# Databricks vs Tableau Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Tableau excels in creating visually appealing and interactive dashboards, making it a favorite among users who need to present complex data clearly. One user mentioned how Tableau helps turn intricate data into &quot;clear, interactive dashboards that are much easier to understand and present.&quot;
- **Users say** that Databricks stands out for its integration of data engineering, analytics, and AI within a single platform. Reviewers appreciate the collaborative notebooks and fast processing capabilities, which save time when working with large datasets, as highlighted by a user who noted its effectiveness in transforming data teams.
- **Reviewers mention** that Tableau&#39;s implementation process is generally quick and intuitive, with many users praising its onboarding wizard. This ease of setup allows teams to start leveraging the tool&#39;s powerful visualization capabilities without extensive training.
- **According to verified reviews** , Databricks offers superior support for data governance and querying, with users noting its robust features for handling large data volumes. One reviewer emphasized that it feels like a &quot;fully integrated solution for an entire organization,&quot; which enhances its appeal for data-centric teams.
- **G2 reviewers highlight** that while Tableau is powerful for data visualization, it sometimes faces challenges in meeting specific workflow needs, with some users reporting configuration difficulties. This can be a hurdle for teams looking for a highly customizable solution.
- **Users appreciate** that Databricks provides advanced features like machine learning capabilities and proactive assistance, which are particularly beneficial for data scientists. A user noted that it has &quot;really transformed our data teams,&quot; showcasing its effectiveness in predictive analytics and large-scale data processing.



| | Databricks | Tableau | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 805 | 3,656 | 
| **Largest Market Segment** | Enterprise (43.8% of reviews) | Enterprise (42.1% of reviews) | 
| **Entry Level Price** | No pricing available | $75.00 1 User Per Month | 

---
## Top Pros & Cons

### Databricks

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

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

### Tableau

Pros:
- Ease of Use (634 reviews)
- Data Visualization (544 reviews)

Cons:
- Learning Curve (275 reviews)
- Learning Difficulty (234 reviews)

---
## Ratings Comparison
| Rating | Databricks | Tableau | 
|---|---|---|
  | **Meets Requirements** | 9.0 (627 reviews) | 8.8 (2560 reviews) | 
  | **Ease of Use** | 8.9 (648 reviews) | 8.3 (2957 reviews) | 
  | **Ease of Setup** | 8.7 (521 reviews) | 8.3 (1618 reviews) | 
  | **Ease of Admin** | 8.4 (190 reviews) | 8.2 (807 reviews) | 
  | **Quality of Support** | 8.8 (604 reviews) | 8.3 (2194 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (194 reviews) | 8.6 (786 reviews) | 
  | **Product Direction (% positive)** | 9.6 (608 reviews) | 8.8 (2516 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Tableau

#### Entry-Level Pricing

Plan: Tableau Standard

Price: $75.00 1 User Per Month

Description: A comprehensive edition to help you explore and understand your data.

Key Features:
- Each additional license starts as low as $15 / user / month

[Browse all 3 editions](https://www.g2.com/products/tableau/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Tableau** | 8.5/10 | 2081 |

#### Reports

| Feature | Databricks | Tableau | 
|---|---|---|
| **Reports Interface** | 9.0 (22 reviews) | 8.7 (1807 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (18 reviews) | 8.3 (1606 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.0 (19 reviews) | 9.1 (1850 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (16 reviews) | 8.6 (1374 reviews) | 
| **Dashboards** | 9.1 (25 reviews) | 9.1 (1833 reviews) ✓ Verified | 

#### Self Service 

| Feature | Databricks | Tableau | 
|---|---|---|
| **Calculated Fields** | 8.6 (17 reviews) | 8.5 (1709 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (18 reviews) | 8.7 (1724 reviews) ✓ Verified | 
| **Data Discovery** | 9.0 (19 reviews) | 8.5 (1666 reviews) ✓ Verified | 
| **Search** | 8.8 (20 reviews) | 8.2 (1426 reviews) | 
| **Collaboration / Workflow** | 9.0 (20 reviews) | 8.2 (1533 reviews) ✓ Verified | 
| **Automodeling** | 8.9 (15 reviews) | 7.9 (1328 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | Databricks | Tableau | 
|---|---|---|
| **Predictive Analytics** | 9.1 (20 reviews) | 7.8 (1289 reviews) | 
| **Data Visualization** | 8.9 (19 reviews) | 9.2 (1828 reviews) ✓ Verified | 
| **Big Data Services** | 9.5 (23 reviews) | 8.1 (1331 reviews) | 

#### Building Reports

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Transformation** | 9.1 (176 reviews) | 8.3 (1011 reviews) ✓ Verified | 
| **Data Modeling** | 8.7 (164 reviews) | 8.2 (967 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | 8.3 (858 reviews) ✓ Verified | 
| **Integration APIs** | 8.6 (168 reviews) | 8.1 (843 reviews) ✓ Verified | 

#### Platform

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

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.2/10 | 231 |
| **Tableau** | 8.2/10 | 2125 |

#### Reports

| Feature | Databricks | Tableau | 
|---|---|---|
| **Reports Interface** | 9.0 (22 reviews) | 8.7 (1807 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (18 reviews) | 8.3 (1606 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.0 (19 reviews) | 9.1 (1850 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (16 reviews) | 8.6 (1374 reviews) | 
| **Dashboards** | 9.1 (25 reviews) | 9.1 (1833 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Databricks | Tableau | 
|---|---|---|
| **Connectors** | 9.4 (13 reviews) | 8.6 (898 reviews) ✓ Verified | 
| **Data Governance** | 9.4 (13 reviews) | 8.4 (851 reviews) ✓ Verified | 

#### Data Modeling and Blending

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Querying** | 9.4 (15 reviews) | 8.5 (892 reviews) ✓ Verified | 
| **Data Filtering** | 9.3 (14 reviews) | 8.8 (919 reviews) ✓ Verified | 
| **Data Blending** | 9.3 (15 reviews) | 8.6 (898 reviews) ✓ Verified | 

#### Generative AI

| Feature | Databricks | Tableau | 
|---|---|---|
| **AI Text Generation** | 9.5 (16 reviews) | 7.4 (426 reviews) | 
| **AI Text Summarization** | 9.6 (13 reviews) | 7.5 (450 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | Tableau | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (14 reviews) | 7.5 (129 reviews) | 
| **Multi-step Planning** | 9.4 (12 reviews) | 7.6 (132 reviews) | 
| **Cross-system Integration** | 9.2 (13 reviews) | 7.8 (135 reviews) | 
| **Adaptive Learning** | 9.1 (13 reviews) | 7.7 (128 reviews) | 
| **Natural Language Interaction** | 9.2 (14 reviews) | 7.8 (126 reviews) | 
| **Proactive Assistance** | 9.9 (13 reviews) | 7.5 (125 reviews) | 
| **Decision Making** | 9.7 (12 reviews) | 7.9 (131 reviews) | 

#### Self Service 

| Feature | Databricks | Tableau | 
|---|---|---|
| **Calculated Fields** | 8.6 (17 reviews) | 8.5 (1709 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (18 reviews) | 8.7 (1724 reviews) ✓ Verified | 
| **Data Discovery** | 9.0 (19 reviews) | 8.5 (1666 reviews) ✓ Verified | 
| **Search** | 8.8 (20 reviews) | 8.2 (1426 reviews) | 
| **Collaboration / Workflow** | 9.0 (20 reviews) | 8.2 (1533 reviews) ✓ Verified | 
| **Automodeling** | 8.9 (15 reviews) | 7.9 (1328 reviews) ✓ Verified | 

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

| Feature | Databricks | Tableau | 
|---|---|---|
| **No-code Dashboard Builder** | 8.8 (14 reviews) | 8.7 (166 reviews) | 
| **Report Scheduling and Automation** | 9.6 (15 reviews) | 8.5 (115 reviews) | 
| **Embedded Analytics and White-labeling** | 9.4 (13 reviews) | 8.1 (108 reviews) | 
| **Data Source Connectivity** | 9.6 (13 reviews) | 8.6 (155 reviews) | 

#### Advanced Analytics

| Feature | Databricks | Tableau | 
|---|---|---|
| **Predictive Analytics** | 9.1 (20 reviews) | 7.8 (1289 reviews) | 
| **Data Visualization** | 8.9 (19 reviews) | 9.2 (1828 reviews) ✓ Verified | 
| **Big Data Services** | 9.5 (23 reviews) | 8.1 (1331 reviews) | 

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

| Feature | Databricks | Tableau | 
|---|---|---|
| **Large data handling and Query Speed** | 9.4 (14 reviews) | 7.5 (184 reviews) | 
| **Concurrent User Support** | 9.8 (11 reviews) | 8.3 (110 reviews) | 

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

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Modeling and Governance** | 9.4 (14 reviews) | 8.2 (110 reviews) | 
| **Notebook and Script Integration** | 9.2 (15 reviews) | 8.0 (104 reviews) | 
| **Built-in Predictive and Statistical Models** | 9.2 (13 reviews) | 7.8 (109 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | Tableau | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 9.2 (14 reviews) | 7.7 (106 reviews) | 
| **Natural Language Queries** | 9.5 (16 reviews) | 7.7 (107 reviews) | 
| **Proactive KPI Monitoring and Alerts** | 9.5 (13 reviews) | 7.8 (105 reviews) | 
| **AI Agents for Analytical Follow-ups** | 9.2 (14 reviews) | 7.7 (104 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | Tableau | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.5 (13 reviews) | 7.7 (105 reviews) | 
| **Role-based Insight Personalization** | 8.8 (15 reviews) | 7.9 (110 reviews) | 
| **Conversational and Prompt-based Analytics** | 9.2 (14 reviews) | 7.8 (104 reviews) | 

#### Building Reports

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Transformation** | 9.1 (176 reviews) | 8.3 (1011 reviews) ✓ Verified | 
| **Data Modeling** | 8.7 (164 reviews) | 8.2 (967 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | 8.3 (858 reviews) ✓ Verified | 
| **Integration APIs** | 8.6 (168 reviews) | 8.1 (843 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Tableau** | 8.5/10 | 2071 |

#### Reports

| Feature | Databricks | Tableau | 
|---|---|---|
| **Reports Interface** | 9.0 (22 reviews) | 8.7 (1807 reviews) ✓ Verified | 
| **Steps to Answer** | 8.4 (18 reviews) | 8.3 (1606 reviews) ✓ Verified | 
| **Graphs and Charts** | 9.0 (19 reviews) | 9.1 (1850 reviews) ✓ Verified | 
| **Score Cards** | 8.8 (16 reviews) | 8.6 (1374 reviews) | 
| **Dashboards** | 9.1 (25 reviews) | 9.1 (1833 reviews) ✓ Verified | 

#### Self Service 

| Feature | Databricks | Tableau | 
|---|---|---|
| **Calculated Fields** | 8.6 (17 reviews) | 8.5 (1709 reviews) ✓ Verified | 
| **Data Column Filtering** | 8.7 (18 reviews) | 8.7 (1724 reviews) ✓ Verified | 
| **Data Discovery** | 9.0 (19 reviews) | 8.5 (1666 reviews) ✓ Verified | 
| **Search** | 8.8 (20 reviews) | 8.2 (1426 reviews) | 
| **Collaboration / Workflow** | 9.0 (20 reviews) | 8.2 (1533 reviews) ✓ Verified | 
| **Automodeling** | 8.9 (15 reviews) | 7.9 (1328 reviews) ✓ Verified | 

#### Building Reports

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Transformation** | 9.1 (176 reviews) | 8.3 (1011 reviews) ✓ Verified | 
| **Data Modeling** | 8.7 (164 reviews) | 8.2 (967 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | 8.3 (858 reviews) ✓ Verified | 
| **Integration APIs** | 8.6 (168 reviews) | 8.1 (843 reviews) ✓ Verified | 

### Location Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Tableau** | 9.3/10 | 36 |

#### Cartography

| Feature | Databricks | Tableau | 
|---|---|---|
| **Map Design** | Not enough data | 9.3 (28 reviews) | 
| **Vector Mapping ** | Not enough data | 9.3 (27 reviews) | 
| **Data Visualization** | Not enough data | 9.6 (31 reviews) | 
| **Overlaying** | Not enough data | 9.4 (28 reviews) | 

#### Analysis

| Feature | Databricks | Tableau | 
|---|---|---|
| **Predictive Analysis** | Not enough data | 9.1 (30 reviews) | 
| **Distance Analysis ** | Not enough data | 9.2 (28 reviews) | 
| **Spatial Analysis** | Not enough data | 9.3 (28 reviews) | 
| **Data Stream** | Not enough data | 9.1 (29 reviews) | 

#### Reporting

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Transformation** | Not enough data | 9.3 (29 reviews) | 
| **WYSIWYG Design** | Not enough data | 9.2 (27 reviews) | 
| **API Integrations** | Not enough data | 9.1 (27 reviews) | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Tableau** | 8.3/10 | 274 |

#### Data Source Access

| Feature | Databricks | Tableau | 
|---|---|---|
| **Breadth of Data Sources** | Not enough data | 8.7 (236 reviews) | 
| **Ease of Data Connectivity** | Not enough data | 8.8 (241 reviews) | 
| **API Connectivity** | Not enough data | 8.3 (231 reviews) | 

#### Data Interaction

| Feature | Databricks | Tableau | 
|---|---|---|
| **Profiling and Classification** | Not enough data | 8.2 (229 reviews) | 
| **Metadata Management** | Not enough data | 8.1 (232 reviews) | 
| **Data Modeling** | Not enough data | 8.3 (232 reviews) | 
| **Data Joining** | Not enough data | 8.5 (236 reviews) | 
| **Data Blending** | Not enough data | 8.3 (234 reviews) | 
| **Data Quality and Cleansing** | Not enough data | 8.4 (231 reviews) | 
| **Data Sharing** | Not enough data | 8.4 (230 reviews) | 
| **Data Governance** | Not enough data | 8.3 (229 reviews) | 

#### Data Exporting

| Feature | Databricks | Tableau | 
|---|---|---|
| **Breadth of Integrations** | Not enough data | 8.5 (224 reviews) | 
| **Ease of Integrations** | Not enough data | 8.5 (228 reviews) | 
| **Data Workflows** | Not enough data | 8.4 (226 reviews) | 

#### Generative AI

| Feature | Databricks | Tableau | 
|---|---|---|
| **AI Text Generation** | Not enough data | 7.4 (220 reviews) | 

### Insurance Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Tableau** | 9.1/10 | 69 |

#### Additional Functionality

| Feature | Databricks | Tableau | 
|---|---|---|
| **Cloud** | Not enough data | 8.9 (63 reviews) | 
| **Dashboard** | Not enough data | 9.3 (64 reviews) | 

#### Basics

| Feature | Databricks | Tableau | 
|---|---|---|
| **Reporting** | Not enough data | 9.2 (63 reviews) | 

#### Content

| Feature | Databricks | Tableau | 
|---|---|---|
| **Automation** | Not enough data | 8.9 (60 reviews) | 

#### Data

| Feature | Databricks | Tableau | 
|---|---|---|
| **Visualization** | Not enough data | 9.4 (62 reviews) | 

#### Interoperability

| Feature | Databricks | Tableau | 
|---|---|---|
| **Pre-Built Connectors** | Not enough data | 8.9 (60 reviews) | 

#### Performance

| Feature | Databricks | Tableau | 
|---|---|---|
| **Reporting** | Not enough data | 9.2 (63 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.8/10 | 121 |
| **Tableau** | N/A | N/A |

#### Administration

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

#### Management

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

#### Compliance

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

#### Security

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

#### Data Quality

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

#### Maintainence

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

#### Generative AI

| Feature | Databricks | Tableau | 
|---|---|---|
| **AI Text Generation** | 8.4 (85 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (84 reviews) | Not enough data | 

#### Agentic AI - Data Governance

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

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 201 |
| **Tableau** | N/A | N/A |

#### Management

| Feature | Databricks | Tableau | 
|---|---|---|
| **Reporting** | 8.7 (177 reviews) | Not enough data | 
| **Auditing** | 8.5 (169 reviews) | Not enough data | 

#### Functionality

| Feature | Databricks | Tableau | 
|---|---|---|
| **Extraction** | 9.1 (182 reviews) | Not enough data | 
| **Transformation** | 9.3 (184 reviews) | Not enough data | 
| **Loading** | 9.1 (178 reviews) | Not enough data | 
| **Automation** | 9.0 (174 reviews) | Not enough data | 
| **Scalability** | 9.2 (176 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 87 |
| **Tableau** | N/A | N/A |

#### Deployment

| Feature | Databricks | Tableau | 
|---|---|---|
| **Language Flexibility** | 9.0 (70 reviews) | Not enough data | 
| **Framework Flexibility** | 8.9 (69 reviews) | Not enough data | 
| **Versioning** | 9.0 (71 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (71 reviews) | Not enough data | 
| **Scalability** | 9.0 (73 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Tableau | 
|---|---|---|
| **Language Flexibility** | 9.0 (67 reviews) | Not enough data | 
| **Framework Flexibility** | 8.8 (67 reviews) | Not enough data | 
| **Versioning** | 8.7 (71 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (70 reviews) | Not enough data | 
| **Scalability** | 9.1 (71 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Tableau | 
|---|---|---|
| **Cataloging** | 9.0 (70 reviews) | Not enough data | 
| **Monitoring** | 8.9 (71 reviews) | Not enough data | 
| **Governing** | 9.2 (67 reviews) | Not enough data | 
| **Model Registry** | 9.0 (74 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Tableau | 
|---|---|---|
| **Metrics** | 8.8 (67 reviews) | Not enough data | 
| **Infrastructure management** | 8.9 (68 reviews) | Not enough data | 
| **Collaboration** | 9.1 (69 reviews) | Not enough data | 

#### Management

| Feature | Databricks | Tableau | 
|---|---|---|
| **Cataloging** | 8.9 (67 reviews) | Not enough data | 
| **Monitoring** | 8.8 (66 reviews) | Not enough data | 
| **Governing** | 9.1 (64 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Tableau | 
|---|---|---|
| **AI Text Generation** | 8.6 (34 reviews) | Not enough data | 
| **AI Text Summarization** | 8.6 (34 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 230 |
| **Tableau** | N/A | N/A |

#### System

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Ingestion &amp; Wrangling** | 8.9 (185 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Tableau | 
|---|---|---|
| **Language Support** | 8.8 (193 reviews) | Not enough data | 
| **Drag and Drop** | 8.0 (195 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.4 (192 reviews) | Not enough data | 
| **Model Training** | 8.7 (198 reviews) | Not enough data | 

#### Model Development

| Feature | Databricks | Tableau | 
|---|---|---|
| **Feature Engineering** | 8.5 (177 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Tableau | 
|---|---|---|
| **Computer Vision** | 8.2 (180 reviews) | Not enough data | 
| **Natural Language Processing** | 8.6 (187 reviews) | Not enough data | 
| **Natural Language Generation** | 8.3 (179 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.2 (178 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Databricks | Tableau | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (164 reviews) | Not enough data | 
| **Deep Learning** | 8.4 (165 reviews) | Not enough data | 

#### Deployment

| Feature | Databricks | Tableau | 
|---|---|---|
| **Managed Service** | 8.6 (185 reviews) | Not enough data | 
| **Application** | 8.8 (187 reviews) | Not enough data | 
| **Scalability** | 9.0 (195 reviews) | Not enough data | 

#### Generative AI

| Feature | Databricks | Tableau | 
|---|---|---|
| **AI Text Generation** | 8.3 (92 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (93 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.7 (91 reviews) | Not enough data | 

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

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

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 225 |
| **Tableau** | N/A | N/A |

#### Data Management

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Integration** | 9.1 (197 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.9 (187 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.9 (190 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.8 (188 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.7 (175 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 9.1 (179 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Databricks | Tableau | 
|---|---|---|
| **AI/ ML Integration** | 8.9 (183 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.8 (174 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 9.1 (185 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Databricks | Tableau | 
|---|---|---|
| **On-Premise** | 8.0 (163 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.2 (186 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Databricks | Tableau | 
|---|---|---|
| **Scalability** | 9.2 (191 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Governance** | 8.9 (182 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 9.0 (175 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Databricks | Tableau | 
|---|---|---|
| **AI Text Generation** | 8.6 (85 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (83 reviews) | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Management

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Query Language** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **Performance Analysis** | Not enough data | Not enough data | 

#### Maintenance

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.1/10 | 90 |
| **Tableau** | N/A | N/A |

#### Data Management

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

#### Agentic AI - DataOps Platforms

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

#### Analytics

| Feature | Databricks | Tableau | 
|---|---|---|
| **Analytics capabilities** | 9.0 (75 reviews) | Not enough data | 
| **Dasboard visualizations** | 8.7 (75 reviews) | Not enough data | 

#### Monitoring and Management

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

#### Cloud Deployment

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

#### Generative AI

| Feature | Databricks | Tableau | 
|---|---|---|
| **AI Text Generation** | 9.1 (43 reviews) | Not enough data | 
| **AI Text Summarization** | 9.1 (43 reviews) | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.9/10 | 13 |
| **Tableau** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

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

#### Cost and Efficiency - Generative AI Infrastructure

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

#### Integration and Extensibility - Generative AI Infrastructure

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

#### Security and Compliance - Generative AI Infrastructure

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

#### Usability and Support - Generative AI Infrastructure

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

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | Tableau | 
|---|---|---|
| **Natural Language Configuration** | Not enough data | Not enough data | 
| **Tone Customization** | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Databricks | Tableau | 
|---|---|---|
| **Omni-channel Support** | Not enough data | Not enough data | 
| **Agent Branding** | Not enough data | Not enough data | 
| **Proactive Response Capabilities** | Not enough data | Not enough data | 
| **Seamless Human Escalation** | Not enough data | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | Databricks | Tableau | 
|---|---|---|
| **Analytics &amp; Reporting** | Not enough data | Not enough data | 
| **Contextual Awareness** | Not enough data | Not enough data | 
| **Data Privacy Compliance** | Not enough data | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Databricks | Tableau | 
|---|---|---|
| **Workflow Automation** | Not enough data | Not enough data | 
| **API Usage** | Not enough data | Not enough data | 
| **Platform Interoperability** | Not enough data | Not enough data | 
| **CRM Data Integration** | Not enough data | Not enough data | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Deployment &amp; Integration - Semantic Layer Tools

| Feature | Databricks | Tableau | 
|---|---|---|
| **Multi-Environment &amp; Multi-Cloud Support** | Not enough data | Not enough data | 
| **Open API &amp; SDK Integration** | Not enough data | Not enough data | 

#### Data Connectivity &amp; Federation - Semantic Layer Tools

| Feature | Databricks | Tableau | 
|---|---|---|
| **Cross-Source Query Federation** | Not enough data | Not enough data | 
| **Dynamic Schema &amp; Metadata Adaptation** | Not enough data | Not enough data | 

#### Data Modeling &amp; Metrics - Semantic Layer Tools

| Feature | Databricks | Tableau | 
|---|---|---|
| **Derived &amp; Calculated Metrics** | Not enough data | Not enough data | 
| **Time Intelligence Functions** | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | Databricks | Tableau | 
|---|---|---|
| **Query Caching &amp; Acceleration** | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | Databricks | Tableau | 
|---|---|---|
| **AI Governance &amp; Observability** | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | Not enough data | Not enough data | 
| **Version Control &amp; Change Impact Analysis** | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | Databricks | Tableau | 
|---|---|---|
| **Natural Language Query Interface** | Not enough data | Not enough data | 
| **Semantic Layer for AI/ML Models** | Not enough data | Not enough data | 
| **Recommendation Engine** | Not enough data | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | Databricks | Tableau | 
|---|---|---|
| **Agentic Query Orchestration** | Not enough data | Not enough data | 
| **Contextual Reasoning Layer** | Not enough data | Not enough data | 
| **Workflow Automation via Semantic Agents** | Not enough data | Not enough data | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Tableau** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

| Feature | Databricks | Tableau | 
|---|---|---|
| **Continuous Pattern Detection** | Not enough data | Not enough data | 
| **Multi‑Step Reasoning** | Not enough data | Not enough data | 
| **Predictive &amp; Prescriptive Analytics** | Not enough data | Not enough data | 

#### Interaction and Workflow - Agentic Analytics

| Feature | Databricks | Tableau | 
|---|---|---|
| **Natural Language Query and Conversational Analytics** | Not enough data | Not enough data | 
| **Action Triggering &amp; Workflow Orchestration** | Not enough data | Not enough data | 
| **Explainability &amp; Audit Trails** | Not enough data | Not enough data | 

#### AI Agent Management - Agentic Analytics

| Feature | Databricks | Tableau | 
|---|---|---|
| **Agent Configuration &amp; Goals** | Not enough data | Not enough data | 
| **Continuous Learning &amp; Feedback** | Not enough data | Not enough data | 

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Tableau** | N/A | N/A |

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

| Feature | Databricks | Tableau | 
|---|---|---|
| **Token-Aware Rate Limiting** | Not enough data | Not enough data | 
| **Semantic Caching** | Not enough data | Not enough data | 
| **Multi-Model Routing &amp; Fallbacks** | Not enough data | Not enough data | 

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

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Privacy** | Not enough data | Not enough data | 
| **Cost Tracking** | Not enough data | Not enough data | 
| **Centralized API Key Security** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **Tableau** | 8.6/10 | 295 |

#### Statistical Tool

| Feature | Databricks | Tableau | 
|---|---|---|
| **Scripting** | Not enough data | 8.4 (253 reviews) | 
| **Data Mining** | Not enough data | 8.4 (255 reviews) | 
| **Algorithms** | Not enough data | 8.4 (245 reviews) | 

#### Data Analysis

| Feature | Databricks | Tableau | 
|---|---|---|
| **Analysis** | Not enough data | 9.0 (276 reviews) | 
| **Data Interaction** | Not enough data | 8.9 (270 reviews) | 

#### Decision Making

| Feature | Databricks | Tableau | 
|---|---|---|
| **Modeling** | Not enough data | 8.7 (260 reviews) | 
| **Data Visualizations** | Not enough data | 9.4 (276 reviews) | 
| **Report Generation** | Not enough data | 9.1 (269 reviews) | 
| **Data Unification** | Not enough data | 8.7 (263 reviews) | 

#### Generative AI

| Feature | Databricks | Tableau | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.0 (177 reviews) | 
| **AI Text Summarization** | Not enough data | 8.0 (176 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 354 |
| **Tableau** | N/A | N/A |

#### Database

| Feature | Databricks | Tableau | 
|---|---|---|
| **Real-Time Data Collection** | 8.8 (245 reviews) | Not enough data | 
| **Data Distribution** | 9.0 (251 reviews) | Not enough data | 
| **Data Lake** | 9.3 (279 reviews) | Not enough data | 

#### Integrations

| Feature | Databricks | Tableau | 
|---|---|---|
| **Hadoop Integration** | 8.3 (223 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (283 reviews) | Not enough data | 

#### Platform

| Feature | Databricks | Tableau | 
|---|---|---|
| **Machine Scaling** | 9.0 (283 reviews) | Not enough data | 
| **Data Preparation** | 8.9 (261 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (283 reviews) | Not enough data | 

#### Processing

| Feature | Databricks | Tableau | 
|---|---|---|
| **Cloud Processing** | 9.1 (260 reviews) | Not enough data | 
| **Workload Processing** | 9.0 (270 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 270 |
| **Tableau** | N/A | N/A |

#### Data Transformation

| Feature | Databricks | Tableau | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (231 reviews) | Not enough data | 
| **Data Querying** | 9.1 (241 reviews) | Not enough data | 

#### Connectivity

| Feature | Databricks | Tableau | 
|---|---|---|
| **Hadoop Integration** | 8.7 (210 reviews) | Not enough data | 
| **Spark Integration** | 9.2 (235 reviews) | Not enough data | 
| **Multi-Source Analysis** | 9.0 (225 reviews) | Not enough data | 
| **Data Lake** | 9.2 (235 reviews) | Not enough data | 

#### Operations

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Visualization** | 8.5 (232 reviews) | Not enough data | 
| **Data Workflow** | 8.8 (233 reviews) | Not enough data | 
| **Governed Discovery** | 8.6 (218 reviews) | Not enough data | 
| **Embedded Analytics** | 8.7 (215 reviews) | Not enough data | 
| **Notebooks** | 9.4 (237 reviews) | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.6/10 | 214 |
| **Tableau** | N/A | N/A |

#### Building Reports

| Feature | Databricks | Tableau | 
|---|---|---|
| **Data Transformation** | 9.1 (176 reviews) | 8.3 (1011 reviews) ✓ Verified | 
| **Data Modeling** | 8.7 (164 reviews) | 8.2 (967 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | 7.8 (133 reviews) | 8.3 (858 reviews) ✓ Verified | 
| **Integration APIs** | 8.6 (168 reviews) | 8.1 (843 reviews) ✓ Verified | 

#### Platform

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

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

**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 Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [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 Tableau (7):** [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Insurance Analytics Software](https://www.g2.com/categories/insurance-analytics), [Location Intelligence Software](https://www.g2.com/categories/location-intelligence)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | Tableau | 
|---|---|---|
| **Small-Business** | 15.9% | 21.1% | 
| **Mid-Market** | 40.3% | 36.8% | 
| **Enterprise** | 43.8% | 42.1% | 

### By Industry

#### Databricks

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

#### Tableau

- **Information Technology and Services:** 11.7%
- **Computer Software:** 7.5%
- **Financial Services:** 7.1%
- **Hospital &amp; Health Care:** 4.4%
- **Marketing and Advertising:** 4.2%
- **Higher Education:** 3.9%
- **Telecommunications:** 3.3%
- **Education Management:** 2.8%
- **Internet:** 2.7%
- **Insurance:** 2.6%
- **Other:** 49.7%

---
## Alternatives

### Alternatives to Databricks

- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 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)

### Alternatives to Tableau

- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (929 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (610 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [ThoughtSpot](https://www.g2.com/products/thoughtspot/reviews) — 4.4/5 stars (333 reviews)
- [Amazon QuickSight](https://www.g2.com/products/amazon-quicksight/reviews) — 4.3/5 stars (694 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (496 reviews)
- [Hex](https://www.g2.com/products/hex-tech-hex/reviews) — 4.5/5 stars (394 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 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..."

### Tableau

- Title: [have you used Tableau Cloud ? for which industry you used and how was your experience?](https://www.g2.com/discussions/have-you-used-tableau-cloud-for-which-industry-you-used-and-how-was-your-experience) — 2 comments, 2 upvotes
  > **Top comment:** "&lt;p&gt;Hello Tausif,&lt;/p&gt;&lt;p&gt;I haven&#39;t used it yet, but I&#39;m keen to explore about it and learn more about it.  I will probably do this when I have more..."
- Title: [How are business intelligence professionals using Tableau&#39;s latest visualization tools to interpret complex data sets?](https://www.g2.com/discussions/how-are-business-intelligence-professionals-using-tableau-s-latest-visualization-tools-to-interpret-complex-data-sets) — 2 comments
  > **Top comment:** "It helps in making very complex visualization in just few clicks. The learning curve is also very shallow. I use it to present client&#39;t complex data in..."
- Title: [Do I need Tableau Desktop if I have Tableau Server?](https://www.g2.com/discussions/tableau-do-i-need-tableau-desktop-if-i-have-tableau-server) — 2 comments
  > **Top comment:** "It serves your needs well you don&#39;t need to switch "
- Title: [What does Tableau Desktop do?](https://www.g2.com/discussions/what-does-tableau-desktop-do) — 2 comments
  > **Top comment:** "Tableau Desktop help create interactive Dashboards offline and publish it to the wider audience through Tableau public. Tableau Desktop is one of the version..."
- Title: [There are lot of challenges like writing the complex logic and backup of jason file, is there any solution in pipeline?](https://www.g2.com/discussions/there-are-lot-of-challenges-like-writing-the-complex-logic-and-backup-of-jason-file-is-there-any-solution-in-pipeline-c33da826-5a3a-4e10-87f8-c8a4ef5b7954) — 2 comments, 1 upvote
  > **Top comment:** "Yes, in order to take backup JASON is the best option yet. Also there are still few challenges for writing the complex logic."

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

