# Alteryx vs Pentaho Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Alteryx excels in overall user satisfaction, boasting a significantly higher G2 Score compared to Pentaho. Users appreciate its comprehensive data science capabilities, including advanced analytics and a user-friendly drag-and-drop interface that simplifies data manipulation.
- **Users say** that Alteryx's implementation process is notably quick and intuitive, with many highlighting the platform's onboarding features that help new users get started efficiently. In contrast, Pentaho users have mentioned challenges with setup, indicating a steeper learning curve for new adopters.
- **Reviewers mention** that Alteryx provides exceptional support, with a high quality of assistance reported by users. They value the availability of resources for certification and the overall responsiveness of the support team, while Pentaho users have noted that support can be less reliable, impacting their experience.
- **According to verified reviews** , Alteryx shines in its ease of use, with users praising its low-code approach that allows for powerful data analysis without extensive programming knowledge. Pentaho, while also user-friendly, has received lower ratings in this area, suggesting that some users find it less accessible.
- **G2 reviewers highlight** Alteryx's strong performance in data visualization, with features that allow for impressive graphical representations of data. Users have expressed satisfaction with the platform's visualization tools, while Pentaho users have noted that while it offers good visualization options, they may not be as robust as those found in Alteryx.
- **Users report** that Alteryx is particularly effective for enterprise-level analytics, with a majority of its reviews coming from large organizations. This contrasts with Pentaho, which is more frequently used by mid-market companies, indicating that Alteryx may be better suited for larger-scale data projects.



| | Alteryx | Pentaho | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.1 out of 5 | 
| **Total Reviews** | 809 | 50 | 
| **Largest Market Segment** | Enterprise (65.1% of reviews) | Mid-Market (51.1% 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)

### Pentaho

**Not enough data**

---
## Ratings Comparison
| Rating | Alteryx | Pentaho | 
|---|---|---|
  | **Meets Requirements** | 8.8 (337 reviews) | 8.2 (47 reviews) | 
  | **Ease of Use** | 8.7 (596 reviews) | 7.7 (47 reviews) | 
  | **Ease of Setup** | 8.4 (386 reviews) | 6.6 (18 reviews) | 
  | **Ease of Admin** | 8.3 (85 reviews) | 6.6 (18 reviews) | 
  | **Quality of Support** | 8.5 (316 reviews) | 7.8 (42 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (89 reviews) | 6.9 (16 reviews) | 
  | **Product Direction (% positive)** | 9.2 (323 reviews) | 7.7 (46 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

### Pentaho

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 7.9/10 | 357 |
| **Pentaho** | 7.5/10 | 42 |

#### Reports

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Reports Interface** | 7.9 (230 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | 
| **Steps to Answer** | 8.5 (164 reviews) | 7.9 (33 reviews) ✓ Verified | 
| **Graphs and Charts** | 6.9 (186 reviews) ✓ Verified | 7.4 (33 reviews) ✓ Verified | 
| **Score Cards** | 7.8 (117 reviews) | 7.3 (28 reviews) ✓ Verified | 
| **Dashboards** | 7.1 (161 reviews) ✓ Verified | 7.8 (33 reviews) ✓ Verified | 

#### Self Service 

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Calculated Fields** | 8.9 (204 reviews) ✓ Verified | 7.6 (35 reviews) ✓ Verified | 
| **Data Column Filtering** | 9.1 (202 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | 
| **Data Discovery** | 9.0 (197 reviews) ✓ Verified | 7.7 (35 reviews) ✓ Verified | 
| **Search** | 8.3 (186 reviews) ✓ Verified | Feature Not Available | 
| **Collaboration / Workflow** | 8.6 (197 reviews) ✓ Verified | Feature Not Available | 
| **Automodeling** | 8.0 (151 reviews) ✓ Verified | Feature Not Available | 

#### Advanced Analytics

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Predictive Analytics** | 8.2 (170 reviews) ✓ Verified | 7.8 (24 reviews) ✓ Verified | 
| **Data Visualization** | 7.3 (184 reviews) ✓ Verified | 7.4 (30 reviews) ✓ Verified | 
| **Big Data Services** | 8.4 (188 reviews) ✓ Verified | 8.3 (25 reviews) ✓ Verified | 

#### Building Reports

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Data Transformation** | 9.2 (180 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 8.8 (140 reviews) ✓ Verified | Feature Not Available | 
| **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | 6.9 (9 reviews) ✓ Verified | 
| **Integration APIs** | 7.8 (116 reviews) ✓ Verified | 5.2 (7 reviews) ✓ Verified | 

#### Platform

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **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 | 381 |
| **Pentaho** | 7.4/10 | 43 |

#### Reports

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Reports Interface** | 7.9 (230 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | 
| **Steps to Answer** | 8.5 (164 reviews) | 7.9 (33 reviews) ✓ Verified | 
| **Graphs and Charts** | 6.9 (186 reviews) ✓ Verified | 7.4 (33 reviews) ✓ Verified | 
| **Score Cards** | 7.8 (117 reviews) | 7.3 (28 reviews) ✓ Verified | 
| **Dashboards** | 7.1 (161 reviews) ✓ Verified | 7.8 (33 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Connectors** | 8.7 (127 reviews) ✓ Verified | Not enough data | 
| **Data Governance** | 8.6 (103 reviews) ✓ Verified | Not enough data | 

#### Data Modeling and Blending

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Data Querying** | 9.0 (118 reviews) ✓ Verified | Not enough data | 
| **Data Filtering** | 9.1 (117 reviews) ✓ Verified | Not enough data | 
| **Data Blending** | 9.3 (130 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **AI Text Generation** | 7.5 (36 reviews) | Not enough data | 
| **AI Text Summarization** | 7.9 (37 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Autonomous Task Execution** | 8.2 (14 reviews) | Not enough data | 
| **Multi-step Planning** | 8.2 (12 reviews) | Not enough data | 
| **Cross-system Integration** | 7.6 (17 reviews) | Not enough data | 
| **Adaptive Learning** | 8.1 (12 reviews) | Not enough data | 
| **Natural Language Interaction** | 8.1 (12 reviews) | Not enough data | 
| **Proactive Assistance** | 7.7 (13 reviews) | Not enough data | 
| **Decision Making** | 7.6 (12 reviews) | Not enough data | 

#### Self Service 

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Calculated Fields** | 8.9 (204 reviews) ✓ Verified | 7.6 (35 reviews) ✓ Verified | 
| **Data Column Filtering** | 9.1 (202 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | 
| **Data Discovery** | 9.0 (197 reviews) ✓ Verified | 7.7 (35 reviews) ✓ Verified | 
| **Search** | 8.3 (186 reviews) ✓ Verified | Feature Not Available | 
| **Collaboration / Workflow** | 8.6 (197 reviews) ✓ Verified | Feature Not Available | 
| **Automodeling** | 8.0 (151 reviews) ✓ Verified | Feature Not Available | 

#### Deployment & Integration - Analytics Platforms

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **No-code Dashboard Builder** | 9.1 (30 reviews) | Not enough data | 
| **Report Scheduling and Automation** | 9.1 (30 reviews) | Not enough data | 
| **Embedded Analytics and White-labeling** | 8.3 (11 reviews) | Not enough data | 
| **Data Source Connectivity** | 8.2 (28 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Predictive Analytics** | 8.2 (170 reviews) ✓ Verified | 7.8 (24 reviews) ✓ Verified | 
| **Data Visualization** | 7.3 (184 reviews) ✓ Verified | 7.4 (30 reviews) ✓ Verified | 
| **Big Data Services** | 8.4 (188 reviews) ✓ Verified | 8.3 (25 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Large data handling and Query Speed** | 7.7 (45 reviews) | Not enough data | 
| **Concurrent User Support** | 8.5 (11 reviews) | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Data Modeling and Governance** | 8.2 (11 reviews) | Not enough data | 
| **Notebook and Script Integration** | 7.7 (14 reviews) | Not enough data | 
| **Built-in Predictive and Statistical Models** | 8.1 (13 reviews) | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 8.3 (11 reviews) | Not enough data | 
| **Natural Language Queries** | 7.6 (12 reviews) | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | 8.5 (11 reviews) | Not enough data | 
| **AI Agents for Analytical Follow-ups** | 7.8 (10 reviews) | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 8.3 (10 reviews) | Not enough data | 
| **Role-based Insight Personalization** | 8.5 (10 reviews) | Not enough data | 
| **Conversational and Prompt-based Analytics** | 8.2 (12 reviews) | Not enough data | 

#### Building Reports

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Data Transformation** | 9.2 (180 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 8.8 (140 reviews) ✓ Verified | Feature Not Available | 
| **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | 6.9 (9 reviews) ✓ Verified | 
| **Integration APIs** | 7.8 (116 reviews) ✓ Verified | 5.2 (7 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | N/A | N/A |
| **Pentaho** | 7.5/10 | 42 |

#### Reports

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Reports Interface** | 7.9 (230 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | 
| **Steps to Answer** | 8.5 (164 reviews) | 7.9 (33 reviews) ✓ Verified | 
| **Graphs and Charts** | 6.9 (186 reviews) ✓ Verified | 7.4 (33 reviews) ✓ Verified | 
| **Score Cards** | 7.8 (117 reviews) | 7.3 (28 reviews) ✓ Verified | 
| **Dashboards** | 7.1 (161 reviews) ✓ Verified | 7.8 (33 reviews) ✓ Verified | 

#### Self Service 

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Calculated Fields** | 8.9 (204 reviews) ✓ Verified | 7.6 (35 reviews) ✓ Verified | 
| **Data Column Filtering** | 9.1 (202 reviews) ✓ Verified | 7.7 (36 reviews) ✓ Verified | 
| **Data Discovery** | 9.0 (197 reviews) ✓ Verified | 7.7 (35 reviews) ✓ Verified | 
| **Search** | 8.3 (186 reviews) ✓ Verified | Feature Not Available | 
| **Collaboration / Workflow** | 8.6 (197 reviews) ✓ Verified | Feature Not Available | 
| **Automodeling** | 8.0 (151 reviews) ✓ Verified | Feature Not Available | 

#### Building Reports

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Data Transformation** | 9.2 (180 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 8.8 (140 reviews) ✓ Verified | Feature Not Available | 
| **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | 6.9 (9 reviews) ✓ Verified | 
| **Integration APIs** | 7.8 (116 reviews) ✓ Verified | 5.2 (7 reviews) ✓ Verified | 

### Location Intelligence

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

#### Cartography

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **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 | Pentaho | 
|---|---|---|
| **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 | Pentaho | 
|---|---|---|
| **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 | 240 |
| **Pentaho** | N/A | N/A |

#### Data Source Access

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **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 | Pentaho | 
|---|---|---|
| **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 | Pentaho | 
|---|---|---|
| **Breadth of Integrations** | 8.9 (158 reviews) | Not enough data | 
| **Ease of Integrations** | 8.8 (163 reviews) | Not enough data | 
| **Data Workflows** | 9.2 (193 reviews) | Not enough data | 

#### Generative AI

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

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 9.8/10 | 25 |
| **Pentaho** | N/A | N/A |

#### Management

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Functionality

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Extraction** | Not enough data | Not enough data | 
| **Transformation** | 10.0 (11 reviews) | Not enough data | 
| **Loading** | Not enough data | Not enough data | 
| **Automation** | 9.6 (13 reviews) | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 7.9/10 | 66 |
| **Pentaho** | N/A | N/A |

#### System

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Data Ingestion & Wrangling** | 9.1 (52 reviews) | Not enough data | 

#### Model Development

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Language Support** | 7.9 (42 reviews) | Not enough data | 
| **Drag and Drop** | 8.9 (53 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.0 (47 reviews) | Not enough data | 
| **Model Training** | 8.1 (45 reviews) | Not enough data | 

#### Model Development

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Feature Engineering** | 8.4 (49 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Computer Vision** | 7.9 (36 reviews) | Not enough data | 
| **Natural Language Processing** | 7.9 (34 reviews) | Not enough data | 
| **Natural Language Generation** | 8.0 (32 reviews) | Not enough data | 
| **Artificial Neural Networks** | 7.9 (32 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Natural Language Understanding** | 7.9 (34 reviews) | Not enough data | 
| **Deep Learning** | 7.8 (31 reviews) | Not enough data | 

#### Deployment

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Managed Service** | Feature Not Available | Not enough data | 
| **Application** | 8.4 (43 reviews) | Not enough data | 
| **Scalability** | 8.5 (45 reviews) | Not enough data | 

#### Generative AI

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **AI Text Generation** | 6.8 (10 reviews) | Not enough data | 
| **AI Text Summarization** | 6.3 (9 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.2 (10 reviews) | Not enough data | 

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

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Natural Language Generation (NLG)

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

#### Data Ingestion

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

### Machine Learning

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

#### Integration - Machine Learning

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

#### Learning - Machine Learning

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

### Low-Code Machine Learning Platforms

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

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

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **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 | Pentaho | 
|---|---|---|
| **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 |
| **Pentaho** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

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

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.3/10 | 87 |
| **Pentaho** | N/A | N/A |

#### Statistical Tool

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

#### Decision Making

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

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.5/10 | 105 |
| **Pentaho** | N/A | N/A |

#### Data Transformation

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Real-Time Analytics** | 8.4 (67 reviews) ✓ Verified | Not enough data | 
| **Data Querying** | 8.8 (76 reviews) ✓ Verified | Not enough data | 

#### Connectivity

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Hadoop Integration** | 8.4 (49 reviews) ✓ Verified | Not enough data | 
| **Spark Integration** | 8.3 (45 reviews) ✓ Verified | Not enough data | 
| **Multi-Source Analysis** | 9.0 (71 reviews) ✓ Verified | Not enough data | 
| **Data Lake** | Feature Not Available | Not enough data | 

#### Operations

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Data Visualization** | 7.7 (74 reviews) ✓ Verified | Not enough data | 
| **Data Workflow** | 9.2 (86 reviews) ✓ Verified | Not enough data | 
| **Governed Discovery** | 8.4 (60 reviews) ✓ Verified | Not enough data | 
| **Embedded Analytics** | 8.7 (62 reviews) ✓ Verified | Not enough data | 
| **Notebooks** | 8.1 (56 reviews) ✓ Verified | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Alteryx** | 8.3/10 | 209 |
| **Pentaho** | N/A | N/A |

#### Building Reports

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **Data Transformation** | 9.2 (180 reviews) ✓ Verified | Feature Not Available | 
| **Data Modeling** | 8.8 (140 reviews) ✓ Verified | Feature Not Available | 
| **WYSIWYG Report Design** | 7.5 (109 reviews) ✓ Verified | 6.9 (9 reviews) ✓ Verified | 
| **Integration APIs** | 7.8 (116 reviews) ✓ Verified | 5.2 (7 reviews) ✓ Verified | 

#### Platform

| Feature | Alteryx | Pentaho | 
|---|---|---|
| **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 Alteryx (12):** [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), [ETL Tools](https://www.g2.com/categories/etl-tools), [Natural Language Generation (NLG) Software](https://www.g2.com/categories/natural-language-generation-nlg), [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), [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 Pentaho (1):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence)


---
## Reviewer Demographics

### By Company Size

| Segment | Alteryx | Pentaho | 
|---|---|---|
| **Small-Business** | 14.1% | 17.8% | 
| **Mid-Market** | 20.8% | 51.1% | 
| **Enterprise** | 65.1% | 31.1% | 

### By Industry

#### Alteryx

- **Financial Services:** 12.4%
- **Accounting:** 10.5%
- **Information Technology and Services:** 6.8%
- **Banking:** 5.8%
- **Insurance:** 4.5%
- **Hospital & Health Care:** 3.6%
- **Computer Software:** 3.4%
- **Marketing and Advertising:** 3.3%
- **Management Consulting:** 3.3%
- **Retail:** 2.9%
- **Other:** 43.6%

#### Pentaho

- **Information Technology and Services:** 22.9%
- **Internet:** 12.5%
- **Higher Education:** 8.3%
- **Retail:** 6.3%
- **Computer Software:** 6.3%
- **Non-Profit Organization Management:** 4.2%
- **Marketing and Advertising:** 4.2%
- **Consumer Electronics:** 4.2%
- **Accounting:** 2.1%
- **Apparel & Fashion:** 2.1%
- **Other:** 27.1%

---
## Alternatives

### Alternatives to Alteryx

- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3650 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (745 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.2/5 stars (592 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

### Alternatives to Pentaho

- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1641 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1057 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.2/5 stars (592 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (461 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [Logi Symphony](https://www.g2.com/products/logi-symphony/reviews) — 4.3/5 stars (421 reviews)
- [SAP BusinessObjects Business Intelligence (BI)](https://www.g2.com/products/sap-businessobjects-business-intelligence-bi/reviews) — 3.8/5 stars (254 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."

### Pentaho

No discussions available for this product.

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