# Neo4j Graph Database vs Snowflake Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Snowflake excels in providing a stable and efficient environment for data management, with users highlighting its ability to handle large datasets without freezing. This reliability is crucial for daily reporting tasks, making it a preferred choice for business analysts who need consistent performance.
- **Users say** that Neo4j stands out for its intuitive modeling of complex relationships, particularly beneficial for applications dealing with interconnected data. Reviewers appreciate how easily they can create graphs and visualize data, which is essential for projects in fields like arts and culture.
- **According to verified reviews** , Snowflake's SQL querying capabilities are praised for their efficiency, allowing users to set up data pipelines with ease. This feature significantly enhances productivity, especially for teams that rely on quick data retrieval and analysis.
- **Reviewers mention** that Neo4j's Cypher syntax is beginner-friendly, making it accessible for users who may not have extensive database experience. This ease of use is a strong selling point for small businesses looking to implement graph databases without a steep learning curve.
- **G2 reviewers highlight** that while both platforms offer solid support, Snowflake edges out slightly with its higher quality of support ratings. Users report that they rarely need assistance, indicating a user-friendly interface that minimizes the need for external help.
- **Users express** that Neo4j's free entry-level pricing is attractive for small businesses, allowing them to explore graph database capabilities without financial commitment. In contrast, Snowflake's pricing model, while offering robust features, may be a consideration for budget-conscious teams.



| | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 133 | 743 | 
| **Largest Market Segment** | Small-Business (43.5% of reviews) | Mid-Market (44.8% of reviews) | 
| **Entry Level Price** | Free | $2 Compute/Hour | 

---
## Top Pros & Cons

### Neo4j Graph Database

Pros:
- Ease of Use (2 reviews)
- Features (2 reviews)

Cons:
- Learning Curve (2 reviews)
- Backup Issues (1 reviews)

### Snowflake

Pros:
- Ease of Use (89 reviews)
- Scalability (68 reviews)

Cons:
- Expensive (53 reviews)
- Cost (36 reviews)

---
## Ratings Comparison
| Rating | Neo4j Graph Database | Snowflake | 
|---|---|---|
  | **Meets Requirements** | 8.5 (73 reviews) | 9.1 (570 reviews) | 
  | **Ease of Use** | 8.2 (75 reviews) | 9.0 (607 reviews) | 
  | **Ease of Setup** | 8.7 (31 reviews) | 9.0 (391 reviews) | 
  | **Ease of Admin** | 8.0 (28 reviews) | 8.6 (211 reviews) | 
  | **Quality of Support** | 8.5 (64 reviews) | 8.7 (523 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.8 (24 reviews) | 9.0 (213 reviews) | 
  | **Product Direction (% positive)** | 9.0 (68 reviews) | 9.2 (538 reviews) | 

---
## Pricing

### Neo4j Graph Database

#### Entry-Level Pricing

Plan: AuraDB Free

Price: Free

Description: A fully-managed graph database for free; no commitment required.

Key Features:
- console.neo4j.io

[Learn more about Neo4j Graph Database](https://www.g2.com/products/neo4j-graph-database/reviews)

#### Free Trial

Yes

### Snowflake

#### Entry-Level Pricing

Plan: Standard

Price: $2 Compute/Hour

Description: Compute usage is billed on a per-second basis, with a minimum of 60 seconds. You can secure price discounts with pre-purchased Snowflake capacity options. 

Key Features:
- Complete SQL Data Warehouse
- Secure Data Sharing across regions / clouds
- Premier Support 24 x 365

[Browse all 4 editions](https://www.g2.com/products/snowflake/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Administration

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Modelling** | Not enough data | Not enough data | 
| **Recommendations** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Dashboards and Visualizations** | Not enough data | Not enough data | 

#### Management

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Business Glossary** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Data Profililng** | Not enough data | Not enough data | 
| **Reporting and Visualization** | Not enough data | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | 

#### Compliance

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | Not enough data | 
| **Training and Guidelines** | Not enough data | Not enough data | 
| **Policy Enforcement** | Not enough data | Not enough data | 
| **Compliance Monitoring** | Not enough data | Not enough data | 

#### Security

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Access Control** | Not enough data | Not enough data | 
| **Roles Management** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 

#### Data Quality

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Preparation** | Not enough data | Not enough data | 
| **Data Distribution** | Not enough data | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | 

#### Maintainence

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | 
| **Policy Management** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | N/A | N/A |
| **Snowflake** | 9.2/10 | 14 |

#### Deployment

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.2 (13 reviews) | 
| **Framework Flexibility** | Not enough data | 9.0 (13 reviews) | 
| **Versioning** | Not enough data | 9.1 (13 reviews) | 
| **Ease of Deployment** | Not enough data | 9.4 (13 reviews) | 
| **Scalability** | Not enough data | 9.4 (13 reviews) | 

#### Deployment

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.4 (11 reviews) | 
| **Framework Flexibility** | Not enough data | 9.5 (11 reviews) | 
| **Versioning** | Not enough data | 9.5 (11 reviews) | 
| **Ease of Deployment** | Not enough data | 9.5 (11 reviews) | 
| **Scalability** | Not enough data | 9.4 (11 reviews) | 

#### Management

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Cataloging** | Not enough data | 9.0 (13 reviews) | 
| **Monitoring** | Not enough data | 9.0 (12 reviews) | 
| **Governing** | Not enough data | 9.2 (13 reviews) | 
| **Model Registry** | Not enough data | 9.1 (13 reviews) | 

#### Operations

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Metrics** | Not enough data | 8.9 (11 reviews) | 
| **Infrastructure management** | Not enough data | 8.9 (11 reviews) | 
| **Collaboration** | Not enough data | 9.5 (11 reviews) | 

#### Management

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Cataloging** | Not enough data | 9.2 (11 reviews) | 
| **Monitoring** | Not enough data | 9.3 (10 reviews) | 
| **Governing** | Not enough data | 8.8 (11 reviews) | 

#### Generative AI

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (11 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (11 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | N/A | N/A |
| **Snowflake** | 8.6/10 | 37 |

#### System

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 9.2 (30 reviews) | 

#### Model Development

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Language Support** | Not enough data | 9.1 (31 reviews) | 
| **Drag and Drop** | Not enough data | 8.6 (29 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.3 (29 reviews) | 
| **Model Training** | Not enough data | 8.8 (30 reviews) | 

#### Model Development

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Feature Engineering** | Not enough data | 8.8 (28 reviews) | 

#### Machine/Deep Learning Services

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Computer Vision** | Not enough data | 8.6 (29 reviews) | 
| **Natural Language Processing** | Not enough data | 8.6 (29 reviews) | 
| **Natural Language Generation** | Not enough data | 8.4 (29 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.4 (28 reviews) | 

#### Machine/Deep Learning Services

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.6 (28 reviews) | 
| **Deep Learning** | Not enough data | 8.5 (25 reviews) | 

#### Deployment

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Managed Service** | Not enough data | 9.1 (31 reviews) | 
| **Application** | Not enough data | 9.0 (28 reviews) | 
| **Scalability** | Not enough data | 9.2 (30 reviews) | 

#### Generative AI

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.5 (27 reviews) | 
| **AI Text Summarization** | Not enough data | 8.4 (26 reviews) | 
| **AI Text-to-Image** | Not enough data | 8.5 (26 reviews) | 

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

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.3 (14 reviews) | 
| **Multi-step Planning** | Not enough data | 8.3 (14 reviews) | 
| **Cross-system Integration** | Not enough data | 8.5 (14 reviews) | 
| **Adaptive Learning** | Not enough data | 8.6 (14 reviews) | 
| **Natural Language Interaction** | Not enough data | 8.3 (14 reviews) | 
| **Proactive Assistance** | Not enough data | 8.4 (15 reviews) | 
| **Decision Making** | Not enough data | 8.3 (14 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | N/A | N/A |
| **Snowflake** | 8.7/10 | 279 |

#### Data Management

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (215 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.9 (179 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 9.1 (189 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.4 (188 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.2 (167 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 8.7 (168 reviews) ✓ Verified | 

#### Integration

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.3 (165 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 9.0 (200 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 8.9 (171 reviews) ✓ Verified | 

#### Deployment

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **On-Premise** | Not enough data | 7.8 (147 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.3 (208 reviews) ✓ Verified | 

#### Performance 

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Scalability** | Not enough data | 9.4 (221 reviews) ✓ Verified | 

#### Security

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Governance** | Not enough data | 8.9 (190 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.1 (198 reviews) ✓ Verified | 

#### Generative AI

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.0 (85 reviews) | 
| **AI Text Summarization** | Not enough data | 8.1 (83 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | N/A | N/A |
| **Snowflake** | 9.2/10 | 108 |

#### Management

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data dictionary** | Not enough data | 9.0 (86 reviews) | 
| **Data Replication** | Not enough data | 9.1 (86 reviews) | 
| **Query Language** | Not enough data | 9.4 (92 reviews) | 
| **Data Modeling** | Not enough data | 9.0 (91 reviews) | 
| **Performance Analysis** | Not enough data | 9.1 (90 reviews) | 

#### Maintenance

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Migration** | Not enough data | 9.3 (88 reviews) | 
| **Backup and Recovery** | Not enough data | 9.0 (88 reviews) | 
| **Multi-User Environment** | Not enough data | 9.3 (90 reviews) | 

#### Security

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Encryption** | Not enough data | 9.3 (88 reviews) | 
| **User Access Control** | Not enough data | 9.2 (92 reviews) | 

### Graph Databases

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | 7.5/10 | 23 |
| **Snowflake** | N/A | N/A |

#### Data Management

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Model** | 7.7 (22 reviews) | Not enough data | 
| **Data Types** | 8.3 (20 reviews) | Not enough data | 
| **Built - In Search** | 8.0 (20 reviews) | Not enough data | 
| **Event Triggers** | 7.5 (14 reviews) | Not enough data | 
| **Query Language** | 8.2 (21 reviews) | Not enough data | 

#### Availability

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Auto Sharding** | 7.1 (12 reviews) | Not enough data | 
| **Auto Recovery** | 6.9 (13 reviews) | Not enough data | 

#### Performance

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Query Optimization** | 7.4 (19 reviews) | Not enough data | 

#### Security

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Role-Based Authorization** | 7.9 (15 reviews) | Not enough data | 
| **Authentication** | 8.0 (16 reviews) | Not enough data | 
| **Audit Logs** | 7.6 (15 reviews) | Not enough data | 
| **Encryption** | 7.1 (14 reviews) | Not enough data | 

#### Support

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Multi-Model** | 7.2 (15 reviews) | Not enough data | 
| **BI Connectors** | 6.2 (15 reviews) | Not enough data | 
| **Operating Systems** | 7.7 (17 reviews) | Not enough data | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | N/A | N/A |
| **Snowflake** | 9.2/10 | 52 |

#### Storage

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Model** | Not enough data | 9.2 (45 reviews) | 
| **Data Types** | Not enough data | 9.2 (45 reviews) | 

#### Availability

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Auto Sharding** | Not enough data | 9.1 (40 reviews) | 
| **Auto Recovery** | Not enough data | 9.2 (38 reviews) | 
| **Data Replication** | Not enough data | 9.2 (42 reviews) | 

#### Performance

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Integrated Cache** | Not enough data | 9.2 (45 reviews) | 

#### Security

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Role-Based Authorization** | Not enough data | 9.1 (45 reviews) | 
| **Authentication** | Not enough data | 9.2 (46 reviews) | 
| **Audit Logs** | Not enough data | 8.9 (39 reviews) | 
| **Encryption** | Not enough data | 9.2 (39 reviews) | 

#### Support

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Multi-Model** | Not enough data | 9.2 (37 reviews) | 
| **Operating Systems** | Not enough data | 9.2 (36 reviews) | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | N/A | N/A |
| **Snowflake** | 9.2/10 | 27 |

#### Centralized computation

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Centralized Computation** | Not enough data | 9.3 (26 reviews) | 

#### Localized computation

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Localized computation** | Not enough data | 9.1 (25 reviews) | 

### Database as a Service (DBaaS)

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Configuration

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Application Performance** | Not enough data | Not enough data | 
| **Orchestration** | Not enough data | Not enough data | 
| **Database Monitoring** | Not enough data | Not enough data | 
| **Anomaly Detection** | Not enough data | Not enough data | 
| **Network Security** | Not enough data | Not enough data | 

#### Database Administration

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Provisioning** | Not enough data | Not enough data | 
| **Governance** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Availability

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Scalability** | Not enough data | Not enough data | 
| **Backup** | Not enough data | Not enough data | 
| **Archiving** | Not enough data | Not enough data | 
| **Indexing** | Not enough data | Not enough data | 

#### Security

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Masking** | Not enough data | Not enough data | 
| **Authentication And Single Sign-On** | Not enough data | Not enough data | 
| **Data Anonymization** | Not enough data | Not enough data | 

#### Data Management

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Replication** | Not enough data | Not enough data | 
| **Advanced Data Analytics** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | N/A | N/A |
| **Snowflake** | 9.0/10 | 119 |

#### Database

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 9.0 (101 reviews) | 
| **Data Distribution** | Not enough data | 9.3 (103 reviews) | 
| **Data Lake** | Not enough data | 9.3 (98 reviews) | 

#### Integrations

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.7 (78 reviews) | 
| **Spark Integration** | Not enough data | 8.7 (83 reviews) | 

#### Platform

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Machine Scaling** | Not enough data | 9.1 (94 reviews) | 
| **Data Preparation** | Not enough data | 9.0 (100 reviews) | 
| **Spark Integration** | Not enough data | 8.7 (83 reviews) | 

#### Processing

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Cloud Processing** | Not enough data | 9.3 (100 reviews) | 
| **Workload Processing** | Not enough data | 9.1 (98 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | N/A | N/A |
| **Snowflake** | 9.0/10 | 104 |

#### Data Transformation

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 9.2 (92 reviews) | 
| **Data Querying** | Not enough data | 9.4 (92 reviews) | 

#### Connectivity

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.6 (80 reviews) | 
| **Spark Integration** | Not enough data | 8.7 (81 reviews) | 
| **Multi-Source Analysis** | Not enough data | 9.1 (85 reviews) | 
| **Data Lake** | Not enough data | 9.1 (85 reviews) | 

#### Operations

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.6 (90 reviews) | 
| **Data Workflow** | Not enough data | 9.2 (83 reviews) | 
| **Governed Discovery** | Not enough data | 8.9 (77 reviews) | 
| **Embedded Analytics** | Not enough data | 8.8 (82 reviews) | 
| **Notebooks** | Not enough data | 8.7 (82 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Neo4j Graph Database** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Building Reports

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | 

#### Platform

| Feature | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **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):** [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms)

**Unique to Neo4j Graph Database (2):** [Graph Databases](https://www.g2.com/categories/graph-databases), [Database as a Service (DBaaS) Providers](https://www.g2.com/categories/database-as-a-service-dbaas)

**Unique to Snowflake (9):** [Data Clean Room Software](https://www.g2.com/categories/data-clean-room), [Columnar Databases](https://www.g2.com/categories/columnar-databases), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [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), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | Neo4j Graph Database | Snowflake | 
|---|---|---|
| **Small-Business** | 43.5% | 12.9% | 
| **Mid-Market** | 29.8% | 44.8% | 
| **Enterprise** | 26.7% | 42.3% | 

### By Industry

#### Neo4j Graph Database

- **Computer Software:** 25.2%
- **Information Technology and Services:** 16.8%
- **Internet:** 5.3%
- **Telecommunications:** 4.6%
- **Hospital & Health Care:** 3.1%
- **Higher Education:** 3.1%
- **Financial Services:** 3.1%
- **Marketing and Advertising:** 3.1%
- **Transportation/Trucking/Railroad:** 2.3%
- **Pharmaceuticals:** 2.3%
- **Other:** 31.3%

#### Snowflake

- **Information Technology and Services:** 15.4%
- **Computer Software:** 14.0%
- **Financial Services:** 9.8%
- **Marketing and Advertising:** 4.4%
- **Hospital & Health Care:** 3.4%
- **Retail:** 3.4%
- **Insurance:** 3.2%
- **Information Services:** 2.6%
- **Logistics and Supply Chain:** 2.3%
- **Internet:** 2.2%
- **Other:** 39.3%

---
## Alternatives

### Alternatives to Neo4j Graph Database

- [Arango](https://www.g2.com/products/arango/reviews) — 4.6/5 stars (115 reviews)
- [Azure Cosmos DB](https://www.g2.com/products/azure-cosmos-db/reviews) — 4.2/5 stars (68 reviews)
- [Amazon Neptune](https://www.g2.com/products/amazon-neptune/reviews) — 4.4/5 stars (30 reviews)
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- [Redis Software](https://www.g2.com/products/redis-software/reviews) — 4.5/5 stars (134 reviews)
- [Amazon DynamoDB](https://www.g2.com/products/amazon-web-services-aws-amazon-dynamodb/reviews) — 4.4/5 stars (530 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2275 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [OrientDB](https://www.g2.com/products/orientdb/reviews) — 3.9/5 stars (60 reviews)
- [Amazon Relational Database Service (RDS)](https://www.g2.com/products/amazon-relational-database-service-rds/reviews) — 4.5/5 stars (906 reviews)

### Alternatives to Snowflake

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (768 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1235 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (373 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [OpenText Vertica](https://www.g2.com/products/opentext-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2275 reviews)

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## Top Discussions

### Neo4j Graph Database

- Title: [Is neo4j enterprise free?](https://www.g2.com/discussions/is-neo4j-enterprise-free) — 2 comments
  > **Top comment:** "If you are a student aiming to be acquire new-age data science skills; enroll for an academic course and you can use it for free for certification purposes. "
- Title: [What is neo4j good for?](https://www.g2.com/discussions/what-is-neo4j-good-for) — 2 comments
  > **Top comment:** "Information has always been served in tabular forms majorly due to the early requirements of the banking industry. Soon, spreadsheets became a tool to assess..."
- Title: [What companies use neo4j?](https://www.g2.com/discussions/what-companies-use-neo4j) — 1 comment *(includes official response)*
  > **Top comment:** "Great question. This page https://neo4j.com/customers/ has a shortlist of referenceable customers.  Comcast, eBay, Adobe, and Microsoft, to name a few. "
- Title: [What are some of the benefits provided by the neo4j DBMS?](https://www.g2.com/discussions/what-are-some-of-the-benefits-provided-by-the-neo4j-dbms) — 1 comment
  > **Top comment:** "Very easy to grow database schema over time"

### Snowflake

- Title: [What's the best way to manage change data capture in Snowflake?](https://www.g2.com/discussions/what-s-the-best-way-to-manage-change-data-capture-in-snowflake) — 4 comments, 2 upvotes
  > **Top comment:** "Do. It in the upstream source system using. Somethjng like aws DMS"
- Title: [What is Snowflake used for?](https://www.g2.com/discussions/what-is-snowflake-used-for) — 2 comments, 1 upvote
  > **Top comment:** "For ETL, Data warehouse and data management. "
- Title: [Snowflake - how to connect to Snowflake using NodeJS](https://www.g2.com/discussions/snowflake-how-to-connect-to-snowflake-using-nodejs) — 2 comments, 1 upvote
  > **Top comment:** "Does this help? https://www.ameexusa.com/blogs/connecting-node-js-snowflake"
- Title: [What is the difference between Snowflake vs Redshift? Which one is Good to Learn.](https://www.g2.com/discussions/what-is-the-difference-between-snowflake-vs-redshift-which-one-is-good-to-learn) — 2 comments, 1 upvote
  > **Top comment:** "I have take up the Snowflake and it is the much interesting on than Redshift. You can for other courses from https://attariclasses.in/"
- Title: [which is best snowflake or My sql](https://www.g2.com/discussions/which-is-best-snowflake-or-my-sql) — 2 comments, 1 upvote
  > **Top comment:** "Depends on your needs.  MySQL is open source/free.   It or Postgres (another open source db) is good for pretty much any normal need.   You can install on..."

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