# Pentaho Data Integration, Snowflake vs Databricks Comparison

| | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.5 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 17 | 755 | 806 | 
| **Largest Market Segment** | Mid-Market (41.2% of reviews) | Mid-Market (44.7% of reviews) | Enterprise (43.8% of reviews) | 
| **Entry Level Price** | No pricing available | $2 Compute/Hour | No pricing available | 

---
## Top Pros & Cons

### Pentaho Data Integration

Pros:
- Features (2 reviews)
- API Integration (1 reviews)

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

### Snowflake

Pros:
- Ease of Use (183 reviews)
- Features (118 reviews)

Cons:
- Expensive (91 reviews)
- Feature Limitations (54 reviews)

### Databricks

Pros:
- Features (192 reviews)
- Ease of Use (155 reviews)

Cons:
- Learning Curve (78 reviews)
- Expensive (71 reviews)

---
## Ratings Comparison
| Rating | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
  | **Meets Requirements** | 8.7 (15 reviews) | 9.1 (576 reviews) | 9.0 (627 reviews) | 
  | **Ease of Use** | 8.6 (15 reviews) | 9.0 (614 reviews) | 8.9 (648 reviews) | 
  | **Ease of Setup** | 8.0 (9 reviews) | 8.9 (398 reviews) | 8.7 (521 reviews) | 
  | **Ease of Admin** | 8.6 (7 reviews) | 8.7 (213 reviews) | 8.4 (190 reviews) | 
  | **Quality of Support** | 7.2 (12 reviews) | 8.7 (529 reviews) | 8.8 (604 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (6 reviews) | 9.0 (215 reviews) | 8.9 (194 reviews) | 
  | **Product Direction (% positive)** | 9.2 (14 reviews) | 9.3 (545 reviews) | 9.6 (608 reviews) | 

---
## Pricing

### Pentaho Data Integration

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### 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

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **Databricks** | 9.2/10 | 231 |

#### Reports

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 9.0 (22 reviews) | 
| **Steps to Answer** | Not enough data | Not enough data | 8.4 (18 reviews) | 
| **Graphs and Charts** | Not enough data | Not enough data | 9.0 (19 reviews) | 
| **Score Cards** | Not enough data | Not enough data | 8.8 (16 reviews) | 
| **Dashboards** | Not enough data | Not enough data | 9.1 (25 reviews) | 

#### Data Preparation

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Connectors** | Not enough data | Not enough data | 9.4 (13 reviews) | 
| **Data Governance** | Not enough data | Not enough data | 9.4 (13 reviews) | 

#### Data Modeling and Blending

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 9.4 (15 reviews) | 
| **Data Filtering** | Not enough data | Not enough data | 9.3 (14 reviews) | 
| **Data Blending** | Not enough data | Not enough data | 9.3 (15 reviews) | 

#### Generative AI

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 9.5 (16 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 9.6 (13 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 9.5 (14 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 9.4 (12 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 9.2 (13 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 9.1 (13 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 9.2 (14 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 9.9 (13 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 9.7 (12 reviews) | 

#### Self Service 

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 8.6 (17 reviews) | 
| **Data Column Filtering** | Not enough data | Not enough data | 8.7 (18 reviews) | 
| **Data Discovery** | Not enough data | Not enough data | 9.0 (19 reviews) | 
| **Search** | Not enough data | Not enough data | 8.8 (20 reviews) | 
| **Collaboration / Workflow** | Not enough data | Not enough data | 9.0 (20 reviews) | 
| **Automodeling** | Not enough data | Not enough data | 8.9 (15 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | 8.8 (14 reviews) | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | 9.6 (15 reviews) | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | 9.4 (13 reviews) | 
| **Data Source Connectivity** | Not enough data | Not enough data | 9.6 (13 reviews) | 

#### Advanced Analytics

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | 9.1 (20 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | 8.9 (19 reviews) | 
| **Big Data Services** | Not enough data | Not enough data | 9.5 (23 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 9.4 (14 reviews) | 
| **Concurrent User Support** | Not enough data | Not enough data | 9.8 (11 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 9.4 (14 reviews) | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 9.2 (15 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 9.2 (13 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | 9.2 (14 reviews) | 
| **Natural Language Queries** | Not enough data | Not enough data | 9.5 (16 reviews) | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | 9.5 (13 reviews) | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | 9.2 (14 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | 9.5 (13 reviews) | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | 8.8 (15 reviews) | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | 9.2 (14 reviews) | 

#### Building Reports

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 9.1 (176 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 8.7 (164 reviews) | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 7.8 (133 reviews) | 
| **Integration APIs** | Not enough data | Not enough data | 8.6 (168 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **Databricks** | 8.8/10 | 121 |

#### Administration

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Modelling** | Not enough data | Not enough data | 8.8 (102 reviews) | 
| **Recommendations** | Not enough data | Not enough data | 8.6 (96 reviews) | 
| **Workflow Management** | Not enough data | Not enough data | 9.0 (98 reviews) | 
| **Dashboards and Visualizations** | Not enough data | Not enough data | 8.8 (102 reviews) | 

#### Management

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Business Glossary** | Not enough data | Not enough data | 8.5 (90 reviews) | 
| **Data Discovery** | Not enough data | Not enough data | 8.7 (89 reviews) | 
| **Data Profililng** | Not enough data | Not enough data | 8.7 (91 reviews) | 
| **Reporting and Visualization** | Not enough data | Not enough data | 8.6 (90 reviews) | 
| **Data Lineage** | Not enough data | Not enough data | 8.8 (89 reviews) | 

#### Compliance

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Sensitive Data Compliance** | Not enough data | Not enough data | 8.9 (102 reviews) | 
| **Training and Guidelines** | Not enough data | Not enough data | 8.7 (95 reviews) | 
| **Policy Enforcement** | Not enough data | Not enough data | 8.9 (97 reviews) | 
| **Compliance Monitoring** | Not enough data | Not enough data | 8.8 (98 reviews) | 

#### Security

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Access Control** | Not enough data | Not enough data | 9.0 (91 reviews) | 
| **Roles Management** | Not enough data | Not enough data | 8.9 (89 reviews) | 
| **Compliance Management** | Not enough data | Not enough data | 8.8 (89 reviews) | 

#### Data Quality

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Preparation** | Not enough data | Not enough data | 9.0 (97 reviews) | 
| **Data Distribution** | Not enough data | Not enough data | 8.8 (96 reviews) | 
| **Data Unification** | Not enough data | Not enough data | 9.0 (97 reviews) | 

#### Maintainence

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | 8.8 (88 reviews) | 
| **Policy Management** | Not enough data | Not enough data | 8.8 (87 reviews) | 

#### Generative AI

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 8.4 (85 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 8.5 (84 reviews) | 

#### Agentic AI - Data Governance

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 8.8 (13 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 9.0 (14 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 9.2 (17 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 8.8 (15 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 9.2 (15 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 9.2 (16 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | 9.1/10 | 5 |
| **Snowflake** | N/A | N/A |
| **Databricks** | 9.0/10 | 201 |

#### Management

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Reporting** | 8.7 (5 reviews) | Not enough data | 8.7 (177 reviews) | 
| **Auditing** | 9.0 (5 reviews) | Not enough data | 8.5 (169 reviews) | 

#### Functionality

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Extraction** | 9.7 (5 reviews) | Not enough data | 9.1 (182 reviews) | 
| **Transformation** | 9.7 (5 reviews) | Not enough data | 9.3 (184 reviews) | 
| **Loading** | 9.3 (5 reviews) | Not enough data | 9.1 (178 reviews) | 
| **Automation** | 8.3 (5 reviews) | Not enough data | 9.0 (174 reviews) | 
| **Scalability** | 8.7 (5 reviews) | Not enough data | 9.2 (176 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | 9.2/10 | 14 |
| **Databricks** | 9.0/10 | 87 |

#### Deployment

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | 9.2 (13 reviews) | 9.0 (70 reviews) | 
| **Framework Flexibility** | Not enough data | 9.0 (13 reviews) | 8.9 (69 reviews) | 
| **Versioning** | Not enough data | 9.1 (13 reviews) | 9.0 (71 reviews) | 
| **Ease of Deployment** | Not enough data | 9.4 (13 reviews) | 9.0 (71 reviews) | 
| **Scalability** | Not enough data | 9.4 (13 reviews) | 9.0 (73 reviews) | 

#### Deployment

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Language Flexibility** | Not enough data | 9.4 (11 reviews) | 9.0 (67 reviews) | 
| **Framework Flexibility** | Not enough data | 9.5 (11 reviews) | 8.8 (67 reviews) | 
| **Versioning** | Not enough data | 9.5 (11 reviews) | 8.7 (71 reviews) | 
| **Ease of Deployment** | Not enough data | 9.5 (11 reviews) | 9.0 (70 reviews) | 
| **Scalability** | Not enough data | 9.4 (11 reviews) | 9.1 (71 reviews) | 

#### Management

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Cataloging** | Not enough data | 9.0 (13 reviews) | 9.0 (70 reviews) | 
| **Monitoring** | Not enough data | 9.0 (12 reviews) | 8.9 (71 reviews) | 
| **Governing** | Not enough data | 9.2 (13 reviews) | 9.2 (67 reviews) | 
| **Model Registry** | Not enough data | 9.1 (13 reviews) | 9.0 (74 reviews) | 

#### Operations

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Metrics** | Not enough data | 8.9 (11 reviews) | 8.8 (67 reviews) | 
| **Infrastructure management** | Not enough data | 8.9 (11 reviews) | 8.9 (68 reviews) | 
| **Collaboration** | Not enough data | 9.5 (11 reviews) | 9.1 (69 reviews) | 

#### Management

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Cataloging** | Not enough data | 9.2 (11 reviews) | 8.9 (67 reviews) | 
| **Monitoring** | Not enough data | 9.3 (10 reviews) | 8.8 (66 reviews) | 
| **Governing** | Not enough data | 8.8 (11 reviews) | 9.1 (64 reviews) | 

#### Generative AI

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (11 reviews) | 8.6 (34 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (11 reviews) | 8.6 (34 reviews) | 

### Cloud Migration

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Functionality

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Migration** | Not enough data | Not enough data | Not enough data | 
| **Data Variety** | Not enough data | Not enough data | Not enough data | 
| **Alerts and Logging** | Not enough data | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | Not enough data | 

#### Management

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Backup and Recovery** | Not enough data | Not enough data | Not enough data | 
| **Integration Variety** | Not enough data | Not enough data | Not enough data | 
| **Access and Security** | Not enough data | Not enough data | Not enough data | 
| **Real time Monitoring** | Not enough data | Not enough data | Not enough data | 

#### Security

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Protection** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Cloud Migration

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Data Mapping

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Functionality

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data visualisation** | Not enough data | Not enough data | Not enough data | 
| **Data transformation** | Not enough data | Not enough data | Not enough data | 
| **Data migration** | Not enough data | Not enough data | Not enough data | 
| **Process various formats** | Not enough data | Not enough data | Not enough data | 
| **No-code functionality** | Not enough data | Not enough data | Not enough data | 
| **Data manipulation** | Not enough data | Not enough data | Not enough data | 
| **Analytics** | Not enough data | Not enough data | Not enough data | 
| **Reporting** | Not enough data | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | 8.7/10 | 39 |
| **Databricks** | 8.7/10 | 230 |

#### System

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 9.2 (30 reviews) | 8.9 (185 reviews) | 

#### Model Development

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Language Support** | Not enough data | 9.2 (32 reviews) | 8.8 (193 reviews) | 
| **Drag and Drop** | Not enough data | 8.6 (29 reviews) | 8.0 (195 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 8.3 (30 reviews) | 8.4 (192 reviews) | 
| **Model Training** | Not enough data | 8.8 (31 reviews) | 8.7 (198 reviews) | 

#### Model Development

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Feature Engineering** | Not enough data | 8.8 (29 reviews) | 8.5 (177 reviews) | 

#### Machine/Deep Learning Services

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Computer Vision** | Not enough data | 8.6 (29 reviews) | 8.2 (180 reviews) | 
| **Natural Language Processing** | Not enough data | 8.7 (31 reviews) | 8.6 (187 reviews) | 
| **Natural Language Generation** | Not enough data | 8.4 (29 reviews) | 8.3 (179 reviews) | 
| **Artificial Neural Networks** | Not enough data | 8.4 (28 reviews) | 8.2 (178 reviews) | 

#### Machine/Deep Learning Services

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Natural Language Understanding** | Not enough data | 8.6 (29 reviews) | 8.4 (164 reviews) | 
| **Deep Learning** | Not enough data | 8.6 (26 reviews) | 8.4 (165 reviews) | 

#### Deployment

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Managed Service** | Not enough data | 9.2 (33 reviews) | 8.6 (185 reviews) | 
| **Application** | Not enough data | 9.0 (29 reviews) | 8.8 (187 reviews) | 
| **Scalability** | Not enough data | 9.2 (31 reviews) | 9.0 (195 reviews) | 

#### Generative AI

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.6 (28 reviews) | 8.3 (92 reviews) | 
| **AI Text Summarization** | Not enough data | 8.5 (27 reviews) | 8.5 (93 reviews) | 
| **AI Text-to-Image** | Not enough data | 8.5 (26 reviews) | 7.7 (91 reviews) | 

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

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.4 (15 reviews) | 9.4 (14 reviews) | 
| **Multi-step Planning** | Not enough data | 8.4 (15 reviews) | 9.1 (13 reviews) | 
| **Cross-system Integration** | Not enough data | 8.5 (14 reviews) | 8.9 (14 reviews) | 
| **Adaptive Learning** | Not enough data | 8.6 (14 reviews) | 9.1 (13 reviews) | 
| **Natural Language Interaction** | Not enough data | 8.4 (15 reviews) | 9.5 (16 reviews) | 
| **Proactive Assistance** | Not enough data | 8.4 (15 reviews) | 9.4 (12 reviews) | 
| **Decision Making** | Not enough data | 8.4 (15 reviews) | 9.6 (13 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | 8.8/10 | 287 |
| **Databricks** | 8.9/10 | 225 |

#### Data Management

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Integration** | Not enough data | 9.1 (217 reviews) ✓ Verified | 9.1 (197 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.9 (180 reviews) ✓ Verified | 8.9 (187 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 9.1 (192 reviews) ✓ Verified | 8.9 (190 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.4 (189 reviews) ✓ Verified | 8.8 (188 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.2 (168 reviews) ✓ Verified | 8.7 (175 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 8.7 (168 reviews) ✓ Verified | 9.1 (179 reviews) ✓ Verified | 

#### Integration

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.4 (168 reviews) ✓ Verified | 8.9 (183 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 9.1 (204 reviews) ✓ Verified | 8.8 (174 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 8.9 (172 reviews) ✓ Verified | 9.1 (185 reviews) ✓ Verified | 

#### Deployment

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **On-Premise** | Not enough data | 7.8 (147 reviews) ✓ Verified | 8.0 (163 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.3 (212 reviews) ✓ Verified | 9.2 (186 reviews) ✓ Verified | 

#### Performance 

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Scalability** | Not enough data | 9.4 (225 reviews) ✓ Verified | 9.2 (191 reviews) ✓ Verified | 

#### Security

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Governance** | Not enough data | 8.9 (193 reviews) ✓ Verified | 8.9 (182 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.1 (200 reviews) ✓ Verified | 9.0 (175 reviews) ✓ Verified | 

#### Generative AI

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 8.1 (88 reviews) | 8.6 (85 reviews) | 
| **AI Text Summarization** | Not enough data | 8.2 (86 reviews) | 8.5 (83 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | 9.2/10 | 110 |
| **Databricks** | N/A | N/A |

#### Management

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data dictionary** | Not enough data | 9.0 (86 reviews) | Not enough data | 
| **Data Replication** | Not enough data | 9.2 (87 reviews) | Not enough data | 
| **Query Language** | Not enough data | 9.4 (93 reviews) | Not enough data | 
| **Data Modeling** | Not enough data | 9.0 (91 reviews) | Not enough data | 
| **Performance Analysis** | Not enough data | 9.1 (90 reviews) | Not enough data | 

#### Maintenance

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Migration** | Not enough data | 9.3 (89 reviews) | Not enough data | 
| **Backup and Recovery** | Not enough data | 9.0 (89 reviews) | Not enough data | 
| **Multi-User Environment** | Not enough data | 9.3 (92 reviews) | Not enough data | 

#### Security

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Encryption** | Not enough data | 9.3 (89 reviews) | Not enough data | 
| **User Access Control** | Not enough data | 9.3 (94 reviews) | Not enough data | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | 9.2/10 | 52 |
| **Databricks** | N/A | N/A |

#### Storage

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Model** | Not enough data | 9.2 (45 reviews) | Not enough data | 
| **Data Types** | Not enough data | 9.2 (45 reviews) | Not enough data | 

#### Availability

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Auto Sharding** | Not enough data | 9.1 (40 reviews) | Not enough data | 
| **Auto Recovery** | Not enough data | 9.2 (38 reviews) | Not enough data | 
| **Data Replication** | Not enough data | 9.2 (42 reviews) | Not enough data | 

#### Performance

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Integrated Cache** | Not enough data | 9.2 (45 reviews) | Not enough data | 

#### Security

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Role-Based Authorization** | Not enough data | 9.1 (45 reviews) | Not enough data | 
| **Authentication** | Not enough data | 9.2 (46 reviews) | Not enough data | 
| **Audit Logs** | Not enough data | 8.9 (39 reviews) | Not enough data | 
| **Encryption** | Not enough data | 9.2 (39 reviews) | Not enough data | 

#### Support

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Multi-Model** | Not enough data | 9.2 (37 reviews) | Not enough data | 
| **Operating Systems** | Not enough data | 9.2 (36 reviews) | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **Databricks** | 9.1/10 | 90 |

#### Data Management

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Integration** | Not enough data | Not enough data | 9.1 (75 reviews) | 
| **Metadata** | Not enough data | Not enough data | 8.9 (78 reviews) | 
| **Self-service** | Not enough data | Not enough data | 8.9 (76 reviews) | 
| **Automated workflows** | Not enough data | Not enough data | 9.2 (76 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 9.5 (16 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 9.4 (14 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 9.4 (16 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 9.4 (15 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 9.7 (15 reviews) | 

#### Analytics

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Analytics capabilities** | Not enough data | Not enough data | 9.0 (75 reviews) | 
| **Dasboard visualizations** | Not enough data | Not enough data | 8.7 (75 reviews) | 

#### Monitoring and Management

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Observability** | Not enough data | Not enough data | 8.7 (75 reviews) | 
| **Testing capabilities** | Not enough data | Not enough data | 8.7 (75 reviews) | 

#### Cloud Deployment

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Hybrid cloud support** | Not enough data | Not enough data | 9.1 (70 reviews) | 
| **Cloud migration capabilities** | Not enough data | Not enough data | 9.1 (71 reviews) | 

#### Generative AI

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 9.1 (43 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 9.1 (43 reviews) | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | 9.2/10 | 27 |
| **Databricks** | N/A | N/A |

#### Centralized computation

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Centralized Computation** | Not enough data | 9.3 (26 reviews) | Not enough data | 

#### Localized computation

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Localized computation** | Not enough data | 9.1 (25 reviews) | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **Databricks** | 9.9/10 | 13 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | 10.0 (6 reviews) | 
| **AI Model Training Scalability** | Not enough data | Not enough data | 10.0 (8 reviews) | 
| **AI Inference Speed** | Not enough data | Not enough data | 10.0 (7 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | 10.0 (6 reviews) | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | 9.4 (8 reviews) | 
| **AI Energy Efficiency** | Not enough data | Not enough data | 10.0 (6 reviews) | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | 9.8 (7 reviews) | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | 10.0 (7 reviews) | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | 10.0 (6 reviews) | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | 10.0 (6 reviews) | 
| **AI Role-based Access Control** | Not enough data | Not enough data | 9.7 (6 reviews) | 
| **AI Data Encryption** | Not enough data | Not enough data | 10.0 (6 reviews) | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 10.0 (8 reviews) | 
| **AI Community Activity** | Not enough data | Not enough data | 9.7 (6 reviews) | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **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 | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **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 | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **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 | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **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 |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **Databricks** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **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 | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **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 | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | 9.1/10 | 120 |
| **Databricks** | 9.0/10 | 354 |

#### Database

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Real-Time Data Collection** | Not enough data | 9.0 (101 reviews) | 8.8 (245 reviews) | 
| **Data Distribution** | Not enough data | 9.3 (104 reviews) | 9.0 (251 reviews) | 
| **Data Lake** | Not enough data | 9.3 (98 reviews) | 9.3 (279 reviews) | 

#### Integrations

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | 8.7 (79 reviews) | 8.3 (223 reviews) | 
| **Spark Integration** | Not enough data | 8.7 (84 reviews) | 9.2 (283 reviews) | 

#### Platform

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Machine Scaling** | Not enough data | 9.1 (95 reviews) | 9.0 (283 reviews) | 
| **Data Preparation** | Not enough data | 9.0 (100 reviews) | 8.9 (261 reviews) | 
| **Spark Integration** | Not enough data | 8.7 (84 reviews) | 9.2 (283 reviews) | 

#### Processing

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Cloud Processing** | Not enough data | 9.3 (100 reviews) | 9.1 (260 reviews) | 
| **Workload Processing** | Not enough data | 9.1 (98 reviews) | 9.0 (270 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | 9.0/10 | 108 |
| **Databricks** | 8.9/10 | 270 |

#### Data Transformation

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Real-Time Analytics** | Not enough data | 9.2 (94 reviews) | 8.9 (231 reviews) | 
| **Data Querying** | Not enough data | 9.4 (96 reviews) | 9.1 (241 reviews) | 

#### Connectivity

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Hadoop Integration** | Not enough data | 8.6 (81 reviews) | 8.7 (210 reviews) | 
| **Spark Integration** | Not enough data | 8.7 (82 reviews) | 9.2 (235 reviews) | 
| **Multi-Source Analysis** | Not enough data | 9.1 (85 reviews) | 9.0 (225 reviews) | 
| **Data Lake** | Not enough data | 9.1 (87 reviews) | 9.2 (235 reviews) | 

#### Operations

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Visualization** | Not enough data | 8.6 (91 reviews) | 8.5 (232 reviews) | 
| **Data Workflow** | Not enough data | 9.2 (86 reviews) | 8.8 (233 reviews) | 
| **Governed Discovery** | Not enough data | 8.9 (79 reviews) | 8.6 (218 reviews) | 
| **Embedded Analytics** | Not enough data | 8.8 (83 reviews) | 8.7 (215 reviews) | 
| **Notebooks** | Not enough data | 8.8 (83 reviews) | 9.4 (237 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Pentaho Data Integration** | N/A | N/A |
| **Snowflake** | N/A | N/A |
| **Databricks** | 8.6/10 | 214 |

#### Building Reports

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 9.1 (176 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 8.7 (164 reviews) | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 7.8 (133 reviews) | 
| **Integration APIs** | Not enough data | Not enough data | 8.6 (168 reviews) | 

#### Platform

| Feature | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **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 (1):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)

**Unique to Pentaho Data Integration (5):** [Cloud Migration Software](https://www.g2.com/categories/cloud-migration), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [ETL Tools](https://www.g2.com/categories/etl-tools), [On-Premise Data Integration Software](https://www.g2.com/categories/on-premise-data-integration), [Data Mapping Software](https://www.g2.com/categories/data-mapping)

**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 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)

**Unique to Databricks (12):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways)


---
## Reviewer Demographics

### By Company Size

| Segment | Pentaho Data Integration | Snowflake | Databricks | 
|---|---|---|---|
| **Small-Business** | 17.6% | 13.1% | 15.9% | 
| **Mid-Market** | 41.2% | 44.7% | 40.3% | 
| **Enterprise** | 41.2% | 42.2% | 43.8% | 

### By Industry

#### Pentaho Data Integration

- **Information Technology and Services:** 35.3%
- **Telecommunications:** 11.8%
- **Banking:** 11.8%
- **Internet:** 5.9%
- **Information Services:** 5.9%
- **Import and Export:** 5.9%
- **Higher Education:** 5.9%
- **Education Management:** 5.9%
- **Aviation & Aerospace:** 5.9%
- **Airlines/Aviation:** 5.9%

#### Snowflake

- **Information Technology and Services:** 15.2%
- **Computer Software:** 14.0%
- **Financial Services:** 10.0%
- **Marketing and Advertising:** 4.3%
- **Hospital & Health Care:** 3.3%
- **Retail:** 3.3%
- **Insurance:** 3.2%
- **Information Services:** 2.6%
- **Logistics and Supply Chain:** 2.3%
- **Consulting:** 2.3%
- **Other:** 39.4%

#### Databricks

- **Information Technology and Services:** 16.5%
- **Financial Services:** 10.4%
- **Computer Software:** 9.1%
- **Consulting:** 4.1%
- **Hospital & Health Care:** 3.5%
- **Retail:** 3.4%
- **Marketing and Advertising:** 3.2%
- **Insurance:** 3.0%
- **Telecommunications:** 2.8%
- **Manufacturing:** 2.6%
- **Other:** 41.5%

---
## Alternatives

### Alternatives to Pentaho Data Integration

- [Informatica PowerCenter](https://www.g2.com/products/informatica-powercenter/reviews) — 4.3/5 stars (90 reviews)
- [IBM DataStage](https://www.g2.com/products/ibm-datastage/reviews) — 4.0/5 stars (73 reviews)
- [AWS Glue](https://www.g2.com/products/aws-glue/reviews) — 4.3/5 stars (202 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) — 4.6/5 stars (100 reviews)
- [Apache NiFi](https://www.g2.com/products/apache-nifi/reviews) — 4.2/5 stars (26 reviews)
- [Fivetran](https://www.g2.com/products/fivetran/reviews) — 4.3/5 stars (796 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (398 reviews)
- [Boomi](https://www.g2.com/products/boomi/reviews) — 4.4/5 stars (506 reviews)

### Alternatives to Snowflake

- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 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 (2284 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)

### Alternatives to Databricks

- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (801 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (208 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)

---
## Top Discussions

### Pentaho Data Integration

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..."

### Databricks

- Title: [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML."
- Title: [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Delta Lake
Lakehosue platform
Schema evolution
Data quarantine & Data Quality
Data Integration & Transformations"
- Title: [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) — 3 comments
  > **Top comment:** "It will work like Hadoop, databricks provide the services like big data.
Databricks also work like in advanced level it's have capability to process large..."
- Title: [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) — 3 comments
  > **Top comment:** "Databricks' Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/pentaho-data-integration-vs-snowflake-vs-databricks)