data | 
| **Compliance Monitoring** | 8.7 (96 reviews) | Not enough data | 

#### Security

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Access Control** | 9.0 (89 reviews) | Not enough data | 
| **Roles Management** | 8.9 (87 reviews) | Not enough data | 
| **Compliance Management** | 8.8 (87 reviews) | Not enough data | 

#### Data Quality

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Preparation** | 9.0 (95 reviews) | Not enough data | 
| **Data Distribution** | 8.7 (94 reviews) | Not enough data | 
| **Data Unification** | 9.0 (95 reviews) | Not enough data | 

#### Maintainence

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Quality Management** | 8.7 (86 reviews) | Not enough data | 
| **Policy Management** | 8.8 (85 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **AI Text Generation** | 8.4 (83 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (82 reviews) | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Autonomous Task Execution** | 8.6 (11 reviews) | Not enough data | 
| **Multi-step Planning** | 8.9 (12 reviews) | Not enough data | 
| **Cross-system Integration** | 9.1 (15 reviews) | Not enough data | 
| **Adaptive Learning** | 8.6 (13 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.1 (13 reviews) | Not enough data | 
| **Decision Making** | 9.0 (14 reviews) | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 192 |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Management

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Reporting** | 8.6 (173 reviews) | Not enough data | 
| **Auditing** | 8.5 (165 reviews) | Not enough data | 

#### Functionality

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Extraction** | 9.1 (177 reviews) | Not enough data | 
| **Transformation** | 9.2 (179 reviews) | Not enough data | 
| **Loading** | 9.1 (174 reviews) | Not enough data | 
| **Automation** | 9.0 (169 reviews) | Not enough data | 
| **Scalability** | 9.1 (170 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 79 |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Deployment

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Language Flexibility** | 8.9 (65 reviews) | Not enough data | 
| **Framework Flexibility** | 8.9 (64 reviews) | Not enough data | 
| **Versioning** | 8.9 (66 reviews) | Not enough data | 
| **Ease of Deployment** | 8.9 (66 reviews) | Not enough data | 
| **Scalability** | 9.0 (68 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Language Flexibility** | 8.9 (62 reviews) | Not enough data | 
| **Framework Flexibility** | 8.8 (62 reviews) | Not enough data | 
| **Versioning** | 8.6 (66 reviews) | Not enough data | 
| **Ease of Deployment** | 8.9 (65 reviews) | Not enough data | 
| **Scalability** | 9.0 (66 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Cataloging** | 9.0 (64 reviews) | Not enough data | 
| **Monitoring** | 8.9 (66 reviews) | Not enough data | 
| **Governing** | 9.2 (61 reviews) | Not enough data | 
| **Model Registry** | 9.0 (69 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Metrics** | 8.7 (62 reviews) | Not enough data | 
| **Infrastructure management** | 8.8 (62 reviews) | Not enough data | 
| **Collaboration** | 9.0 (63 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Cataloging** | 8.8 (61 reviews) | Not enough data | 
| **Monitoring** | 8.7 (61 reviews) | Not enough data | 
| **Governing** | 9.1 (59 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **AI Text Generation** | 8.4 (29 reviews) | Not enough data | 
| **AI Text Summarization** | 8.3 (29 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.6/10 | 220 |
| **Neo4j Graph Data Science** | N/A | N/A |

#### System

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (181 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Language Support** | 8.8 (186 reviews) | Not enough data | 
| **Drag and Drop** | 8.0 (189 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.3 (187 reviews) | Not enough data | 
| **Model Training** | 8.7 (192 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Feature Engineering** | 8.5 (173 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Computer Vision** | 8.2 (175 reviews) | Not enough data | 
| **Natural Language Processing** | 8.5 (181 reviews) | Not enough data | 
| **Natural Language Generation** | 8.3 (173 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.2 (173 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (159 reviews) | Not enough data | 
| **Deep Learning** | 8.4 (161 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Managed Service** | 8.5 (180 reviews) | Not enough data | 
| **Application** | 8.7 (181 reviews) | Not enough data | 
| **Scalability** | 9.0 (189 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **AI Text Generation** | 8.2 (87 reviews) | Not enough data | 
| **AI Text Summarization** | 8.4 (88 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.6 (87 reviews) | Not enough data | 

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

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Autonomous Task Execution** | 9.3 (9 reviews) | Not enough data | 
| **Multi-step Planning** | 8.5 (8 reviews) | Not enough data | 
| **Cross-system Integration** | 8.3 (9 reviews) | Not enough data | 
| **Adaptive Learning** | 8.8 (8 reviews) | Not enough data | 
| **Natural Language Interaction** | 9.2 (11 reviews) | Not enough data | 
| **Proactive Assistance** | 8.8 (7 reviews) | Not enough data | 
| **Decision Making** | 9.4 (8 reviews) | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 207 |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Data Management

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Integration** | 9.1 (189 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.9 (182 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.9 (183 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.8 (181 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.7 (169 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 9.1 (173 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **AI/ ML Integration** | 8.8 (172 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.8 (169 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 9.1 (177 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **On-Premise** | 7.9 (157 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.2 (180 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Scalability** | 9.2 (182 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Governance** | 8.9 (173 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 8.9 (169 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **AI Text Generation** | 8.5 (78 reviews) | Not enough data | 
| **AI Text Summarization** | 8.4 (77 reviews) | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Management

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 81 |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Data Management

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Integration** | 9.0 (70 reviews) | Not enough data | 
| **Metadata** | 8.8 (72 reviews) | Not enough data | 
| **Self-service** | 8.9 (71 reviews) | Not enough data | 
| **Automated workflows** | 9.2 (71 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Autonomous Task Execution** | 9.2 (11 reviews) | Not enough data | 
| **Multi-step Planning** | 9.1 (9 reviews) | Not enough data | 
| **Cross-system Integration** | 9.1 (11 reviews) | Not enough data | 
| **Adaptive Learning** | 9.2 (10 reviews) | Not enough data | 
| **Decision Making** | 9.5 (10 reviews) | Not enough data | 

#### Analytics

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Analytics capabilities** | 8.9 (70 reviews) | Not enough data | 
| **Dasboard visualizations** | 8.6 (69 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Observability** | 8.6 (69 reviews) | Not enough data | 
| **Testing capabilities** | 8.6 (70 reviews) | Not enough data | 

#### Cloud Deployment

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Hybrid cloud support** | 9.0 (65 reviews) | Not enough data | 
| **Cloud migration capabilities** | 9.0 (66 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **AI Text Generation** | 9.0 (38 reviews) | Not enough data | 
| **AI Text Summarization** | 8.9 (38 reviews) | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Integration** | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Training Data** | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | 
| **Algorithm** | Not enough data | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | 

### Graph Visualization Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Data Integration - Graph Visualization Tools

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Database Connectivity** | Not enough data | Not enough data | 
| **Real-time data support** | Not enough data | Not enough data | 

#### Customization - Graph Visualization Tools

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Dynamic Scaling** | Not enough data | Not enough data | 
| **Node and edge styling** | Not enough data | Not enough data | 

#### Collaboration and Usability - Graph Visualization Tools

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Multiuser collaboration** | Not enough data | Not enough data | 

#### Integration and Extensibility - Graph Visualization Tools

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **API Support** | Not enough data | Not enough data | 

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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 | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Neo4j Graph Data Science** | 8.9/10 | 6 |

#### Statistical Tool

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Scripting** | Not enough data | 8.9 (6 reviews) | 
| **Data Mining** | Not enough data | 8.6 (6 reviews) | 
| **Algorithms** | Not enough data | 9.2 (6 reviews) | 

#### Data Analysis

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Analysis** | Not enough data | 9.4 (6 reviews) | 
| **Data Interaction** | Not enough data | 9.3 (5 reviews) | 

#### Decision Making

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Modeling** | Not enough data | 9.2 (6 reviews) | 
| **Data Visualizations** | Not enough data | 8.3 (5 reviews) | 
| **Report Generation** | Not enough data | 8.1 (6 reviews) | 
| **Data Unification** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 325 |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Database

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Real-Time Data Collection** | 8.7 (237 reviews) | Not enough data | 
| **Data Distribution** | 8.9 (245 reviews) | Not enough data | 
| **Data Lake** | 9.3 (265 reviews) | Not enough data | 

#### Integrations

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Hadoop Integration** | 8.3 (218 reviews) | Not enough data | 
| **Spark Integration** | 9.1 (270 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Machine Scaling** | 9.0 (265 reviews) | Not enough data | 
| **Data Preparation** | 8.9 (253 reviews) | Not enough data | 
| **Spark Integration** | 9.1 (270 reviews) | Not enough data | 

#### Processing

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Cloud Processing** | 9.1 (249 reviews) | Not enough data | 
| **Workload Processing** | 9.0 (257 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 263 |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Data Transformation

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (228 reviews) | Not enough data | 
| **Data Querying** | 9.1 (237 reviews) | Not enough data | 

#### Connectivity

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Hadoop Integration** | 8.7 (207 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (232 reviews) | Not enough data | 
| **Multi-Source Analysis** | 9.0 (222 reviews) | Not enough data | 
| **Data Lake** | 9.2 (231 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Visualization** | 8.4 (229 reviews) | Not enough data | 
| **Data Workflow** | 8.8 (228 reviews) | Not enough data | 
| **Governed Discovery** | 8.7 (215 reviews) | Not enough data | 
| **Embedded Analytics** | 8.6 (212 reviews) | Not enough data | 
| **Notebooks** | 9.3 (233 reviews) | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.5/10 | 191 |
| **Neo4j Graph Data Science** | N/A | N/A |

#### Building Reports

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Data Transformation** | 9.0 (162 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (152 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (127 reviews) | Not enough data | 
| **Integration APIs** | 8.5 (155 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **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

**Unique to Databricks (13):** [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 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)

**Unique to Neo4j Graph Data Science (3):** [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Graph Visualization Tools Software](https://www.g2.com/categories/graph-visualization-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | Neo4j Graph Data Science | 
|---|---|---|
| **Small-Business** | 16.0% | 33.3% | 
| **Mid-Market** | 40.1% | 46.7% | 
| **Enterprise** | 44.0% | 20.0% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 15.9%
- **Financial Services:** 10.3%
- **Computer Software:** 8.7%
- **Consulting:** 3.9%
- **Hospital & Health Care:** 3.8%
- **Retail:** 3.4%
- **Insurance:** 3.1%
- **Marketing and Advertising:** 3.1%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.7%
- **Other:** 42.2%

#### Neo4j Graph Data Science

- **Computer Software:** 26.7%
- **Marketing and Advertising:** 13.3%
- **Information Technology and Services:** 13.3%
- **Biotechnology:** 13.3%
- **Sports:** 6.7%
- **Health, Wellness and Fitness:** 6.7%
- **Financial Services:** 6.7%
- **Consumer Goods:** 6.7%
- **Banking:** 6.7%

---
## Alternatives

### 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 (743 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 (1235 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 (656 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)

### Alternatives to Neo4j Graph Data Science

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3650 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (691 reviews)
- [Adobe Analytics](https://www.g2.com/products/adobe-analytics/reviews) — 4.2/5 stars (1215 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1943 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Clari](https://www.g2.com/products/clari/reviews) — 4.6/5 stars (5602 reviews)

---
## Top Discussions

### 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..."

### Neo4j Graph Data Science

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/databricks-vs-neo4j-graph-data-science)