# Spark, Teradata Vantage vs Snowflake Comparison

| | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.3 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 54 | 373 | 740 | 
| **Largest Market Segment** | Enterprise (40.7% of reviews) | Enterprise (66.9% of reviews) | Mid-Market (44.9% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | $2 Compute/Hour | 

---
## Top Pros & Cons

### Spark

**Not enough data**

### Teradata Vantage

Pros:
- Performance (16 reviews)
- Speed (13 reviews)

Cons:
- Learning Curve (10 reviews)
- Steep Learning Curve (5 reviews)

### Snowflake

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

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

---
## Ratings Comparison
| Rating | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
  | **Meets Requirements** | 8.4 (51 reviews) | 8.7 (288 reviews) | 9.1 (568 reviews) | 
  | **Ease of Use** | 8.6 (53 reviews) | 8.3 (291 reviews) | 9.0 (604 reviews) | 
  | **Ease of Setup** | 8.3 (15 reviews) | 8.0 (150 reviews) | 9.0 (388 reviews) | 
  | **Ease of Admin** | 8.2 (11 reviews) | 8.0 (111 reviews) | 8.6 (211 reviews) | 
  | **Quality of Support** | 7.5 (46 reviews) | 8.3 (270 reviews) | 8.7 (521 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.1 (8 reviews) | 8.2 (113 reviews) | 9.0 (213 reviews) | 
  | **Product Direction (% positive)** | 7.2 (50 reviews) | 8.3 (288 reviews) | 9.2 (535 reviews) | 

---
## Pricing

### Spark

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Teradata Vantage

#### Entry-Level Pricing

No pricing available

#### 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

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | 7.8/10 | 102 |
| **Snowflake** | N/A | N/A |

#### Reports

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Reports Interface** | Not enough data | 7.7 (64 reviews) | Not enough data | 
| **Steps to Answer** | Not enough data | 8.1 (63 reviews) | Not enough data | 
| **Graphs and Charts** | Not enough data | 7.0 (61 reviews) | Not enough data | 
| **Score Cards** | Not enough data | 7.5 (61 reviews) | Not enough data | 
| **Dashboards** | Not enough data | 7.4 (57 reviews) | Not enough data | 

#### Data Preparation

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Connectors** | Not enough data | 8.3 (52 reviews) | Not enough data | 
| **Data Governance** | Not enough data | 8.2 (50 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Querying** | Not enough data | 9.0 (46 reviews) | Not enough data | 
| **Data Filtering** | Not enough data | 8.8 (45 reviews) | Not enough data | 
| **Data Blending** | Not enough data | 8.1 (44 reviews) | Not enough data | 

#### Generative AI

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 6.5 (39 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 6.4 (38 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Self Service 

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | 8.4 (60 reviews) | Not enough data | 
| **Data Column Filtering** | Not enough data | 8.5 (62 reviews) | Not enough data | 
| **Data Discovery** | Not enough data | 8.4 (62 reviews) | Not enough data | 
| **Search** | Not enough data | 8.1 (61 reviews) | Not enough data | 
| **Collaboration / Workflow** | Not enough data | 7.7 (61 reviews) | Not enough data | 
| **Automodeling** | Not enough data | 7.2 (57 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | Not enough data | 
| **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | 7.9 (62 reviews) | Not enough data | 
| **Data Visualization** | Not enough data | 7.0 (62 reviews) | Not enough data | 
| **Big Data Services** | Not enough data | 8.3 (59 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | Not enough data | 
| **Notebook and Script Integration** | Not enough data | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Queries** | Not enough data | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | Not enough data | 

#### Building Reports

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Transformation** | Not enough data | 8.5 (91 reviews) | Not enough data | 
| **Data Modeling** | Not enough data | 8.4 (87 reviews) | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | 7.2 (79 reviews) | Not enough data | 
| **Integration APIs** | Not enough data | 7.8 (82 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | 8.0/10 | 24 |
| **Snowflake** | N/A | N/A |

#### Administration

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Modelling** | Not enough data | 8.7 (21 reviews) | Not enough data | 
| **Recommendations** | Not enough data | 8.2 (20 reviews) | Not enough data | 
| **Workflow Management** | Not enough data | 8.1 (19 reviews) | Not enough data | 
| **Dashboards and Visualizations** | Not enough data | 7.0 (19 reviews) | Not enough data | 

#### Management

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Business Glossary** | Not enough data | 8.0 (20 reviews) | Not enough data | 
| **Data Discovery** | Not enough data | 8.2 (19 reviews) | Not enough data | 
| **Data Profililng** | Not enough data | 7.9 (21 reviews) | Not enough data | 
| **Reporting and Visualization** | Not enough data | 7.7 (20 reviews) | Not enough data | 
| **Data Lineage** | Not enough data | 7.1 (20 reviews) | Not enough data | 

#### Compliance

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Sensitive Data Compliance** | Not enough data | 8.7 (21 reviews) | Not enough data | 
| **Training and Guidelines** | Not enough data | 8.3 (21 reviews) | Not enough data | 
| **Policy Enforcement** | Not enough data | 8.8 (20 reviews) | Not enough data | 
| **Compliance Monitoring** | Not enough data | 8.7 (19 reviews) | Not enough data | 

#### Security

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Access Control** | Not enough data | 8.8 (20 reviews) | Not enough data | 
| **Roles Management** | Not enough data | 8.8 (20 reviews) | Not enough data | 
| **Compliance Management** | Not enough data | 8.1 (19 reviews) | Not enough data | 

#### Data Quality

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Preparation** | Not enough data | 8.7 (21 reviews) | Not enough data | 
| **Data Distribution** | Not enough data | 8.9 (21 reviews) | Not enough data | 
| **Data Unification** | Not enough data | 8.5 (20 reviews) | Not enough data | 

#### Maintainence

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Quality Management** | Not enough data | 8.4 (19 reviews) | Not enough data | 
| **Policy Management** | Not enough data | 8.0 (19 reviews) | Not enough data | 

#### Generative AI

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 5.6 (18 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 5.6 (18 reviews) | Not enough data | 

#### Agentic AI - Data Governance

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

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | N/A | N/A |
| **Snowflake** | 9.2/10 | 14 |

#### Deployment

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

#### Deployment

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 9.4 (11 reviews) | 
| **Framework Flexibility** | Not enough data | Not enough data | 9.5 (11 reviews) | 
| **Versioning** | Not enough data | Not enough data | 9.5 (11 reviews) | 
| **Ease of Deployment** | Not enough data | Not enough data | 9.5 (11 reviews) | 
| **Scalability** | Not enough data | Not enough data | 9.4 (11 reviews) | 

#### Management

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 9.0 (13 reviews) | 
| **Monitoring** | Not enough data | Not enough data | 9.0 (12 reviews) | 
| **Governing** | Not enough data | Not enough data | 9.2 (13 reviews) | 
| **Model Registry** | Not enough data | Not enough data | 9.1 (13 reviews) | 

#### Operations

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Metrics** | Not enough data | Not enough data | 8.9 (11 reviews) | 
| **Infrastructure management** | Not enough data | Not enough data | 8.9 (11 reviews) | 
| **Collaboration** | Not enough data | Not enough data | 9.5 (11 reviews) | 

#### Management

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 9.2 (11 reviews) | 
| **Monitoring** | Not enough data | Not enough data | 9.3 (10 reviews) | 
| **Governing** | Not enough data | Not enough data | 8.8 (11 reviews) | 

#### Generative AI

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 8.6 (11 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.5 (11 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | 8.0/10 | 7 |
| **Snowflake** | 8.6/10 | 37 |

#### System

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 8.7 (5 reviews) | 9.2 (30 reviews) | 

#### Model Development

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Language Support** | Not enough data | 8.3 (6 reviews) | 9.1 (31 reviews) | 
| **Drag and Drop** | Not enough data | 8.0 (5 reviews) | 8.6 (29 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 7.7 (5 reviews) | 8.3 (29 reviews) | 
| **Model Training** | Not enough data | 8.3 (5 reviews) | 8.8 (30 reviews) | 

#### Model Development

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | 8.8 (28 reviews) | 

#### Machine/Deep Learning Services

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Computer Vision** | Not enough data | 7.7 (5 reviews) | 8.6 (29 reviews) | 
| **Natural Language Processing** | Not enough data | 7.7 (5 reviews) | 8.6 (29 reviews) | 
| **Natural Language Generation** | Not enough data | 7.7 (5 reviews) | 8.4 (29 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.0 (5 reviews) | 8.4 (28 reviews) | 

#### Machine/Deep Learning Services

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Natural Language Understanding** | Not enough data | Not enough data | 8.6 (28 reviews) | 
| **Deep Learning** | Not enough data | Not enough data | 8.5 (25 reviews) | 

#### Deployment

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Managed Service** | Not enough data | Not enough data | 9.1 (31 reviews) | 
| **Application** | Not enough data | Not enough data | 9.0 (28 reviews) | 
| **Scalability** | Not enough data | Not enough data | 9.2 (30 reviews) | 

#### Generative AI

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 8.5 (27 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.4 (26 reviews) | 
| **AI Text-to-Image** | Not enough data | Not enough data | 8.5 (26 reviews) | 

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

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

### Customer Journey Analytics

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | 8.8/10 | 18 |
| **Snowflake** | N/A | N/A |

#### Platform Basics

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Dynamic Segmentation** | Not enough data | 9.0 (14 reviews) | Not enough data | 
| **Journey Optimization** | Not enough data | 9.0 (13 reviews) | Not enough data | 

#### Platform Data

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Journey Reporting** | Not enough data | 9.0 (12 reviews) | Not enough data | 
| **Trends Reporting** | Not enough data | 8.7 (13 reviews) | Not enough data | 
| **Dashboards** | Not enough data | 8.5 (14 reviews) | Not enough data | 
| **Advanced Data Filtering** | Not enough data | 8.7 (13 reviews) | Not enough data | 

#### Platform Additional Functionality

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Journey Mapping** | Not enough data | 8.3 (13 reviews) | Not enough data | 
| **Integrations** | Not enough data | 8.8 (14 reviews) | Not enough data | 
| **Automated Alerts** | Not enough data | 8.8 (14 reviews) | Not enough data | 

#### Agentic AI - Customer Journey Analytics

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | 7.8/10 | 87 |
| **Snowflake** | 8.7/10 | 276 |

#### Data Management

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Integration** | Not enough data | 8.3 (68 reviews) ✓ Verified | 9.1 (213 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.3 (67 reviews) ✓ Verified | 8.9 (178 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.3 (62 reviews) ✓ Verified | 9.1 (189 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.2 (63 reviews) ✓ Verified | 8.4 (187 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 7.1 (52 reviews) ✓ Verified | 8.2 (166 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 7.3 (49 reviews) ✓ Verified | 8.7 (167 reviews) ✓ Verified | 

#### Integration

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **AI/ ML Integration** | Not enough data | 7.2 (63 reviews) ✓ Verified | 8.3 (163 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.2 (64 reviews) ✓ Verified | 9.0 (200 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 8.0 (59 reviews) ✓ Verified | 8.9 (171 reviews) ✓ Verified | 

#### Deployment

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **On-Premise** | Not enough data | 8.4 (65 reviews) ✓ Verified | 7.8 (147 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 7.9 (62 reviews) ✓ Verified | 9.3 (207 reviews) ✓ Verified | 

#### Performance 

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Scalability** | Not enough data | 8.5 (71 reviews) ✓ Verified | 9.4 (220 reviews) ✓ Verified | 

#### Security

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Governance** | Not enough data | 7.9 (60 reviews) ✓ Verified | 8.9 (190 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 8.2 (54 reviews) ✓ Verified | 9.1 (198 reviews) ✓ Verified | 

#### Generative AI

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 5.5 (40 reviews) | 8.0 (85 reviews) | 
| **AI Text Summarization** | Not enough data | 5.5 (41 reviews) | 8.1 (83 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | 8.5/10 | 17 |
| **Snowflake** | 9.2/10 | 108 |

#### Management

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data dictionary** | Not enough data | 7.9 (16 reviews) | 9.0 (86 reviews) | 
| **Data Replication** | Not enough data | 7.8 (15 reviews) | 9.1 (86 reviews) | 
| **Query Language** | Not enough data | 9.2 (16 reviews) | 9.4 (92 reviews) | 
| **Data Modeling** | Not enough data | 8.3 (14 reviews) | 9.0 (91 reviews) | 
| **Performance Analysis** | Not enough data | 8.7 (14 reviews) | 9.1 (90 reviews) | 

#### Maintenance

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Migration** | Not enough data | 8.6 (16 reviews) | 9.3 (88 reviews) | 
| **Backup and Recovery** | Not enough data | 7.9 (15 reviews) | 9.0 (88 reviews) | 
| **Multi-User Environment** | Not enough data | 8.9 (16 reviews) | 9.3 (90 reviews) | 

#### Security

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Encryption** | Not enough data | 8.6 (13 reviews) | 9.3 (88 reviews) | 
| **User Access Control** | Not enough data | 9.0 (16 reviews) | 9.2 (92 reviews) | 

### Relational Databases

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | 8.7/10 | 140 |
| **Snowflake** | N/A | N/A |

#### Management 

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Schema** | Not enough data | 8.9 (32 reviews) | Not enough data | 
| **Query Language** | Not enough data | 8.8 (31 reviews) | Not enough data | 
| **ACID - Complaint** | Not enough data | 8.7 (30 reviews) | Not enough data | 
| **Data Replication** | Not enough data | 8.7 (28 reviews) | Not enough data | 

#### Support 

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Text Search** | Not enough data | 8.3 (30 reviews) | Not enough data | 
| **Data Types** | Not enough data | 8.6 (32 reviews) | Not enough data | 
| **Languages** | Not enough data | 8.5 (31 reviews) | Not enough data | 
| **Operating Systems** | Not enough data | 8.8 (28 reviews) | Not enough data | 

#### Security

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Database Locking** | Not enough data | 8.7 (31 reviews) | Not enough data | 
| **Access Control** | Not enough data | 8.6 (32 reviews) | Not enough data | 
| **Encryption** | Not enough data | 8.6 (30 reviews) | Not enough data | 
| **Authentication** | Not enough data | 8.8 (30 reviews) | Not enough data | 

#### Performance 

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Disaster Recovery** | Not enough data | 8.7 (29 reviews) | Not enough data | 
| **Data Concurrency** | Not enough data | 8.5 (31 reviews) | Not enough data | 
| **Workload Management** | Not enough data | 8.9 (32 reviews) | Not enough data | 
| **Advanced Indexing** | Not enough data | 8.9 (30 reviews) | Not enough data | 
| **Query Optimizer** | Not enough data | 8.7 (34 reviews) | Not enough data | 

#### Database Features

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Storage** | Not enough data | 9.0 (115 reviews) | Not enough data | 
| **Availability** | Not enough data | 9.2 (117 reviews) | Not enough data | 
| **Stability** | Not enough data | 8.9 (117 reviews) | Not enough data | 
| **Scalability** | Not enough data | 8.7 (114 reviews) | Not enough data | 
| **Security** | Not enough data | 8.7 (116 reviews) | Not enough data | 
| **Data Manipulation** | Not enough data | 8.8 (115 reviews) | Not enough data | 
| **Query Language** | Not enough data | 8.8 (117 reviews) | Not enough data | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | N/A | N/A |
| **Snowflake** | 9.2/10 | 52 |

#### Storage

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Model** | Not enough data | Not enough data | 9.2 (45 reviews) | 
| **Data Types** | Not enough data | Not enough data | 9.2 (45 reviews) | 

#### Availability

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Auto Sharding** | Not enough data | Not enough data | 9.1 (40 reviews) | 
| **Auto Recovery** | Not enough data | Not enough data | 9.2 (38 reviews) | 
| **Data Replication** | Not enough data | Not enough data | 9.2 (42 reviews) | 

#### Performance

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Integrated Cache** | Not enough data | Not enough data | 9.2 (45 reviews) | 

#### Security

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

#### Support

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Multi-Model** | Not enough data | Not enough data | 9.2 (37 reviews) | 
| **Operating Systems** | Not enough data | Not enough data | 9.2 (36 reviews) | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | N/A | N/A |
| **Snowflake** | 9.2/10 | 27 |

#### Centralized computation

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Centralized Computation** | Not enough data | Not enough data | 9.3 (26 reviews) | 

#### Localized computation

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Localized computation** | Not enough data | Not enough data | 9.1 (25 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | 8.4/10 | 30 |
| **Snowflake** | 9.0/10 | 119 |

#### Database

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Real-Time Data Collection** | Not enough data | 7.9 (26 reviews) | 9.0 (101 reviews) | 
| **Data Distribution** | Not enough data | 8.8 (25 reviews) | 9.3 (103 reviews) | 
| **Data Lake** | Not enough data | 8.2 (26 reviews) | 9.3 (98 reviews) | 

#### Integrations

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | 7.9 (24 reviews) | 8.7 (78 reviews) | 
| **Spark Integration** | Not enough data | 8.1 (25 reviews) | 8.7 (83 reviews) | 

#### Platform

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Machine Scaling** | Not enough data | 8.7 (27 reviews) | 9.1 (94 reviews) | 
| **Data Preparation** | Not enough data | 9.0 (27 reviews) | 9.0 (100 reviews) | 
| **Spark Integration** | Not enough data | 8.1 (25 reviews) | 8.7 (83 reviews) | 

#### Processing

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Cloud Processing** | Not enough data | 8.6 (23 reviews) | 9.3 (100 reviews) | 
| **Workload Processing** | Not enough data | 8.7 (26 reviews) | 9.1 (98 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | 7.8/10 | 40 |
| **Snowflake** | 9.0/10 | 104 |

#### Data Transformation

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.2 (36 reviews) | 9.2 (92 reviews) | 
| **Data Querying** | Not enough data | 9.0 (36 reviews) | 9.4 (92 reviews) | 

#### Connectivity

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | 7.4 (34 reviews) | 8.6 (80 reviews) | 
| **Spark Integration** | Not enough data | 7.5 (34 reviews) | 8.7 (81 reviews) | 
| **Multi-Source Analysis** | Not enough data | 7.9 (36 reviews) | 9.1 (85 reviews) | 
| **Data Lake** | Not enough data | 8.0 (36 reviews) | 9.1 (85 reviews) | 

#### Operations

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Visualization** | Not enough data | 7.7 (35 reviews) | 8.6 (90 reviews) | 
| **Data Workflow** | Not enough data | 7.8 (35 reviews) | 9.2 (83 reviews) | 
| **Governed Discovery** | Not enough data | 7.7 (34 reviews) | 8.9 (77 reviews) | 
| **Embedded Analytics** | Not enough data | 7.3 (37 reviews) | 8.8 (82 reviews) | 
| **Notebooks** | Not enough data | 7.5 (34 reviews) | 8.7 (82 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Spark** | N/A | N/A |
| **Teradata Vantage** | 8.1/10 | 93 |
| **Snowflake** | N/A | N/A |

#### Building Reports

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Data Transformation** | Not enough data | 8.5 (91 reviews) | Not enough data | 
| **Data Modeling** | Not enough data | 8.4 (87 reviews) | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | 7.2 (79 reviews) | Not enough data | 
| **Integration APIs** | Not enough data | 7.8 (82 reviews) | Not enough data | 

#### Platform

| Feature | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | Not enough data | 

---
## Categories

**Unique to Spark (1):** [Java Web Frameworks](https://www.g2.com/categories/java-web-frameworks)

**Unique to Teradata Vantage (9):** [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Customer Journey Analytics Software](https://www.g2.com/categories/customer-journey-analytics), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Relational Databases](https://www.g2.com/categories/relational-databases), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)

**Unique to Snowflake (10):** [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), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [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 | Spark | Teradata Vantage | Snowflake | 
|---|---|---|---|
| **Small-Business** | 27.8% | 11.0% | 12.8% | 
| **Mid-Market** | 31.5% | 22.1% | 44.9% | 
| **Enterprise** | 40.7% | 66.9% | 42.3% | 

### By Industry

#### Spark

- **Computer Software:** 20.4%
- **Information Technology and Services:** 18.5%
- **Banking:** 7.4%
- **Computer & Network Security:** 5.6%
- **Accounting:** 3.7%
- **Marketing and Advertising:** 3.7%
- **Financial Services:** 3.7%
- **Higher Education:** 3.7%
- **Apparel & Fashion:** 1.9%
- **Chemicals:** 1.9%
- **Other:** 29.6%

#### Teradata Vantage

- **Information Technology and Services:** 17.0%
- **Financial Services:** 13.8%
- **Banking:** 11.2%
- **Retail:** 6.9%
- **Telecommunications:** 6.6%
- **Computer Software:** 6.1%
- **Insurance:** 4.3%
- **Hospital & Health Care:** 4.0%
- **Internet:** 3.5%
- **Computer & Network Security:** 1.7%
- **Other:** 24.8%

#### Snowflake

- **Information Technology and Services:** 15.3%
- **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%
- **Internet:** 2.2%
- **Consulting:** 2.2%
- **Other:** 39.5%

---
## Alternatives

### Alternatives to Spark

- [spring.io](https://www.g2.com/products/spring-io/reviews) — 4.5/5 stars (319 reviews)
- [Grails](https://www.g2.com/products/grails/reviews) — 3.6/5 stars (33 reviews)
- [Vaadin](https://www.g2.com/products/vaadin/reviews) — 4.1/5 stars (36 reviews)
- [Eclipse Jetty](https://www.g2.com/products/eclipse-jetty/reviews) — 4.0/5 stars (15 reviews)
- [JHipster](https://www.g2.com/products/jhipster/reviews) — 4.4/5 stars (97 reviews)
- [Hibernate](https://www.g2.com/products/hibernate/reviews) — 4.2/5 stars (28 reviews)
- [Stripes](https://www.g2.com/products/stripes/reviews) — 4.6/5 stars (5 reviews)
- [Jmix](https://www.g2.com/products/jmix/reviews) — 4.8/5 stars (23 reviews)
- [Eclipse RAP](https://www.g2.com/products/eclipse-rap/reviews) — 4.1/5 stars (17 reviews)
- [Meteor](https://www.g2.com/products/meteor/reviews) — 4.3/5 stars (25 reviews)

### Alternatives to Teradata Vantage

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2274 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1235 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Oracle Database](https://www.g2.com/products/oracle-database/reviews) — 4.3/5 stars (1010 reviews)
- [PostgreSQL](https://www.g2.com/products/postgresql/reviews) — 4.4/5 stars (677 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews)
- [MySQL](https://www.g2.com/products/mysql/reviews) — 4.4/5 stars (1675 reviews)

### Alternatives to Snowflake

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 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)
- [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 (2274 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)

---
## Top Discussions

### Spark

No discussions available for this product.

### Teradata Vantage

No discussions available for this product.

### 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..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/apache-spark-vs-teradata-teradata-vantage-vs-snowflake)