# Alteryx vs Databricks Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Alteryx excels in its low-code/no-code environment, allowing users to build complex analytical workflows and perform spatial analytics without needing extensive programming skills. This feature is particularly appreciated by those looking for user-friendly solutions.
- **Users say** that Databricks stands out for its ability to integrate data engineering, analytics, and AI into a single platform. The collaborative notebooks and fast processing capabilities are highlighted as significant time-savers, especially when handling large datasets.
- **Reviewers mention** that Alteryx provides a high level of accuracy in verified data and offers the ability to share workflows using apps, which enhances collaboration among teams. This feature is crucial for organizations that prioritize data integrity and teamwork.
- **According to verified reviews** , Databricks is praised for its comprehensive support for various data tasks, from raw data ingestion to machine learning. Users appreciate that it feels like a fully integrated solution, making it easier to manage diverse data needs within an organization.
- **G2 reviewers highlight** that while Alteryx has a strong focus on data transformation and blending, it sometimes struggles with scalability compared to Databricks. Users have noted that Databricks' scalability features are particularly beneficial for growing data teams.
- **Users report** that both platforms have similar star ratings, but Databricks has a significantly higher G2 Score overall, indicating greater user satisfaction. This suggests that while Alteryx is effective for certain tasks, Databricks may offer a more robust experience for users looking for a comprehensive data solution.



| | Alteryx | Databricks | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 841 | 1,335 | 
| **Largest Market Segment** | Enterprise (64.2% of reviews) | Enterprise (48.4% of reviews) | 
| **Entry Level Price** | $3,000.00 1 User Per Year | No pricing available | 

---
## Top Pros & Cons

### Alteryx

Pros:
- Ease of Use (333 reviews)
- Automation (148 reviews)

Cons:
- Expensive (88 reviews)
- Learning Curve (80 reviews)

### Databricks

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

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

---
## Ratings Comparison
| Rating | Alteryx | Databricks | 
|---|---|---|
  | **Meets Requirements** | 8.8 (356 reviews) | 9.0 (657 reviews) | 
  | **Ease of Use** | 8.7 (620 reviews) | 8.8 (1001 reviews) | 
  | **Ease of Setup** | 8.4 (409 reviews) | 8.4 (850 reviews) | 
  | **Ease of Admin** | 8.3 (85 reviews) | 8.4 (193 reviews) | 
  | **Quality of Support** | 8.5 (333 reviews) | 8.8 (638 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (89 reviews) | 8.9 (197 reviews) | 
  | **Product Direction (% positive)** | 9.1 (338 reviews) | 9.6 (634 reviews) | 

---
## Pricing

### Alteryx

#### Entry-Level Pricing

Plan: Starter Edition

Price: $3,000.00 1 User Per Year

Description: For Small Teams That Need to Perform Basic Business Analytics

Prepare and analyze data with code-free software on flat files.

Key Features:
- Essential drag-and-drop data preparation (Blend, Transform, Join, Aggregate, etc.)
- Create code-free data analytics workflows
- Share data analytics workflows

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

#### Free Trial

Yes

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 7.9/10 | 377 |
| **Databricks** | N/A | N/A |

#### Reports

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Reports Interface** | 7.9 (231 reviews) ✓ Verified | 9.1 (25 reviews) | 
| **Steps to Answer** | 8.5 (169 reviews) | 8.4 (21 reviews) | 
| **Graphs and Charts** | 7.0 (189 reviews) ✓ Verified | 9.2 (22 reviews) | 
| **Score Cards** | 7.8 (119 reviews) | 8.8 (17 reviews) | 
| **Dashboards** | 7.1 (163 reviews) ✓ Verified | 9.2 (28 reviews) | 

#### Self Service 

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Calculated Fields** | 8.9 (204 reviews) ✓ Verified | 8.7 (18 reviews) | 
| **Data Column Filtering** | 9.1 (202 reviews) ✓ Verified | 8.9 (21 reviews) | 
| **Data Discovery** | 9.0 (197 reviews) ✓ Verified | 9.2 (22 reviews) | 
| **Search** | 8.3 (186 reviews) ✓ Verified | 8.7 (22 reviews) | 
| **Collaboration / Workflow** | 8.5 (202 reviews) ✓ Verified | 9.2 (24 reviews) | 
| **Automodeling** | 8.0 (151 reviews) ✓ Verified | 9.0 (16 reviews) | 

#### Advanced Analytics

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Predictive Analytics** | 8.2 (172 reviews) ✓ Verified | 9.1 (21 reviews) | 
| **Data Visualization** | 7.3 (185 reviews) ✓ Verified | 9.0 (22 reviews) | 
| **Big Data Services** | 8.4 (194 reviews) ✓ Verified | 9.6 (30 reviews) | 

#### Building Reports

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Data Transformation** | 9.2 (191 reviews) ✓ Verified | 9.3 (220 reviews) | 
| **Data Modeling** | 8.8 (142 reviews) ✓ Verified | 8.9 (219 reviews) | 
| **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | 7.8 (174 reviews) | 
| **Integration APIs** | 7.8 (116 reviews) ✓ Verified | 8.7 (223 reviews) | 

#### Platform

| Feature | Alteryx | Databricks | 
|---|---|---|
| **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 |
|---|---|---|
| **Alteryx** | 8.3/10 | 406 |
| **Databricks** | 9.3/10 | 395 |

#### Reports

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Reports Interface** | 7.9 (231 reviews) ✓ Verified | 9.1 (25 reviews) | 
| **Steps to Answer** | 8.5 (169 reviews) | 8.4 (21 reviews) | 
| **Graphs and Charts** | 7.0 (189 reviews) ✓ Verified | 9.2 (22 reviews) | 
| **Score Cards** | 7.8 (119 reviews) | 8.8 (17 reviews) | 
| **Dashboards** | 7.1 (163 reviews) ✓ Verified | 9.2 (28 reviews) | 

#### Data Preparation

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Connectors** | 8.7 (131 reviews) ✓ Verified | 9.5 (16 reviews) | 
| **Data Governance** | 8.6 (103 reviews) ✓ Verified | 9.5 (16 reviews) | 

#### Data Modeling and Blending

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Data Querying** | 9.0 (118 reviews) ✓ Verified | 9.5 (16 reviews) | 
| **Data Filtering** | 9.1 (118 reviews) ✓ Verified | 9.3 (15 reviews) | 
| **Data Blending** | 9.3 (140 reviews) ✓ Verified | 9.4 (17 reviews) | 

#### Generative AI

| Feature | Alteryx | Databricks | 
|---|---|---|
| **AI Text Generation** | 7.5 (36 reviews) | 9.5 (17 reviews) | 
| **AI Text Summarization** | 7.9 (37 reviews) | 9.6 (14 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Autonomous Task Execution** | 8.4 (16 reviews) | 9.3 (16 reviews) | 
| **Multi-step Planning** | 8.3 (13 reviews) | 9.5 (13 reviews) | 
| **Cross-system Integration** | 7.8 (19 reviews) | 9.3 (14 reviews) | 
| **Adaptive Learning** | 8.1 (12 reviews) | 9.2 (14 reviews) | 
| **Natural Language Interaction** | 8.1 (12 reviews) | 9.2 (15 reviews) | 
| **Proactive Assistance** | 7.7 (13 reviews) | 9.9 (14 reviews) | 
| **Decision Making** | 7.6 (12 reviews) | 9.7 (13 reviews) | 

#### Self Service 

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Calculated Fields** | 8.9 (204 reviews) ✓ Verified | 8.7 (18 reviews) | 
| **Data Column Filtering** | 9.1 (202 reviews) ✓ Verified | 8.9 (21 reviews) | 
| **Data Discovery** | 9.0 (197 reviews) ✓ Verified | 9.2 (22 reviews) | 
| **Search** | 8.3 (186 reviews) ✓ Verified | 8.7 (22 reviews) | 
| **Collaboration / Workflow** | 8.5 (202 reviews) ✓ Verified | 9.2 (24 reviews) | 
| **Automodeling** | 8.0 (151 reviews) ✓ Verified | 9.0 (16 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Alteryx | Databricks | 
|---|---|---|
| **No-code Dashboard Builder** | 9.2 (36 reviews) | 9.0 (16 reviews) | 
| **Report Scheduling and Automation** | 9.0 (34 reviews) | 9.6 (16 reviews) | 
| **Embedded Analytics and White-labeling** | 8.3 (11 reviews) | 9.4 (14 reviews) | 
| **Data Source Connectivity** | 8.5 (33 reviews) | 9.7 (15 reviews) | 

#### Advanced Analytics

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Predictive Analytics** | 8.2 (172 reviews) ✓ Verified | 9.1 (21 reviews) | 
| **Data Visualization** | 7.3 (185 reviews) ✓ Verified | 9.0 (22 reviews) | 
| **Big Data Services** | 8.4 (194 reviews) ✓ Verified | 9.6 (30 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Large data handling and Query Speed** | 7.5 (53 reviews) | 9.6 (20 reviews) | 
| **Concurrent User Support** | 8.5 (11 reviews) | 9.9 (12 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Data Modeling and Governance** | 8.2 (11 reviews) | 9.5 (17 reviews) | 
| **Notebook and Script Integration** | 7.7 (14 reviews) | 9.0 (17 reviews) | 
| **Built-in Predictive and Statistical Models** | 8.2 (14 reviews) | 9.3 (14 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 8.3 (11 reviews) | 9.2 (15 reviews) | 
| **Natural Language Queries** | 7.6 (12 reviews) | 9.5 (18 reviews) | 
| **Proactive KPI Monitoring and Alerts** | 8.5 (11 reviews) | 9.5 (14 reviews) | 
| **AI Agents for Analytical Follow-ups** | 7.8 (10 reviews) | 9.3 (16 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 8.3 (10 reviews) | 9.5 (14 reviews) | 
| **Role-based Insight Personalization** | 8.5 (10 reviews) | 8.9 (16 reviews) | 
| **Conversational and Prompt-based Analytics** | 8.2 (12 reviews) | 9.2 (15 reviews) | 

#### Building Reports

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Data Transformation** | 9.2 (191 reviews) ✓ Verified | 9.3 (220 reviews) | 
| **Data Modeling** | 8.8 (142 reviews) ✓ Verified | 8.9 (219 reviews) | 
| **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | 7.8 (174 reviews) | 
| **Integration APIs** | 7.8 (116 reviews) ✓ Verified | 8.7 (223 reviews) | 

### Location Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.6/10 | 35 |
| **Databricks** | N/A | N/A |

#### Cartography

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Map Design** | 8.1 (26 reviews) | Not enough data | 
| **Vector Mapping ** | 7.9 (22 reviews) | Not enough data | 
| **Data Visualization** | 7.6 (26 reviews) | Not enough data | 
| **Overlaying** | 7.8 (24 reviews) | Not enough data | 

#### Analysis

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Predictive Analysis** | 8.8 (24 reviews) | Not enough data | 
| **Distance Analysis ** | 9.3 (25 reviews) | Not enough data | 
| **Spatial Analysis** | 9.3 (26 reviews) | Not enough data | 
| **Data Stream** | 9.2 (25 reviews) | Not enough data | 

#### Reporting

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Data Transformation** | 9.3 (26 reviews) | Not enough data | 
| **WYSIWYG Design** | 8.2 (19 reviews) | Not enough data | 
| **API Integrations** | 9.1 (23 reviews) | Not enough data | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.6/10 | 241 |
| **Databricks** | N/A | N/A |

#### Data Source Access

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Breadth of Data Sources** | 8.9 (164 reviews) | Not enough data | 
| **Ease of Data Connectivity** | 8.7 (178 reviews) | Not enough data | 
| **API Connectivity** | 8.1 (133 reviews) | Not enough data | 

#### Data Interaction

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Profiling and Classification** | 8.5 (136 reviews) | Not enough data | 
| **Metadata Management** | 8.4 (133 reviews) | Not enough data | 
| **Data Modeling** | 8.7 (150 reviews) | Not enough data | 
| **Data Joining** | 9.1 (169 reviews) | Not enough data | 
| **Data Blending** | 9.3 (172 reviews) | Not enough data | 
| **Data Quality and Cleansing** | 9.2 (177 reviews) | Not enough data | 
| **Data Sharing** | 8.7 (153 reviews) | Not enough data | 
| **Data Governance** | 8.5 (137 reviews) | Not enough data | 

#### Data Exporting

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Breadth of Integrations** | 8.9 (158 reviews) | Not enough data | 
| **Ease of Integrations** | 8.8 (163 reviews) | Not enough data | 
| **Data Workflows** | 9.2 (194 reviews) | Not enough data | 

#### Generative AI

| Feature | Alteryx | Databricks | 
|---|---|---|
| **AI Text Generation** | 6.6 (29 reviews) | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Databricks** | 8.9/10 | 142 |

#### Administration

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

#### Management

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

#### Compliance

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

#### Security

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

#### Data Quality

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

#### Maintainence

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

#### Generative AI

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

#### Agentic AI - Data Governance

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

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 9.8/10 | 25 |
| **Databricks** | 9.0/10 | 218 |

#### Management

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

#### Functionality

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Extraction** | Not enough data | 9.1 (189 reviews) | 
| **Transformation** | 10.0 (11 reviews) | 9.3 (193 reviews) | 
| **Loading** | Not enough data | 9.2 (183 reviews) | 
| **Automation** | 9.6 (13 reviews) | 9.1 (178 reviews) | 
| **Scalability** | Not enough data | 9.2 (183 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Databricks** | 9.0/10 | 99 |

#### Deployment

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.0 (71 reviews) | 
| **Framework Flexibility** | Not enough data | 9.0 (70 reviews) | 
| **Versioning** | Not enough data | 9.0 (74 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (76 reviews) | 
| **Scalability** | Not enough data | 9.0 (75 reviews) | 

#### Deployment

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Language Flexibility** | Not enough data | 9.0 (68 reviews) | 
| **Framework Flexibility** | Not enough data | 8.9 (69 reviews) | 
| **Versioning** | Not enough data | 8.7 (74 reviews) | 
| **Ease of Deployment** | Not enough data | 9.0 (75 reviews) | 
| **Scalability** | Not enough data | 9.1 (73 reviews) | 

#### Management

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 9.1 (72 reviews) | 
| **Monitoring** | Not enough data | 9.0 (72 reviews) | 
| **Governing** | Not enough data | 9.3 (69 reviews) | 
| **Model Registry** | Not enough data | 9.1 (76 reviews) | 

#### Operations

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Metrics** | Not enough data | 8.9 (69 reviews) | 
| **Infrastructure management** | Not enough data | 9.0 (69 reviews) | 
| **Collaboration** | Not enough data | 9.1 (70 reviews) | 

#### Management

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Cataloging** | Not enough data | 9.0 (69 reviews) | 
| **Monitoring** | Not enough data | 8.8 (67 reviews) | 
| **Governing** | Not enough data | 9.1 (66 reviews) | 

#### Generative AI

| Feature | Alteryx | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.7 (36 reviews) | 
| **AI Text Summarization** | Not enough data | 8.6 (35 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 7.9/10 | 66 |
| **Databricks** | 8.7/10 | 243 |

#### System

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Data Ingestion & Wrangling** | 9.1 (52 reviews) | 8.9 (187 reviews) | 

#### Model Development

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Language Support** | 7.9 (42 reviews) | 8.8 (194 reviews) | 
| **Drag and Drop** | 8.9 (53 reviews) | 8.0 (197 reviews) | 
| **Pre-Built Algorithms** | 8.0 (47 reviews) | 8.4 (193 reviews) | 
| **Model Training** | 8.1 (45 reviews) | 8.8 (204 reviews) | 

#### Model Development

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Feature Engineering** | 8.4 (49 reviews) | 8.5 (179 reviews) | 

#### Machine/Deep Learning Services

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Computer Vision** | 7.9 (36 reviews) | 8.2 (183 reviews) | 
| **Natural Language Processing** | 7.9 (34 reviews) | 8.6 (191 reviews) | 
| **Natural Language Generation** | 8.0 (32 reviews) | 8.3 (181 reviews) | 
| **Artificial Neural Networks** | 7.9 (32 reviews) | 8.2 (179 reviews) | 

#### Machine/Deep Learning Services

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Natural Language Understanding** | 7.9 (34 reviews) | 8.4 (166 reviews) | 
| **Deep Learning** | 7.8 (31 reviews) | 8.5 (168 reviews) | 

#### Deployment

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Managed Service** | Feature Not Available | 8.6 (188 reviews) | 
| **Application** | 8.4 (43 reviews) | 8.8 (190 reviews) | 
| **Scalability** | 8.5 (45 reviews) | 9.0 (199 reviews) | 

#### Generative AI

| Feature | Alteryx | Databricks | 
|---|---|---|
| **AI Text Generation** | 6.8 (10 reviews) | 8.4 (94 reviews) | 
| **AI Text Summarization** | 6.3 (9 reviews) | 8.5 (94 reviews) | 
| **AI Text-to-Image** | 7.2 (10 reviews) | 7.8 (92 reviews) | 

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

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

### Natural Language Generation (NLG)

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

#### Data Ingestion

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Big Data Processing** | Not enough data | Not enough data | 
| **Unstructed Data Processing** | Not enough data | Not enough data | 
| **Processing of Various File Types** | Not enough data | Not enough data | 

#### Presentation

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Report Creation** | Not enough data | Not enough data | 
| **Charts and Graphs** | Not enough data | Not enough data | 
| **Tailored Content** | Not enough data | Not enough data | 

#### System

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Programming Language Support** | Not enough data | Not enough data | 
| **Drag and Drop** | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | 
| **Customizable Models** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Alteryx | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Databricks** | 8.9/10 | 242 |

#### Data Management

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Data Integration** | Not enough data | 9.1 (204 reviews) ✓ Verified | 
| **Data Compression** | Not enough data | 8.9 (188 reviews) ✓ Verified | 
| **Data Quality** | Not enough data | 8.9 (194 reviews) ✓ Verified | 
| **Built-In Data Analytics** | Not enough data | 8.8 (190 reviews) ✓ Verified | 
| **In-Database Machine Learning** | Not enough data | 8.8 (176 reviews) ✓ Verified | 
| **Data Lake Analytics** | Not enough data | 9.1 (180 reviews) ✓ Verified | 

#### Integration

| Feature | Alteryx | Databricks | 
|---|---|---|
| **AI/ ML Integration** | Not enough data | 8.9 (190 reviews) ✓ Verified | 
| **BI Tool Integration** | Not enough data | 8.8 (175 reviews) ✓ Verified | 
| **Data lake Integration** | Not enough data | 9.1 (186 reviews) ✓ Verified | 

#### Deployment

| Feature | Alteryx | Databricks | 
|---|---|---|
| **On-Premise** | Not enough data | 8.0 (164 reviews) ✓ Verified | 
| **Cloud** | Not enough data | 9.2 (187 reviews) ✓ Verified | 

#### Performance 

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Scalability** | Not enough data | 9.2 (195 reviews) ✓ Verified | 

#### Security

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Data Governance** | Not enough data | 8.9 (186 reviews) ✓ Verified | 
| **Data Security** | Not enough data | 9.0 (176 reviews) ✓ Verified | 

#### Generative AI

| Feature | Alteryx | Databricks | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.7 (86 reviews) | 
| **AI Text Summarization** | Not enough data | 8.6 (84 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Databricks** | 10.0/10 | 6 |

#### Management

| Feature | Alteryx | Databricks | 
|---|---|---|
| **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 | Alteryx | Databricks | 
|---|---|---|
| **Data Migration** | Not enough data | 10.0 (5 reviews) | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | 10.0 (5 reviews) | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Databricks** | 9.1/10 | 102 |

#### Data Management

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

#### Agentic AI - DataOps Platforms

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

#### Analytics

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

#### Monitoring and Management

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

#### Cloud Deployment

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

#### Generative AI

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

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Databricks** | 9.9/10 | 16 |

#### Scalability and Performance - Generative AI Infrastructure

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

#### Cost and Efficiency - Generative AI Infrastructure

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

#### Integration and Extensibility - Generative AI Infrastructure

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

#### Security and Compliance - Generative AI Infrastructure

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

#### Usability and Support - Generative AI Infrastructure

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

### Machine Learning

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

#### Integration - Machine Learning

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Integration** | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Training Data** | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | 
| **Algorithm** | Not enough data | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Databricks** | 10.0/10 | 8 |

#### Customization - AI Agent Builders

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Natural Language Configuration** | Not enough data | 10.0 (5 reviews) | 
| **Tone Customization** | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Alteryx | Databricks | 
|---|---|---|
| **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 | Alteryx | Databricks | 
|---|---|---|
| **Analytics & Reporting** | Not enough data | 10.0 (5 reviews) | 
| **Contextual Awareness** | Not enough data | Not enough data | 
| **Data Privacy Compliance** | Not enough data | Not enough data | 

#### Integration - AI Agent Builders

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Workflow Automation** | Not enough data | 10.0 (5 reviews) | 
| **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 | 

### Low-Code Machine Learning Platforms

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

#### Data Ingestion & Preparation - Low-Code Machine Learning Platforms

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | 

#### Model Construction & Automation - Low-Code Machine Learning Platforms

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | 
| **Code Extensibility** | Not enough data | Not enough data | 
| **Automated Feature Engineering** | Not enough data | Not enough data | 

### Agentic Analytics

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

#### Data Connectivity and Prep - Agentic Analytics

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

#### Autonomous Insight Generation - Agentic Analytics

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

#### Interaction and Workflow - Agentic Analytics

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

#### AI Agent Management - Agentic Analytics

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | 
| **Continuous Learning & Feedback** | Not enough data | Not enough data | 

### AI Gateways

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

#### Traffic Management & Performance - AI Gateways

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

#### Governance & Observability - AI Gateways

| Feature | Alteryx | Databricks | 
|---|---|---|
| **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 |
|---|---|---|
| **Alteryx** | 8.3/10 | 87 |
| **Databricks** | N/A | N/A |

#### Statistical Tool

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Scripting** | 8.5 (60 reviews) | Not enough data | 
| **Data Mining** | 8.6 (60 reviews) | Not enough data | 
| **Algorithms** | 8.3 (60 reviews) | Not enough data | 

#### Data Analysis

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Analysis** | 9.1 (67 reviews) | Not enough data | 
| **Data Interaction** | 9.1 (65 reviews) | Not enough data | 

#### Decision Making

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Modeling** | 8.6 (63 reviews) | Not enough data | 
| **Data Visualizations** | 7.4 (66 reviews) | Not enough data | 
| **Report Generation** | 8.3 (69 reviews) | Not enough data | 
| **Data Unification** | 9.1 (64 reviews) | Not enough data | 

#### Generative AI

| Feature | Alteryx | Databricks | 
|---|---|---|
| **AI Text Generation** | 7.0 (14 reviews) | Not enough data | 
| **AI Text Summarization** | 7.2 (15 reviews) | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Databricks** | 9.0/10 | 534 |

#### Database

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Real-Time Data Collection** | Not enough data | 8.8 (259 reviews) | 
| **Data Distribution** | Not enough data | 9.0 (254 reviews) | 
| **Data Lake** | Not enough data | 9.4 (332 reviews) | 

#### Integrations

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.3 (225 reviews) | 
| **Spark Integration** | Not enough data | 9.1 (298 reviews) | 

#### Platform

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Machine Scaling** | Not enough data | 9.0 (322 reviews) | 
| **Data Preparation** | Not enough data | 9.1 (315 reviews) | 
| **Spark Integration** | Not enough data | 9.1 (298 reviews) | 

#### Processing

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Cloud Processing** | Not enough data | 9.1 (293 reviews) | 
| **Workload Processing** | Not enough data | 9.1 (298 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.5/10 | 105 |
| **Databricks** | 8.9/10 | 283 |

#### Data Transformation

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Real-Time Analytics** | 8.4 (67 reviews) ✓ Verified | 8.9 (232 reviews) | 
| **Data Querying** | 8.8 (76 reviews) ✓ Verified | 9.1 (244 reviews) | 

#### Connectivity

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Hadoop Integration** | 8.4 (49 reviews) ✓ Verified | 8.7 (211 reviews) | 
| **Spark Integration** | 8.3 (45 reviews) ✓ Verified | 9.2 (237 reviews) | 
| **Multi-Source Analysis** | 9.0 (71 reviews) ✓ Verified | 9.0 (230 reviews) | 
| **Data Lake** | Feature Not Available | 9.2 (237 reviews) | 

#### Operations

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Data Visualization** | 7.7 (74 reviews) ✓ Verified | 8.5 (234 reviews) | 
| **Data Workflow** | 9.2 (86 reviews) ✓ Verified | 8.9 (239 reviews) | 
| **Governed Discovery** | 8.4 (60 reviews) ✓ Verified | 8.6 (222 reviews) | 
| **Embedded Analytics** | 8.7 (62 reviews) ✓ Verified | 8.7 (216 reviews) | 
| **Notebooks** | 8.1 (56 reviews) ✓ Verified | 9.3 (240 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.3/10 | 221 |
| **Databricks** | 8.7/10 | 365 |

#### Building Reports

| Feature | Alteryx | Databricks | 
|---|---|---|
| **Data Transformation** | 9.2 (191 reviews) ✓ Verified | 9.3 (220 reviews) | 
| **Data Modeling** | 8.8 (142 reviews) ✓ Verified | 8.9 (219 reviews) | 
| **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | 7.8 (174 reviews) | 
| **Integration APIs** | 7.8 (116 reviews) ✓ Verified | 8.7 (223 reviews) | 

#### Platform

| Feature | Alteryx | Databricks | 
|---|---|---|
| **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 (4):** [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms)

**Unique to Alteryx (9):** [Emerging AI Software](https://www.g2.com/categories/emerging-ai-software), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Location Intelligence Software](https://www.g2.com/categories/location-intelligence), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Natural Language Generation (NLG) Software](https://www.g2.com/categories/natural-language-generation-nlg), [Machine Learning Software](https://www.g2.com/categories/machine-learning), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)

**Unique to Databricks (9):** [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), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways)


---
## Reviewer Demographics

### By Company Size

| Segment | Alteryx | Databricks | 
|---|---|---|
| **Small-Business** | 14.9% | 14.2% | 
| **Mid-Market** | 20.9% | 37.4% | 
| **Enterprise** | 64.2% | 48.4% | 

### By Industry

#### Alteryx

- **Financial Services:** 12.1%
- **Accounting:** 10.7%
- **Information Technology and Services:** 7.0%
- **Banking:** 5.7%
- **Insurance:** 4.5%
- **Computer Software:** 3.6%
- **Hospital & Health Care:** 3.4%
- **Marketing and Advertising:** 3.2%
- **Management Consulting:** 3.2%
- **Retail:** 2.9%
- **Other:** 43.6%

#### Databricks

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

---
## Alternatives

### Alternatives to Alteryx

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3692 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1011 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (214 reviews)
- [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) — 4.5/5 stars (91 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (930 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (520 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (616 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

### Alternatives to Databricks

- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 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)
- [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 (621 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)

---
## Top Discussions

### Alteryx

- Title: [What's the one thing that Alteryx brings to the play which other platforms lack?](https://www.g2.com/discussions/26984-what-s-the-one-thing-that-alteryx-brings-to-the-play-which-other-platforms-lack) — 3 comments
  > **Top comment:** "A very vibrant and helpful community."
- Title: [Is there a free trial of Alteryx One to test its core capabilities before committing?](https://www.g2.com/discussions/is-there-a-free-trial-of-alteryx-one-to-test-its-core-capabilities-before-committing) — 1 comment, 1 upvote
  > **Top comment:** "<p>What’s the best way to validate Alteryx’s value during an evaluation period before rollout?</p>"
- Title: [Does Alteryx One meet major enterprise security, governance, and data-privacy standards such as GDPR, SOC 2, or HIPAA, depending on deployment?](https://www.g2.com/discussions/does-alteryx-one-meet-major-enterprise-security-governance-and-data-privacy-standards-such-as-gdpr-soc-2-or-hipaa-depending-on-deployment) — 1 comment, 1 upvote
  > **Top comment:** "<p>How much control do admins have over user access, data permissions, and governance in Alteryx One?</p>"
- Title: [How regularly does Alteryx deliver new features and platform updates that support enterprise-scale analytics?](https://www.g2.com/discussions/how-regularly-does-alteryx-deliver-new-features-and-platform-updates-that-support-enterprise-scale-analytics) — 1 comment, 1 upvote
  > **Top comment:** "Comment deleted by user."
- Title: [How well does Alteryx support global teams that need collaborative workflows, shared assets, and consistent access across regions?](https://www.g2.com/discussions/how-well-does-alteryx-support-global-teams-that-need-collaborative-workflows-shared-assets-and-consistent-access-across-regions) — 1 comment, 1 upvote
  > **Top comment:** "Comment deleted by user."

### Databricks

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

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