# Databricks, Microsoft Fabric vs Snowflake Comparison

| | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.7 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 1,334 | 45 | 756 | 
| **Largest Market Segment** | Enterprise (48.4% of reviews) | Enterprise (39.5% of reviews) | Mid-Market (44.7% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | $2 Compute/Hour | 

---
## Top Pros & Cons

### Databricks

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

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

### Microsoft Fabric

Pros:
- Ease of Use (15 reviews)
- Customer Support (8 reviews)

Cons:
- Feature Limitations (3 reviews)
- Learning Curve (3 reviews)

### Snowflake

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

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

---
## Ratings Comparison
| Rating | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
  | **Meets Requirements** | 9.0 (657 reviews) | 9.4 (38 reviews) | 9.1 (578 reviews) | 
  | **Ease of Use** | 8.8 (1001 reviews) | 9.1 (39 reviews) | 9.0 (616 reviews) | 
  | **Ease of Setup** | 8.4 (850 reviews) | 8.9 (22 reviews) | 9.0 (399 reviews) | 
  | **Ease of Admin** | 8.4 (193 reviews) | 8.7 (9 reviews) | 8.7 (213 reviews) | 
  | **Quality of Support** | 8.8 (638 reviews) | 9.1 (38 reviews) | 8.7 (530 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (197 reviews) | 9.4 (9 reviews) | 9.0 (215 reviews) | 
  | **Product Direction (% positive)** | 9.6 (634 reviews) | 9.7 (37 reviews) | 9.3 (547 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Microsoft Fabric

#### 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

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.3/10 | 395 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Reports

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Reports Interface** | 9.1 (25 reviews) | Not enough data | Not enough data | 
| **Steps to Answer** | 8.4 (21 reviews) | Not enough data | Not enough data | 
| **Graphs and Charts** | 9.2 (22 reviews) | Not enough data | Not enough data | 
| **Score Cards** | 8.8 (17 reviews) | Not enough data | Not enough data | 
| **Dashboards** | 9.2 (28 reviews) | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Connectors** | 9.5 (16 reviews) | Not enough data | Not enough data | 
| **Data Governance** | 9.5 (16 reviews) | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Querying** | 9.5 (16 reviews) | Not enough data | Not enough data | 
| **Data Filtering** | 9.3 (15 reviews) | Not enough data | Not enough data | 
| **Data Blending** | 9.4 (17 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI Text Generation** | 9.5 (17 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 9.6 (14 reviews) | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Autonomous Task Execution** | 9.3 (16 reviews) | Not enough data | Not enough data | 
| **Multi-step Planning** | 9.5 (13 reviews) | Not enough data | Not enough data | 
| **Cross-system Integration** | 9.3 (14 reviews) | Not enough data | Not enough data | 
| **Adaptive Learning** | 9.2 (14 reviews) | Not enough data | Not enough data | 
| **Natural Language Interaction** | 9.2 (15 reviews) | Not enough data | Not enough data | 
| **Proactive Assistance** | 9.9 (14 reviews) | Not enough data | Not enough data | 
| **Decision Making** | 9.7 (13 reviews) | Not enough data | Not enough data | 

#### Self Service 

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Calculated Fields** | 8.7 (18 reviews) | Not enough data | Not enough data | 
| **Data Column Filtering** | 8.9 (21 reviews) | Not enough data | Not enough data | 
| **Data Discovery** | 9.2 (22 reviews) | Not enough data | Not enough data | 
| **Search** | 8.7 (22 reviews) | Not enough data | Not enough data | 
| **Collaboration / Workflow** | 9.2 (24 reviews) | Not enough data | Not enough data | 
| **Automodeling** | 9.0 (16 reviews) | Not enough data | Not enough data | 

#### Deployment &amp; Integration - Analytics Platforms

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **No-code Dashboard Builder** | 9.0 (16 reviews) | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | 9.6 (16 reviews) | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | 9.4 (14 reviews) | Not enough data | Not enough data | 
| **Data Source Connectivity** | 9.7 (15 reviews) | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Predictive Analytics** | 9.1 (21 reviews) | Not enough data | Not enough data | 
| **Data Visualization** | 9.0 (22 reviews) | Not enough data | Not enough data | 
| **Big Data Services** | 9.6 (30 reviews) | Not enough data | Not enough data | 

#### Performance &amp; Scalability - Analytics Platforms

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Large data handling and Query Speed** | 9.6 (20 reviews) | Not enough data | Not enough data | 
| **Concurrent User Support** | 9.9 (12 reviews) | Not enough data | Not enough data | 

#### Advanced Analytics &amp; Modeling - Analytics Platforms

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Modeling and Governance** | 9.5 (17 reviews) | Not enough data | Not enough data | 
| **Notebook and Script Integration** | 9.0 (17 reviews) | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | 9.3 (14 reviews) | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | 9.2 (15 reviews) | Not enough data | Not enough data | 
| **Natural Language Queries** | 9.5 (18 reviews) | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 9.5 (14 reviews) | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 9.3 (16 reviews) | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.5 (14 reviews) | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | 8.9 (16 reviews) | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | 9.2 (15 reviews) | Not enough data | Not enough data | 

#### Building Reports

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Transformation** | 9.3 (220 reviews) | Not enough data | Not enough data | 
| **Data Modeling** | 8.9 (219 reviews) | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (174 reviews) | Not enough data | Not enough data | 
| **Integration APIs** | 8.7 (223 reviews) | Not enough data | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 142 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Administration

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Modelling** | 8.9 (106 reviews) | Not enough data | Not enough data | 
| **Recommendations** | 8.7 (97 reviews) | Not enough data | Not enough data | 
| **Workflow Management** | 9.0 (101 reviews) | Not enough data | Not enough data | 
| **Dashboards and Visualizations** | 8.8 (105 reviews) | Not enough data | Not enough data | 

#### Management

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Business Glossary** | 8.5 (91 reviews) | Not enough data | Not enough data | 
| **Data Discovery** | 8.7 (92 reviews) | Not enough data | Not enough data | 
| **Data Profililng** | 8.7 (92 reviews) | Not enough data | Not enough data | 
| **Reporting and Visualization** | 8.6 (91 reviews) | Not enough data | Not enough data | 
| **Data Lineage** | 8.8 (91 reviews) | Not enough data | Not enough data | 

#### Compliance

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Sensitive Data Compliance** | 8.9 (103 reviews) | Not enough data | Not enough data | 
| **Training and Guidelines** | 8.7 (98 reviews) | Not enough data | Not enough data | 
| **Policy Enforcement** | 9.0 (103 reviews) | Not enough data | Not enough data | 
| **Compliance Monitoring** | 8.8 (99 reviews) | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Access Control** | 9.1 (96 reviews) | Not enough data | Not enough data | 
| **Roles Management** | 8.9 (90 reviews) | Not enough data | Not enough data | 
| **Compliance Management** | 8.9 (90 reviews) | Not enough data | Not enough data | 

#### Data Quality

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Preparation** | 9.1 (100 reviews) | Not enough data | Not enough data | 
| **Data Distribution** | 8.8 (97 reviews) | Not enough data | Not enough data | 
| **Data Unification** | 9.1 (105 reviews) | Not enough data | Not enough data | 

#### Maintainence

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Quality Management** | 8.8 (89 reviews) | Not enough data | Not enough data | 
| **Policy Management** | 8.8 (88 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI Text Generation** | 8.4 (86 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 8.5 (85 reviews) | Not enough data | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Autonomous Task Execution** | 8.9 (14 reviews) | Not enough data | Not enough data | 
| **Multi-step Planning** | 9.1 (15 reviews) | Not enough data | Not enough data | 
| **Cross-system Integration** | 9.0 (19 reviews) | Not enough data | Not enough data | 
| **Adaptive Learning** | 8.9 (16 reviews) | Not enough data | Not enough data | 
| **Natural Language Interaction** | 9.3 (16 reviews) | Not enough data | Not enough data | 
| **Decision Making** | 9.2 (17 reviews) | Not enough data | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 218 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Management

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Reporting** | 8.7 (179 reviews) | Not enough data | Not enough data | 
| **Auditing** | 8.5 (170 reviews) | Not enough data | Not enough data | 

#### Functionality

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Extraction** | 9.1 (189 reviews) | Not enough data | Not enough data | 
| **Transformation** | 9.3 (193 reviews) | Not enough data | Not enough data | 
| **Loading** | 9.2 (183 reviews) | Not enough data | Not enough data | 
| **Automation** | 9.1 (178 reviews) | Not enough data | Not enough data | 
| **Scalability** | 9.2 (183 reviews) | Not enough data | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 99 |
| **Microsoft Fabric** | 9.0/10 | 27 |
| **Snowflake** | 9.2/10 | 14 |

#### Deployment

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Language Flexibility** | 9.0 (71 reviews) | 9.2 (23 reviews) | 9.2 (13 reviews) | 
| **Framework Flexibility** | 9.0 (70 reviews) | 9.0 (22 reviews) | 9.0 (13 reviews) | 
| **Versioning** | 9.0 (74 reviews) | 8.9 (21 reviews) | 9.1 (13 reviews) | 
| **Ease of Deployment** | 9.0 (76 reviews) | 8.8 (23 reviews) | 9.4 (13 reviews) | 
| **Scalability** | 9.0 (75 reviews) | 9.3 (23 reviews) | 9.4 (13 reviews) | 

#### Deployment

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Language Flexibility** | 9.0 (68 reviews) | 8.8 (21 reviews) | 9.4 (11 reviews) | 
| **Framework Flexibility** | 8.9 (69 reviews) | 9.3 (20 reviews) | 9.5 (11 reviews) | 
| **Versioning** | 8.7 (74 reviews) | 9.0 (22 reviews) | 9.5 (11 reviews) | 
| **Ease of Deployment** | 9.0 (75 reviews) | 9.3 (20 reviews) | 9.5 (11 reviews) | 
| **Scalability** | 9.1 (73 reviews) | 9.4 (19 reviews) | 9.4 (11 reviews) | 

#### Management

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Cataloging** | 9.1 (72 reviews) | 8.8 (20 reviews) | 9.0 (13 reviews) | 
| **Monitoring** | 9.0 (72 reviews) | 9.0 (21 reviews) | 9.0 (12 reviews) | 
| **Governing** | 9.3 (69 reviews) | 9.1 (21 reviews) | 9.2 (13 reviews) | 
| **Model Registry** | 9.1 (76 reviews) | 9.2 (19 reviews) | 9.1 (13 reviews) | 

#### Operations

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Metrics** | 8.9 (69 reviews) | 8.9 (20 reviews) | 8.9 (11 reviews) | 
| **Infrastructure management** | 9.0 (69 reviews) | 9.0 (21 reviews) | 8.9 (11 reviews) | 
| **Collaboration** | 9.1 (70 reviews) | 9.2 (22 reviews) | 9.5 (11 reviews) | 

#### Management

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Cataloging** | 9.0 (69 reviews) | 8.7 (19 reviews) | 9.2 (11 reviews) | 
| **Monitoring** | 8.8 (67 reviews) | 8.9 (18 reviews) | 9.3 (10 reviews) | 
| **Governing** | 9.1 (66 reviews) | 8.9 (18 reviews) | 8.8 (11 reviews) | 

#### Generative AI

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI Text Generation** | 8.7 (36 reviews) | 7.9 (17 reviews) | 8.6 (11 reviews) | 
| **AI Text Summarization** | 8.6 (35 reviews) | 8.4 (18 reviews) | 8.5 (11 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 243 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | 8.7/10 | 39 |

#### System

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Ingestion &amp; Wrangling** | 8.9 (187 reviews) | Not enough data | 9.2 (30 reviews) | 

#### Model Development

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Language Support** | 8.8 (194 reviews) | Not enough data | 9.2 (32 reviews) | 
| **Drag and Drop** | 8.0 (197 reviews) | Not enough data | 8.6 (29 reviews) | 
| **Pre-Built Algorithms** | 8.4 (193 reviews) | Not enough data | 8.3 (30 reviews) | 
| **Model Training** | 8.8 (204 reviews) | Not enough data | 8.8 (31 reviews) | 

#### Model Development

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Feature Engineering** | 8.5 (179 reviews) | Not enough data | 8.8 (29 reviews) | 

#### Machine/Deep Learning Services

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Computer Vision** | 8.2 (183 reviews) | Not enough data | 8.6 (29 reviews) | 
| **Natural Language Processing** | 8.6 (191 reviews) | Not enough data | 8.7 (31 reviews) | 
| **Natural Language Generation** | 8.3 (181 reviews) | Not enough data | 8.4 (29 reviews) | 
| **Artificial Neural Networks** | 8.2 (179 reviews) | Not enough data | 8.4 (28 reviews) | 

#### Machine/Deep Learning Services

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Natural Language Understanding** | 8.4 (166 reviews) | Not enough data | 8.6 (29 reviews) | 
| **Deep Learning** | 8.5 (168 reviews) | Not enough data | 8.6 (26 reviews) | 

#### Deployment

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Managed Service** | 8.6 (188 reviews) | Not enough data | 9.2 (33 reviews) | 
| **Application** | 8.8 (190 reviews) | Not enough data | 9.0 (29 reviews) | 
| **Scalability** | 9.0 (199 reviews) | Not enough data | 9.2 (31 reviews) | 

#### Generative AI

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI Text Generation** | 8.4 (94 reviews) | Not enough data | 8.6 (28 reviews) | 
| **AI Text Summarization** | 8.5 (94 reviews) | Not enough data | 8.5 (27 reviews) | 
| **AI Text-to-Image** | 7.8 (92 reviews) | Not enough data | 8.5 (26 reviews) | 

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

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Autonomous Task Execution** | 9.5 (16 reviews) | Not enough data | 8.4 (15 reviews) | 
| **Multi-step Planning** | 9.2 (14 reviews) | Not enough data | 8.4 (15 reviews) | 
| **Cross-system Integration** | 9.1 (16 reviews) | Not enough data | 8.5 (14 reviews) | 
| **Adaptive Learning** | 9.2 (14 reviews) | Not enough data | 8.6 (14 reviews) | 
| **Natural Language Interaction** | 9.5 (17 reviews) | Not enough data | 8.4 (15 reviews) | 
| **Proactive Assistance** | 9.5 (13 reviews) | Not enough data | 8.4 (15 reviews) | 
| **Decision Making** | 9.6 (14 reviews) | Not enough data | 8.4 (15 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 242 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | 8.8/10 | 289 |

#### Data Management

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Integration** | 9.1 (204 reviews) ✓ Verified | Not enough data | 9.1 (218 reviews) ✓ Verified | 
| **Data Compression** | 8.9 (188 reviews) ✓ Verified | Not enough data | 8.9 (181 reviews) ✓ Verified | 
| **Data Quality** | 8.9 (194 reviews) ✓ Verified | Not enough data | 9.1 (193 reviews) ✓ Verified | 
| **Built-In Data Analytics** | 8.8 (190 reviews) ✓ Verified | Not enough data | 8.4 (190 reviews) ✓ Verified | 
| **In-Database Machine Learning** | 8.8 (176 reviews) ✓ Verified | Not enough data | 8.2 (169 reviews) ✓ Verified | 
| **Data Lake Analytics** | 9.1 (180 reviews) ✓ Verified | Not enough data | 8.7 (169 reviews) ✓ Verified | 

#### Integration

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI/ ML Integration** | 8.9 (190 reviews) ✓ Verified | Not enough data | 8.4 (169 reviews) ✓ Verified | 
| **BI Tool Integration** | 8.8 (175 reviews) ✓ Verified | Not enough data | 9.0 (205 reviews) ✓ Verified | 
| **Data lake Integration** | 9.1 (186 reviews) ✓ Verified | Not enough data | 8.9 (173 reviews) ✓ Verified | 

#### Deployment

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **On-Premise** | 8.0 (164 reviews) ✓ Verified | Not enough data | 7.8 (148 reviews) ✓ Verified | 
| **Cloud** | 9.2 (187 reviews) ✓ Verified | Not enough data | 9.3 (213 reviews) ✓ Verified | 

#### Performance 

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Scalability** | 9.2 (195 reviews) ✓ Verified | Not enough data | 9.4 (227 reviews) ✓ Verified | 

#### Security

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Governance** | 8.9 (186 reviews) ✓ Verified | Not enough data | 8.9 (194 reviews) ✓ Verified | 
| **Data Security** | 9.0 (176 reviews) ✓ Verified | Not enough data | 9.1 (201 reviews) ✓ Verified | 

#### Generative AI

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI Text Generation** | 8.7 (86 reviews) | Not enough data | 8.1 (89 reviews) | 
| **AI Text Summarization** | 8.6 (84 reviews) | Not enough data | 8.2 (87 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 10.0/10 | 6 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | 9.2/10 | 111 |

#### Management

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 9.0 (87 reviews) | 
| **Data Replication** | Not enough data | Not enough data | 9.1 (88 reviews) | 
| **Query Language** | Not enough data | Not enough data | 9.4 (94 reviews) | 
| **Data Modeling** | Not enough data | Not enough data | 9.0 (92 reviews) | 
| **Performance Analysis** | Not enough data | Not enough data | 9.1 (91 reviews) | 

#### Maintenance

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Migration** | 10.0 (5 reviews) | Not enough data | 9.3 (90 reviews) | 
| **Backup and Recovery** | Not enough data | Not enough data | 9.0 (90 reviews) | 
| **Multi-User Environment** | Not enough data | Not enough data | 9.3 (93 reviews) | 

#### Security

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 9.3 (90 reviews) | 
| **User Access Control** | 10.0 (5 reviews) | Not enough data | 9.2 (95 reviews) | 

### Columnar Databases

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | 9.2/10 | 53 |

#### Storage

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Model** | Not enough data | Not enough data | 9.2 (46 reviews) | 
| **Data Types** | Not enough data | Not enough data | 9.2 (46 reviews) | 

#### Availability

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Auto Sharding** | Not enough data | Not enough data | 9.1 (41 reviews) | 
| **Auto Recovery** | Not enough data | Not enough data | 9.2 (39 reviews) | 
| **Data Replication** | Not enough data | Not enough data | 9.2 (43 reviews) | 

#### Performance

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Integrated Cache** | Not enough data | Not enough data | 9.2 (46 reviews) | 

#### Security

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Role-Based Authorization** | Not enough data | Not enough data | 9.1 (46 reviews) | 
| **Authentication** | Not enough data | Not enough data | 9.2 (47 reviews) | 
| **Audit Logs** | Not enough data | Not enough data | 9.0 (40 reviews) | 
| **Encryption** | Not enough data | Not enough data | 9.2 (40 reviews) | 

#### Support

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Multi-Model** | Not enough data | Not enough data | 9.3 (38 reviews) | 
| **Operating Systems** | Not enough data | Not enough data | 9.2 (37 reviews) | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.1/10 | 102 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Data Management

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Integration** | 9.1 (79 reviews) | Not enough data | Not enough data | 
| **Metadata** | 8.9 (80 reviews) | Not enough data | Not enough data | 
| **Self-service** | 9.0 (77 reviews) | Not enough data | Not enough data | 
| **Automated workflows** | 9.2 (79 reviews) | Not enough data | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Autonomous Task Execution** | 9.5 (17 reviews) | Not enough data | Not enough data | 
| **Multi-step Planning** | 9.4 (15 reviews) | Not enough data | Not enough data | 
| **Cross-system Integration** | 9.4 (18 reviews) | Not enough data | Not enough data | 
| **Adaptive Learning** | 9.5 (16 reviews) | Not enough data | Not enough data | 
| **Decision Making** | 9.7 (16 reviews) | Not enough data | Not enough data | 

#### Analytics

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Analytics capabilities** | 9.0 (80 reviews) | Not enough data | Not enough data | 
| **Dasboard visualizations** | 8.7 (76 reviews) | Not enough data | Not enough data | 

#### Monitoring and Management

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Observability** | 8.8 (76 reviews) | Not enough data | Not enough data | 
| **Testing capabilities** | 8.8 (77 reviews) | Not enough data | Not enough data | 

#### Cloud Deployment

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Hybrid cloud support** | 9.1 (71 reviews) | Not enough data | Not enough data | 
| **Cloud migration capabilities** | 9.1 (72 reviews) | Not enough data | Not enough data | 

#### Generative AI

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI Text Generation** | 9.1 (44 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 9.1 (44 reviews) | Not enough data | Not enough data | 

### Data Clean Room

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | 9.2/10 | 28 |

#### Centralized computation

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Centralized Computation** | Not enough data | Not enough data | 9.3 (27 reviews) | 

#### Localized computation

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Localized computation** | Not enough data | Not enough data | 9.0 (26 reviews) | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.9/10 | 16 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI High Availability** | 10.0 (7 reviews) | Not enough data | Not enough data | 
| **AI Model Training Scalability** | 10.0 (11 reviews) | Not enough data | Not enough data | 
| **AI Inference Speed** | 10.0 (8 reviews) | Not enough data | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI Cost per API Call** | 10.0 (7 reviews) | Not enough data | Not enough data | 
| **AI Resource Allocation Flexibility** | 9.4 (9 reviews) | Not enough data | Not enough data | 
| **AI Energy Efficiency** | 10.0 (7 reviews) | Not enough data | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI Multi-cloud Support** | 9.3 (9 reviews) | Not enough data | Not enough data | 
| **AI Data Pipeline Integration** | 10.0 (8 reviews) | Not enough data | Not enough data | 
| **AI API Support and Flexibility** | 10.0 (7 reviews) | Not enough data | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI GDPR and Regulatory Compliance** | 10.0 (7 reviews) | Not enough data | Not enough data | 
| **AI Role-based Access Control** | 9.8 (7 reviews) | Not enough data | Not enough data | 
| **AI Data Encryption** | 10.0 (7 reviews) | Not enough data | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **AI Documentation Quality** | 10.0 (9 reviews) | Not enough data | Not enough data | 
| **AI Community Activity** | 9.8 (7 reviews) | Not enough data | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 10.0/10 | 8 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Natural Language Configuration** | 10.0 (5 reviews) | 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 | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **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 | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Analytics &amp; Reporting** | 10.0 (5 reviews) | 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 | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Workflow Automation** | 10.0 (5 reviews) | 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 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Traffic Management &amp; Performance - AI Gateways

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **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 &amp; Fallbacks** | Not enough data | Not enough data | Not enough data | 

#### Governance &amp; Observability - AI Gateways

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **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 |
|---|---|---|
| **Databricks** | 9.0/10 | 534 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | 9.1/10 | 120 |

#### Database

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Real-Time Data Collection** | 8.8 (259 reviews) | Not enough data | 9.0 (101 reviews) | 
| **Data Distribution** | 9.0 (254 reviews) | Not enough data | 9.3 (104 reviews) | 
| **Data Lake** | 9.4 (332 reviews) | Not enough data | 9.3 (98 reviews) | 

#### Integrations

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Hadoop Integration** | 8.3 (225 reviews) | Not enough data | 8.7 (79 reviews) | 
| **Spark Integration** | 9.1 (298 reviews) | Not enough data | 8.7 (84 reviews) | 

#### Platform

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Machine Scaling** | 9.0 (322 reviews) | Not enough data | 9.1 (95 reviews) | 
| **Data Preparation** | 9.1 (315 reviews) | Not enough data | 9.0 (100 reviews) | 
| **Spark Integration** | 9.1 (298 reviews) | Not enough data | 8.7 (84 reviews) | 

#### Processing

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Cloud Processing** | 9.1 (293 reviews) | Not enough data | 9.3 (100 reviews) | 
| **Workload Processing** | 9.1 (298 reviews) | Not enough data | 9.1 (98 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 283 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | 9.0/10 | 109 |

#### Data Transformation

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Real-Time Analytics** | 8.9 (232 reviews) | Not enough data | 9.2 (95 reviews) | 
| **Data Querying** | 9.1 (244 reviews) | Not enough data | 9.4 (97 reviews) | 

#### Connectivity

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Hadoop Integration** | 8.7 (211 reviews) | Not enough data | 8.6 (82 reviews) | 
| **Spark Integration** | 9.2 (237 reviews) | Not enough data | 8.7 (83 reviews) | 
| **Multi-Source Analysis** | 9.0 (230 reviews) | Not enough data | 9.1 (86 reviews) | 
| **Data Lake** | 9.2 (237 reviews) | Not enough data | 9.1 (88 reviews) | 

#### Operations

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Visualization** | 8.5 (234 reviews) | Not enough data | 8.6 (92 reviews) | 
| **Data Workflow** | 8.9 (239 reviews) | Not enough data | 9.2 (87 reviews) | 
| **Governed Discovery** | 8.6 (222 reviews) | Not enough data | 8.9 (80 reviews) | 
| **Embedded Analytics** | 8.7 (216 reviews) | Not enough data | 8.8 (84 reviews) | 
| **Notebooks** | 9.3 (240 reviews) | Not enough data | 8.8 (84 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 365 |
| **Microsoft Fabric** | N/A | N/A |
| **Snowflake** | N/A | N/A |

#### Building Reports

| Feature | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Data Transformation** | 9.3 (220 reviews) | Not enough data | Not enough data | 
| **Data Modeling** | 8.9 (219 reviews) | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (174 reviews) | Not enough data | Not enough data | 
| **Integration APIs** | 8.7 (223 reviews) | Not enough data | Not enough data | 

#### Platform

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

---
## Categories
**Shared Categories (1):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms)

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


**Unique to Snowflake (9):** [Data Clean Room Software](https://www.g2.com/categories/data-clean-room), [Columnar Databases](https://www.g2.com/categories/columnar-databases), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | Microsoft Fabric | Snowflake | 
|---|---|---|---|
| **Small-Business** | 14.2% | 23.3% | 13.1% | 
| **Mid-Market** | 37.4% | 37.2% | 44.7% | 
| **Enterprise** | 48.4% | 39.5% | 42.2% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 12.8%
- **Financial Services:** 12.3%
- **Computer Software:** 8.0%
- **Consulting:** 4.9%
- **Manufacturing:** 4.5%
- **Hospital &amp; Health Care:** 4.5%
- **Retail:** 4.0%
- **Airlines/Aviation:** 3.1%
- **Insurance:** 3.0%
- **Oil &amp; Energy:** 2.9%
- **Other:** 39.9%

#### Microsoft Fabric

- **Information Technology and Services:** 23.3%
- **Insurance:** 14.0%
- **Manufacturing:** 7.0%
- **Education Management:** 7.0%
- **Commercial Real Estate:** 4.7%
- **Marketing and Advertising:** 4.7%
- **Electrical/Electronic Manufacturing:** 4.7%
- **Food &amp; Beverages:** 4.7%
- **Architecture &amp; Planning:** 2.3%
- **Civic &amp; Social Organization:** 2.3%
- **Other:** 25.6%

#### Snowflake

- **Information Technology and Services:** 15.2%
- **Computer Software:** 14.0%
- **Financial Services:** 10.1%
- **Marketing and Advertising:** 4.5%
- **Hospital &amp; Health Care:** 3.3%
- **Retail:** 3.3%
- **Insurance:** 3.2%
- **Information Services:** 2.6%
- **Logistics and Supply Chain:** 2.3%
- **Consulting:** 2.3%
- **Other:** 39.2%

---
## Alternatives

### Alternatives to Databricks

- [Cloudera](https://www.g2.com/products/cloudera/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 (838 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 (800 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)

### Alternatives to Microsoft Fabric

- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (213 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (800 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 reviews)
- [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) — 4.8/5 stars (379 reviews)
- [Saturn Cloud](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) — 4.8/5 stars (320 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews)
- [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) — 4.4/5 stars (143 reviews)
- [Roboflow](https://www.g2.com/products/roboflow/reviews) — 4.7/5 stars (149 reviews)
- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)

### Alternatives to Snowflake

- [Cloudera](https://www.g2.com/products/cloudera/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 (838 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 (1011 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)

---
## 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 &amp; Data Quality
Data Integration &amp; 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&#39;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&#39; Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..."

### Microsoft Fabric

No discussions available for this product.

### Snowflake

- Title: [What&#39;s the best way to manage change data capture in Snowflake?](https://www.g2.com/discussions/what-s-the-best-way-to-manage-change-data-capture-in-snowflake) — 4 comments, 2 upvotes
  > **Top comment:** "Do. It in the upstream source system using. Somethjng like aws DMS"
- Title: [What is Snowflake used for?](https://www.g2.com/discussions/what-is-snowflake-used-for) — 2 comments, 1 upvote
  > **Top comment:** "For ETL, Data warehouse and data management. "
- Title: [Snowflake - how to connect to Snowflake using NodeJS](https://www.g2.com/discussions/snowflake-how-to-connect-to-snowflake-using-nodejs) — 2 comments, 1 upvote
  > **Top comment:** "Does this help? https://www.ameexusa.com/blogs/connecting-node-js-snowflake"
- Title: [What is the difference between Snowflake vs Redshift? Which one is Good to Learn.](https://www.g2.com/discussions/what-is-the-difference-between-snowflake-vs-redshift-which-one-is-good-to-learn) — 2 comments, 1 upvote
  > **Top comment:** "I have take up the Snowflake and it is the much interesting on than Redshift. You can for other courses from https://attariclasses.in/"
- Title: [which is best snowflake or My sql](https://www.g2.com/discussions/which-is-best-snowflake-or-my-sql) — 2 comments, 1 upvote
  > **Top comment:** "Depends on your needs.  MySQL is open source/free.   It or Postgres (another open source db) is good for pretty much any normal need.   You can install on..."

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

