# Databricks, OpenText Vertica vs Google Cloud BigQuery Comparison

| | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.3 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 770 | 216 | 1,237 | 
| **Largest Market Segment** | Enterprise (44.2% of reviews) | Enterprise (44.6% of reviews) | Enterprise (38.1% of reviews) | 
| **Entry Level Price** | No pricing available | Free | Free | 

---
## Top Pros & Cons

### Databricks

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

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

### OpenText Vertica

**Not enough data**

### Google Cloud BigQuery

Pros:
- Ease of Use (156 reviews)
- Speed (143 reviews)

Cons:
- Expensive (127 reviews)
- Query Issues (78 reviews)

---
## Ratings Comparison
| Rating | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
  | **Meets Requirements** | 9.0 (598 reviews) | 8.6 (147 reviews) | 8.8 (635 reviews) | 
  | **Ease of Use** | 8.9 (614 reviews) | 8.5 (148 reviews) | 8.7 (652 reviews) | 
  | **Ease of Setup** | 8.7 (487 reviews) | 8.1 (84 reviews) | 8.7 (424 reviews) | 
  | **Ease of Admin** | 8.4 (185 reviews) | 8.3 (89 reviews) | 8.5 (225 reviews) | 
  | **Quality of Support** | 8.7 (575 reviews) | 8.1 (146 reviews) | 8.3 (577 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (189 reviews) | 8.3 (87 reviews) | 8.6 (219 reviews) | 
  | **Product Direction (% positive)** | 9.6 (585 reviews) | 8.0 (143 reviews) | 9.3 (620 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### OpenText Vertica

#### Entry-Level Pricing

Plan: Vertica Community Edition

Price: Free

Description: Free to use for up to 1TB and three nodes

Key Features:
- https://www.vertica.com/register/

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

#### Free Trial

Yes

### Google Cloud BigQuery

#### Entry-Level Pricing

Plan: Free

Price: Free

Description: New customers get $300 in free Google Cloud credits to spend on BigQuery with free trial sign-up. 

Key Features:
- 10 GB storage
- Up to 1 TB queries per month

[Browse all 5 editions](https://www.g2.com/products/google-cloud-bigquery/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 203 |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Reports

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Reports Interface** | 8.5 (14 reviews) | Not enough data | Not enough data | 
| **Steps to Answer** | 7.9 (12 reviews) | Not enough data | Not enough data | 
| **Graphs and Charts** | 8.6 (13 reviews) | Not enough data | Not enough data | 
| **Score Cards** | 8.2 (10 reviews) | Not enough data | Not enough data | 
| **Dashboards** | 9.0 (17 reviews) | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Connectors** | 9.0 (7 reviews) | Not enough data | Not enough data | 
| **Data Governance** | 9.0 (8 reviews) | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Querying** | 9.1 (9 reviews) | Not enough data | Not enough data | 
| **Data Filtering** | 9.0 (8 reviews) | Not enough data | Not enough data | 
| **Data Blending** | 8.9 (9 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | 9.2 (10 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 9.3 (7 reviews) | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

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

#### Self Service 

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Calculated Fields** | 7.9 (11 reviews) | Not enough data | Not enough data | 
| **Data Column Filtering** | 7.9 (11 reviews) | Not enough data | Not enough data | 
| **Data Discovery** | 8.6 (12 reviews) | Not enough data | Not enough data | 
| **Search** | 8.2 (13 reviews) | Not enough data | Not enough data | 
| **Collaboration / Workflow** | 8.5 (13 reviews) | Not enough data | Not enough data | 
| **Automodeling** | 8.3 (10 reviews) | Not enough data | Not enough data | 

#### Deployment & Integration - Analytics Platforms

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

#### Advanced Analytics

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Predictive Analytics** | 8.6 (13 reviews) | Not enough data | Not enough data | 
| **Data Visualization** | 8.5 (13 reviews) | Not enough data | Not enough data | 
| **Big Data Services** | 9.2 (15 reviews) | Not enough data | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Large data handling and Query Speed** | 9.0 (8 reviews) | Not enough data | Not enough data | 
| **Concurrent User Support** | 9.7 (5 reviews) | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Modeling and Governance** | 9.1 (9 reviews) | Not enough data | Not enough data | 
| **Notebook and Script Integration** | 8.7 (9 reviews) | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | 8.8 (7 reviews) | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | 8.8 (8 reviews) | Not enough data | Not enough data | 
| **Natural Language Queries** | 9.1 (9 reviews) | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.0 (7 reviews) | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 8.8 (8 reviews) | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.3 (7 reviews) | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | 8.1 (9 reviews) | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.5 (8 reviews) | Not enough data | Not enough data | 

#### Building Reports

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Transformation** | 9.1 (160 reviews) | Not enough data | Not enough data | 
| **Data Modeling** | 8.7 (150 reviews) | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (125 reviews) | Not enough data | Not enough data | 
| **Integration APIs** | 8.5 (152 reviews) | Not enough data | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 117 |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Administration

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Modelling** | 8.8 (100 reviews) | Not enough data | Not enough data | 
| **Recommendations** | 8.6 (94 reviews) | Not enough data | Not enough data | 
| **Workflow Management** | 9.0 (95 reviews) | Not enough data | Not enough data | 
| **Dashboards and Visualizations** | 8.7 (99 reviews) | Not enough data | Not enough data | 

#### Management

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Business Glossary** | 8.5 (88 reviews) | Not enough data | Not enough data | 
| **Data Discovery** | 8.6 (87 reviews) | Not enough data | Not enough data | 
| **Data Profililng** | 8.7 (89 reviews) | Not enough data | Not enough data | 
| **Reporting and Visualization** | 8.5 (88 reviews) | Not enough data | Not enough data | 
| **Data Lineage** | 8.8 (87 reviews) | Not enough data | Not enough data | 

#### Compliance

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Sensitive Data Compliance** | 8.9 (100 reviews) | Not enough data | Not enough data | 
| **Training and Guidelines** | 8.7 (93 reviews) | Not enough data | Not enough data | 
| **Policy Enforcement** | 8.9 (95 reviews) | Not enough data | Not enough data | 
| **Compliance Monitoring** | 8.7 (96 reviews) | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Access Control** | 9.0 (89 reviews) | Not enough data | Not enough data | 
| **Roles Management** | 8.9 (87 reviews) | Not enough data | Not enough data | 
| **Compliance Management** | 8.8 (87 reviews) | Not enough data | Not enough data | 

#### Data Quality

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Preparation** | 9.0 (95 reviews) | Not enough data | Not enough data | 
| **Data Distribution** | 8.7 (94 reviews) | Not enough data | Not enough data | 
| **Data Unification** | 9.0 (95 reviews) | Not enough data | Not enough data | 

#### Maintainence

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Quality Management** | 8.7 (86 reviews) | Not enough data | Not enough data | 
| **Policy Management** | 8.8 (85 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | 8.4 (83 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 8.5 (82 reviews) | Not enough data | Not enough data | 

#### Agentic AI - Data Governance

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

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 190 |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | 9.0/10 | 136 |

#### Management

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Reporting** | 8.6 (172 reviews) | Not enough data | 8.6 (122 reviews) | 
| **Auditing** | 8.5 (164 reviews) | Not enough data | 8.3 (120 reviews) | 

#### Functionality

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Extraction** | 9.1 (176 reviews) | Not enough data | 9.0 (121 reviews) | 
| **Transformation** | 9.2 (178 reviews) | Not enough data | 9.1 (124 reviews) | 
| **Loading** | 9.1 (173 reviews) | Not enough data | 9.0 (125 reviews) | 
| **Automation** | 9.0 (167 reviews) | Not enough data | 8.9 (124 reviews) | 
| **Scalability** | 9.1 (169 reviews) | Not enough data | 9.3 (123 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 78 |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Deployment

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Language Flexibility** | 8.9 (65 reviews) | Not enough data | Not enough data | 
| **Framework Flexibility** | 8.9 (64 reviews) | Not enough data | Not enough data | 
| **Versioning** | 8.9 (66 reviews) | Not enough data | Not enough data | 
| **Ease of Deployment** | 8.9 (66 reviews) | Not enough data | Not enough data | 
| **Scalability** | 9.0 (68 reviews) | Not enough data | Not enough data | 

#### Deployment

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Language Flexibility** | 8.9 (62 reviews) | Not enough data | Not enough data | 
| **Framework Flexibility** | 8.8 (62 reviews) | Not enough data | Not enough data | 
| **Versioning** | 8.6 (66 reviews) | Not enough data | Not enough data | 
| **Ease of Deployment** | 8.9 (65 reviews) | Not enough data | Not enough data | 
| **Scalability** | 9.0 (66 reviews) | Not enough data | Not enough data | 

#### Management

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Cataloging** | 9.0 (64 reviews) | Not enough data | Not enough data | 
| **Monitoring** | 8.9 (66 reviews) | Not enough data | Not enough data | 
| **Governing** | 9.2 (61 reviews) | Not enough data | Not enough data | 
| **Model Registry** | 9.0 (69 reviews) | Not enough data | Not enough data | 

#### Operations

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Metrics** | 8.7 (62 reviews) | Not enough data | Not enough data | 
| **Infrastructure management** | 8.8 (62 reviews) | Not enough data | Not enough data | 
| **Collaboration** | 9.0 (63 reviews) | Not enough data | Not enough data | 

#### Management

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Cataloging** | 8.8 (61 reviews) | Not enough data | Not enough data | 
| **Monitoring** | 8.7 (61 reviews) | Not enough data | Not enough data | 
| **Governing** | 9.1 (59 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | 8.3 (28 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 8.3 (28 reviews) | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.6/10 | 219 |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### System

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (180 reviews) | Not enough data | Not enough data | 

#### Model Development

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Language Support** | 8.7 (185 reviews) | Not enough data | Not enough data | 
| **Drag and Drop** | 8.0 (188 reviews) | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | 8.3 (186 reviews) | Not enough data | Not enough data | 
| **Model Training** | 8.7 (191 reviews) | Not enough data | Not enough data | 

#### Model Development

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Feature Engineering** | 8.5 (172 reviews) | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Computer Vision** | 8.2 (174 reviews) | Not enough data | Not enough data | 
| **Natural Language Processing** | 8.5 (180 reviews) | Not enough data | Not enough data | 
| **Natural Language Generation** | 8.3 (172 reviews) | Not enough data | Not enough data | 
| **Artificial Neural Networks** | 8.2 (172 reviews) | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Natural Language Understanding** | 8.4 (158 reviews) | Not enough data | Not enough data | 
| **Deep Learning** | 8.4 (160 reviews) | Not enough data | Not enough data | 

#### Deployment

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Managed Service** | 8.5 (179 reviews) | Not enough data | Not enough data | 
| **Application** | 8.7 (180 reviews) | Not enough data | Not enough data | 
| **Scalability** | 9.0 (188 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | 8.2 (86 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 8.4 (87 reviews) | Not enough data | Not enough data | 
| **AI Text-to-Image** | 7.6 (86 reviews) | Not enough data | Not enough data | 

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

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

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 206 |
| **OpenText Vertica** | 8.3/10 | 89 |
| **Google Cloud BigQuery** | 8.6/10 | 280 |

#### Data Management

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Integration** | 9.1 (188 reviews) ✓ Verified | 8.4 (71 reviews) ✓ Verified | 8.9 (229 reviews) ✓ Verified | 
| **Data Compression** | 8.9 (181 reviews) ✓ Verified | 8.5 (72 reviews) ✓ Verified | 8.3 (210 reviews) ✓ Verified | 
| **Data Quality** | 8.9 (183 reviews) ✓ Verified | 8.6 (73 reviews) | 8.9 (218 reviews) ✓ Verified | 
| **Built-In Data Analytics** | 8.8 (181 reviews) ✓ Verified | 8.5 (66 reviews) ✓ Verified | 8.6 (221 reviews) ✓ Verified | 
| **In-Database Machine Learning** | 8.7 (168 reviews) ✓ Verified | 7.9 (43 reviews) ✓ Verified | 8.3 (204 reviews) ✓ Verified | 
| **Data Lake Analytics** | 9.1 (173 reviews) ✓ Verified | 8.4 (49 reviews) ✓ Verified | 8.6 (201 reviews) ✓ Verified | 

#### Integration

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI/ ML Integration** | 8.8 (171 reviews) ✓ Verified | 7.7 (43 reviews) ✓ Verified | 8.5 (205 reviews) ✓ Verified | 
| **BI Tool Integration** | 8.8 (168 reviews) ✓ Verified | 8.4 (65 reviews) ✓ Verified | 8.6 (218 reviews) ✓ Verified | 
| **Data lake Integration** | 9.1 (177 reviews) ✓ Verified | 8.2 (50 reviews) ✓ Verified | 8.6 (201 reviews) ✓ Verified | 

#### Deployment

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **On-Premise** | 8.0 (157 reviews) ✓ Verified | 8.3 (66 reviews) ✓ Verified | 7.8 (187 reviews) ✓ Verified | 
| **Cloud** | 9.2 (180 reviews) ✓ Verified | 7.9 (51 reviews) ✓ Verified | 9.1 (228 reviews) ✓ Verified | 

#### Performance 

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Scalability** | 9.2 (182 reviews) ✓ Verified | 8.3 (71 reviews) ✓ Verified | 9.2 (240 reviews) ✓ Verified | 

#### Security

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Governance** | 8.9 (172 reviews) ✓ Verified | 8.3 (66 reviews) ✓ Verified | 8.7 (209 reviews) ✓ Verified | 
| **Data Security** | 8.9 (169 reviews) ✓ Verified | 8.5 (67 reviews) ✓ Verified | 9.1 (216 reviews) ✓ Verified | 

#### Generative AI

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | 8.5 (77 reviews) | 8.3 (8 reviews) | 7.6 (127 reviews) | 
| **AI Text Summarization** | 8.4 (76 reviews) | 7.9 (8 reviews) | 7.8 (124 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Management

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | Not enough data | 
| **Query Language** | Not enough data | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | Not enough data | 
| **Performance Analysis** | Not enough data | Not enough data | Not enough data | 

#### Maintenance

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Migration** | Not enough data | Not enough data | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | Not enough data | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **OpenText Vertica** | 8.4/10 | 22 |
| **Google Cloud BigQuery** | 8.8/10 | 80 |

#### Storage

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Model** | Not enough data | 8.4 (22 reviews) | 9.1 (69 reviews) | 
| **Data Types** | Not enough data | 8.0 (22 reviews) | 8.7 (69 reviews) | 

#### Availability

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Auto Sharding** | Not enough data | 8.4 (20 reviews) | 8.3 (61 reviews) | 
| **Auto Recovery** | Not enough data | 8.2 (22 reviews) | 8.5 (65 reviews) | 
| **Data Replication** | Not enough data | 8.6 (22 reviews) | 8.6 (67 reviews) | 

#### Performance

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Integrated Cache** | Not enough data | 8.5 (21 reviews) | 8.5 (64 reviews) | 

#### Security

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Role-Based Authorization** | Not enough data | 8.4 (22 reviews) | 8.7 (70 reviews) | 
| **Authentication** | Not enough data | 8.6 (22 reviews) | 8.8 (68 reviews) | 
| **Audit Logs** | Not enough data | 8.2 (19 reviews) | 8.4 (69 reviews) | 
| **Encryption** | Not enough data | 8.2 (21 reviews) | 8.6 (64 reviews) | 

#### Support

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Multi-Model** | Not enough data | 8.4 (15 reviews) | 8.7 (65 reviews) | 
| **Operating Systems** | Not enough data | 8.3 (17 reviews) | 8.8 (65 reviews) | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 81 |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Data Management

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Integration** | 9.0 (70 reviews) | Not enough data | Not enough data | 
| **Metadata** | 8.8 (72 reviews) | Not enough data | Not enough data | 
| **Self-service** | 8.9 (71 reviews) | Not enough data | Not enough data | 
| **Automated workflows** | 9.2 (71 reviews) | Not enough data | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Autonomous Task Execution** | 9.2 (11 reviews) | Not enough data | Not enough data | 
| **Multi-step Planning** | 9.1 (9 reviews) | Not enough data | Not enough data | 
| **Cross-system Integration** | 9.1 (11 reviews) | Not enough data | Not enough data | 
| **Adaptive Learning** | 9.2 (10 reviews) | Not enough data | Not enough data | 
| **Decision Making** | 9.5 (10 reviews) | Not enough data | Not enough data | 

#### Analytics

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Analytics capabilities** | 8.9 (70 reviews) | Not enough data | Not enough data | 
| **Dasboard visualizations** | 8.6 (69 reviews) | Not enough data | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Observability** | 8.6 (69 reviews) | Not enough data | Not enough data | 
| **Testing capabilities** | 8.6 (70 reviews) | Not enough data | Not enough data | 

#### Cloud Deployment

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Hybrid cloud support** | 9.0 (65 reviews) | Not enough data | Not enough data | 
| **Cloud migration capabilities** | 9.0 (66 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | 9.0 (38 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 8.9 (38 reviews) | Not enough data | Not enough data | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | 9.2/10 | 31 |

#### Centralized computation

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Centralized Computation** | Not enough data | Not enough data | 9.0 (26 reviews) | 

#### Localized computation

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Localized computation** | Not enough data | Not enough data | 8.5 (27 reviews) | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | Not enough data | 
| **AI Model Training Scalability** | Not enough data | Not enough data | Not enough data | 
| **AI Inference Speed** | Not enough data | Not enough data | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | Not enough data | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | Not enough data | 
| **AI Energy Efficiency** | Not enough data | Not enough data | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | Not enough data | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | Not enough data | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | Not enough data | 
| **AI Role-based Access Control** | Not enough data | Not enough data | Not enough data | 
| **AI Data Encryption** | Not enough data | Not enough data | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Natural Language Configuration** | Not enough data | Not enough data | Not enough data | 
| **Tone Customization** | Not enough data | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Omni-channel Support** | Not enough data | Not enough data | Not enough data | 
| **Agent Branding** | Not enough data | Not enough data | Not enough data | 
| **Proactive Response Capabilities** | Not enough data | Not enough data | Not enough data | 
| **Seamless Human Escalation** | Not enough data | Not enough data | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Analytics & Reporting** | Not enough data | Not enough data | Not enough data | 
| **Contextual Awareness** | Not enough data | Not enough data | Not enough data | 
| **Data Privacy Compliance** | Not enough data | Not enough data | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Workflow Automation** | Not enough data | Not enough data | Not enough data | 
| **API Usage** | Not enough data | Not enough data | Not enough data | 
| **Platform Interoperability** | Not enough data | Not enough data | Not enough data | 
| **CRM Data Integration** | Not enough data | Not enough data | Not enough data | 

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Token-Aware Rate Limiting** | Not enough data | Not enough data | Not enough data | 
| **Semantic Caching** | Not enough data | Not enough data | Not enough data | 
| **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | Not enough data | 

#### Governance & Observability - AI Gateways

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Privacy** | Not enough data | Not enough data | Not enough data | 
| **Cost Tracking** | Not enough data | Not enough data | Not enough data | 
| **Centralized API Key Security** | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 84 |

#### Statistical Tool

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Scripting** | Not enough data | Not enough data | 8.7 (78 reviews) | 
| **Data Mining** | Not enough data | Not enough data | 9.0 (78 reviews) | 
| **Algorithms** | Not enough data | Not enough data | 8.8 (80 reviews) | 

#### Data Analysis

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Analysis** | Not enough data | Not enough data | 9.2 (79 reviews) | 
| **Data Interaction** | Not enough data | Not enough data | 9.1 (79 reviews) | 

#### Decision Making

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Modeling** | Not enough data | Not enough data | 8.8 (80 reviews) | 
| **Data Visualizations** | Not enough data | Not enough data | 8.7 (77 reviews) | 
| **Report Generation** | Not enough data | Not enough data | 8.7 (80 reviews) | 
| **Data Unification** | Not enough data | Not enough data | 8.7 (77 reviews) | 

#### Generative AI

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 7.5 (50 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 7.8 (50 reviews) | 

### Marketing Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | 8.9/10 | 73 |

#### Marketing Operations

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **ROI Tracking** | Not enough data | Not enough data | 8.8 (65 reviews) | 
| **Data Collection** | Not enough data | Not enough data | 9.2 (64 reviews) | 
| **Customer Insights** | Not enough data | Not enough data | 8.9 (64 reviews) | 
| **Multi-User Access** | Not enough data | Not enough data | 9.4 (65 reviews) | 
| **Spend Management** | Not enough data | Not enough data | 8.8 (63 reviews) | 
| **White Label** | Not enough data | Not enough data | 8.4 (62 reviews) | 

#### Campaign Activity

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Campaign Insights** | Not enough data | Not enough data | 9.1 (67 reviews) | 
| **Reports and Dashboards** | Not enough data | Not enough data | 9.5 (67 reviews) | 
| **Campaign Stickiness** | Not enough data | Not enough data | 8.7 (64 reviews) | 
| **Multichannel Tracking** | Not enough data | Not enough data | 9.2 (61 reviews) | 
| **Brand Optimization** | Not enough data | Not enough data | 8.9 (62 reviews) | 
| **Predictive Analytics** | Not enough data | Not enough data | 9.0 (64 reviews) | 

#### Agentic AI - Marketing Analytics

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 8.7 (15 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 9.6 (16 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 8.2 (15 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 324 |
| **OpenText Vertica** | 8.4/10 | 51 |
| **Google Cloud BigQuery** | 8.8/10 | 215 |

#### Database

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Real-Time Data Collection** | 8.7 (236 reviews) | 8.6 (48 reviews) | 8.8 (175 reviews) | 
| **Data Distribution** | 8.9 (244 reviews) | 8.7 (47 reviews) | 8.9 (173 reviews) | 
| **Data Lake** | 9.3 (264 reviews) | 8.6 (47 reviews) | 8.8 (168 reviews) | 

#### Integrations

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Hadoop Integration** | 8.3 (217 reviews) | 8.4 (41 reviews) | 8.4 (136 reviews) | 
| **Spark Integration** | 9.1 (269 reviews) | 8.1 (39 reviews) | 8.5 (133 reviews) | 

#### Platform

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Machine Scaling** | 9.0 (264 reviews) | 8.3 (37 reviews) | 8.8 (150 reviews) | 
| **Data Preparation** | 8.9 (252 reviews) | 8.4 (44 reviews) | 8.9 (165 reviews) | 
| **Spark Integration** | 9.1 (269 reviews) | 8.1 (39 reviews) | 8.5 (133 reviews) | 

#### Processing

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Cloud Processing** | 9.1 (248 reviews) | 8.3 (41 reviews) | 9.2 (168 reviews) | 
| **Workload Processing** | 9.0 (256 reviews) | 8.7 (46 reviews) | 9.1 (161 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 262 |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | 8.6/10 | 327 |

#### Data Transformation

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Real-Time Analytics** | 8.9 (228 reviews) | Not enough data | 8.8 (285 reviews) | 
| **Data Querying** | 9.1 (237 reviews) | Not enough data | 9.3 (294 reviews) | 

#### Connectivity

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Hadoop Integration** | 8.7 (207 reviews) | Not enough data | 8.1 (251 reviews) | 
| **Spark Integration** | 9.2 (231 reviews) | Not enough data | 8.2 (250 reviews) | 
| **Multi-Source Analysis** | 9.0 (221 reviews) | Not enough data | 8.7 (279 reviews) | 
| **Data Lake** | 9.2 (230 reviews) | Not enough data | 8.7 (270 reviews) | 

#### Operations

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Visualization** | 8.4 (229 reviews) | Not enough data | 8.5 (279 reviews) | 
| **Data Workflow** | 8.8 (228 reviews) | Not enough data | 8.7 (277 reviews) | 
| **Governed Discovery** | 8.7 (214 reviews) | Not enough data | 8.3 (255 reviews) | 
| **Embedded Analytics** | 8.6 (210 reviews) | Not enough data | 8.4 (262 reviews) | 
| **Notebooks** | 9.3 (232 reviews) | Not enough data | 8.5 (254 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.5/10 | 188 |
| **OpenText Vertica** | N/A | N/A |
| **Google Cloud BigQuery** | N/A | N/A |

#### Building Reports

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Data Transformation** | 9.1 (160 reviews) | Not enough data | Not enough data | 
| **Data Modeling** | 8.7 (150 reviews) | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (125 reviews) | Not enough data | Not enough data | 
| **Integration APIs** | 8.5 (152 reviews) | Not enough data | Not enough data | 

#### Platform

| Feature | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **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
**Shared Categories (2):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse)

**Unique to Databricks (11):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [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 OpenText Vertica (1):** [Columnar Databases](https://www.g2.com/categories/columnar-databases)

**Unique to Google Cloud BigQuery (7):** [Columnar Databases](https://www.g2.com/categories/columnar-databases), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Marketing Analytics Software](https://www.g2.com/categories/marketing-analytics), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Clean Room Software](https://www.g2.com/categories/data-clean-room)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | OpenText Vertica | Google Cloud BigQuery | 
|---|---|---|---|
| **Small-Business** | 16.0% | 19.5% | 27.4% | 
| **Mid-Market** | 39.8% | 35.9% | 34.6% | 
| **Enterprise** | 44.2% | 44.6% | 38.1% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 16.0%
- **Financial Services:** 10.3%
- **Computer Software:** 8.8%
- **Consulting:** 4.0%
- **Hospital & Health Care:** 3.8%
- **Retail:** 3.4%
- **Insurance:** 3.1%
- **Marketing and Advertising:** 3.1%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.7%
- **Other:** 41.9%

#### OpenText Vertica

- **Computer Software:** 19.0%
- **Information Technology and Services:** 17.4%
- **Financial Services:** 6.7%
- **Hospital & Health Care:** 5.6%
- **Marketing and Advertising:** 5.6%
- **Retail:** 5.6%
- **Telecommunications:** 5.6%
- **Banking:** 5.6%
- **Internet:** 3.1%
- **Insurance:** 2.1%
- **Other:** 23.6%

#### Google Cloud BigQuery

- **Information Technology and Services:** 15.9%
- **Computer Software:** 13.6%
- **Retail:** 7.0%
- **Financial Services:** 6.6%
- **Marketing and Advertising:** 5.2%
- **Consulting:** 3.5%
- **Telecommunications:** 2.8%
- **Banking:** 2.5%
- **Computer & Network Security:** 2.2%
- **Hospital & Health Care:** 1.9%
- **Other:** 38.7%

---
## 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 (737 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (375 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (725 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (655 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 (797 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (205 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)

### Alternatives to OpenText Vertica

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (737 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (375 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2271 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [MariaDB](https://www.g2.com/products/mariadb/reviews) — 4.4/5 stars (226 reviews)
- [Oracle Exadata Cloud Service](https://www.g2.com/products/oracle-exadata-cloud-service/reviews) — 4.4/5 stars (44 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [VMware Greenplum](https://www.g2.com/products/vmware-greenplum/reviews) — 4.3/5 stars (60 reviews)

### Alternatives to Google Cloud BigQuery

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (737 reviews)
- [Cloudera Data Platform](https://www.g2.com/products/cloudera-cloudera-data-platform/reviews) — 4.1/5 stars (136 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews)
- [Teradata Vantage](https://www.g2.com/products/teradata-teradata-vantage/reviews) — 4.3/5 stars (375 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (725 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2271 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Azure Synapse Analytics](https://www.g2.com/products/azure-synapse-analytics/reviews) — 4.4/5 stars (38 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..."

### OpenText Vertica

- Title: [Is it hard to learn to be a Vertica user? Admin?](https://www.g2.com/discussions/user-friendly) — 2 comments, 1 upvote
  > **Top comment:** "To be a user it is easy because all you need to know is SQL.
To admin is also easy with a friendly GUI called Management Console.
Vertica Index called..."
- Title: [Who uses Vertica and for what?](https://www.g2.com/discussions/customers-7a2309dc-a783-4184-bcae-d75a27b1f09a) — 2 comments, 1 upvote
  > **Top comment:** "Anyone who needs a database to do analytics fast and easy on any amount of data."
- Title: [Is vertica open source?](https://www.g2.com/discussions/is-vertica-open-source) — 1 comment
  > **Top comment:** "No"
- Title: [What offerings are there to run it in AWS cloud?](https://www.g2.com/discussions/what-offerings-are-there-to-run-it-in-aws-cloud) — 1 comment, 1 upvote
  > **Top comment:** "me are Zero TrustArc Thailand state"
- Title: [Is vertica a data warehouse?](https://www.g2.com/discussions/is-vertica-a-data-warehouse) — 1 comment
  > **Top comment:** "Vertica itself is not a data warehouse (dwh). It is a platform that might be the foundation for dwh. And there are quite a lot real dwh deployments based on..."

### Google Cloud BigQuery

- Title: [Is Big Query free?](https://www.g2.com/discussions/is-big-query-free) — 3 comments, 1 upvote
  > **Top comment:** "my cloud software store "
- Title: [Is BigQuery part of Google Cloud Platform?](https://www.g2.com/discussions/is-bigquery-part-of-google-cloud-platform) — 2 comments, 2 upvotes
  > **Top comment:** "Yes, bigquery is part of google cloud platform."
- Title: [What is Google BigQuery based on?](https://www.g2.com/discussions/what-is-google-bigquery-based-on) — 1 comment
  > **Top comment:** "Dremel: The Execution Engine
Colossus: Distributed Storage
Borg: Compute
Jupiter: The Network
"
- Title: [What is Google BigQuery used for?](https://www.g2.com/discussions/what-is-google-bigquery-used-for) — 1 comment
  > **Top comment:** "BigQuery is a powerful tool for organizations that need to analyze large datasets quickly and effectively and can be used for a variety of purposes depending..."
- Title: [When we can integrate](https://www.g2.com/discussions/when-we-can-integrate) — 1 comment, 1 upvote
  > **Top comment:** "Hi Pankaj, what kind of integration do you want to make?"

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/databricks-vs-opentext-vertica-vs-google-cloud-bigquery)