# Anaconda Platform, KNIME vs Pentaho Comparison

| | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.4 out of 5 | 4.1 out of 5 | 
| **Total Reviews** | 241 | 83 | 50 | 
| **Largest Market Segment** | Small-Business (44.4% of reviews) | Enterprise (43.2% of reviews) | Mid-Market (51.1% of reviews) | 
| **Entry Level Price** | Free 1 User With One-Time Purchase | Free | No pricing available | 

---
## Top Pros & Cons

### Anaconda Platform

Pros:
- Ease of Use (74 reviews)
- Setup Ease (39 reviews)

Cons:
- Data Management Issues (11 reviews)
- Slow Performance (11 reviews)

### KNIME

Pros:
- Ease of Use (7 reviews)
- Coding Ease (4 reviews)

Cons:
- Learning Difficulty (3 reviews)
- Memory Usage (3 reviews)

### Pentaho

**Not enough data**

---
## Ratings Comparison
| Rating | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
  | **Meets Requirements** | 9.0 (148 reviews) | 8.6 (73 reviews) | 8.2 (47 reviews) | 
  | **Ease of Use** | 8.7 (156 reviews) | 8.3 (73 reviews) | 7.7 (47 reviews) | 
  | **Ease of Setup** | 8.4 (83 reviews) | 8.0 (30 reviews) | 6.6 (18 reviews) | 
  | **Ease of Admin** | 8.7 (23 reviews) | 7.9 (16 reviews) | 6.6 (18 reviews) | 
  | **Quality of Support** | 8.4 (129 reviews) | 8.2 (65 reviews) | 7.8 (42 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.1 (21 reviews) | 8.1 (14 reviews) | 6.9 (16 reviews) | 
  | **Product Direction (% positive)** | 9.2 (139 reviews) | 8.5 (71 reviews) | 7.7 (46 reviews) | 

---
## Pricing

### Anaconda Platform

#### Entry-Level Pricing

Plan: Free

Price: Free 1 User With One-Time Purchase

Key Features:
- Basic workspace for the student or practitioner
- 5GB for shareable, cloud-hosted notebooks
- Thousands of curated packages

[Browse all 4 editions](https://www.g2.com/products/anaconda-platform/pricing)

#### Free Trial

Yes

### KNIME

#### Entry-Level Pricing

Plan: KNIME Analytics Platform

Price: Free

Description: Build and run workflows locally on your desktop

Key Features:
- Connect to 300+ data sources and services
- Process & analyze data of any size or type — numerical, categorical, text, images, time-series, or even molecule or network data
- Perform analytics of any complexity — from simple analytics to statistical analysis to leveraging machine learning and GenAI

[Browse all 4 editions](https://www.g2.com/products/knime-analytics-platform/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 |
|---|---|---|
| **Anaconda Platform** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Pentaho** | 7.5/10 | 42 |

#### Reports

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 7.7 (36 reviews) ✓ Verified | 
| **Steps to Answer** | Not enough data | Not enough data | 7.9 (33 reviews) ✓ Verified | 
| **Graphs and Charts** | Not enough data | Not enough data | 7.4 (33 reviews) ✓ Verified | 
| **Score Cards** | Not enough data | Not enough data | 7.3 (28 reviews) ✓ Verified | 
| **Dashboards** | Not enough data | Not enough data | 7.8 (33 reviews) ✓ Verified | 

#### Self Service 

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 7.6 (35 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | Not enough data | 7.7 (36 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | Not enough data | 7.7 (35 reviews) ✓ Verified | 
| **Search** | Not enough data | Not enough data | Feature Not Available | 
| **Collaboration / Workflow** | Not enough data | Not enough data | Feature Not Available | 
| **Automodeling** | Not enough data | Not enough data | Feature Not Available | 

#### Advanced Analytics

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | 7.8 (24 reviews) ✓ Verified | 
| **Data Visualization** | Not enough data | Not enough data | 7.4 (30 reviews) ✓ Verified | 
| **Big Data Services** | Not enough data | Not enough data | 8.3 (25 reviews) ✓ Verified | 

#### Building Reports

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Feature Not Available | 
| **Data Modeling** | Not enough data | Not enough data | Feature Not Available | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 6.9 (9 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | Not enough data | 5.2 (7 reviews) ✓ Verified | 

#### Platform

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

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Anaconda Platform** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Pentaho** | 7.4/10 | 43 |

#### Reports

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 7.7 (36 reviews) ✓ Verified | 
| **Steps to Answer** | Not enough data | Not enough data | 7.9 (33 reviews) ✓ Verified | 
| **Graphs and Charts** | Not enough data | Not enough data | 7.4 (33 reviews) ✓ Verified | 
| **Score Cards** | Not enough data | Not enough data | 7.3 (28 reviews) ✓ Verified | 
| **Dashboards** | Not enough data | Not enough data | 7.8 (33 reviews) ✓ Verified | 

#### Data Preparation

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Connectors** | Not enough data | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Data Querying** | Not enough data | Not enough data | Not enough data | 
| **Data Filtering** | Not enough data | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | Not enough data | 

#### Generative AI

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

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

#### Self Service 

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 7.6 (35 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | Not enough data | 7.7 (36 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | Not enough data | 7.7 (35 reviews) ✓ Verified | 
| **Search** | Not enough data | Not enough data | Feature Not Available | 
| **Collaboration / Workflow** | Not enough data | Not enough data | Feature Not Available | 
| **Automodeling** | Not enough data | Not enough data | Feature Not Available | 

#### Deployment & Integration - Analytics Platforms

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **No-code Dashboard Builder** | Not enough data | Not enough data | Not enough data | 
| **Report Scheduling and Automation** | Not enough data | Not enough data | Not enough data | 
| **Embedded Analytics and White-labeling** | Not enough data | Not enough data | Not enough data | 
| **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | 7.8 (24 reviews) ✓ Verified | 
| **Data Visualization** | Not enough data | Not enough data | 7.4 (30 reviews) ✓ Verified | 
| **Big Data Services** | Not enough data | Not enough data | 8.3 (25 reviews) ✓ Verified | 

#### Performance & Scalability - Analytics Platforms

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | Not enough data | 
| **Notebook and Script Integration** | Not enough data | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Auto-generated Insights and Narratives** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Queries** | Not enough data | Not enough data | Not enough data | 
| **Proactive KPI Monitoring and Alerts** | Not enough data | Not enough data | Not enough data | 
| **AI Agents for Analytical Follow-ups** | Not enough data | Not enough data | Not enough data | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | Not enough data | Not enough data | Not enough data | 
| **Role-based Insight Personalization** | Not enough data | Not enough data | Not enough data | 
| **Conversational and Prompt-based Analytics** | Not enough data | Not enough data | Not enough data | 

#### Building Reports

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Feature Not Available | 
| **Data Modeling** | Not enough data | Not enough data | Feature Not Available | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 6.9 (9 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | Not enough data | 5.2 (7 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Anaconda Platform** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Pentaho** | 7.5/10 | 42 |

#### Reports

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 7.7 (36 reviews) ✓ Verified | 
| **Steps to Answer** | Not enough data | Not enough data | 7.9 (33 reviews) ✓ Verified | 
| **Graphs and Charts** | Not enough data | Not enough data | 7.4 (33 reviews) ✓ Verified | 
| **Score Cards** | Not enough data | Not enough data | 7.3 (28 reviews) ✓ Verified | 
| **Dashboards** | Not enough data | Not enough data | 7.8 (33 reviews) ✓ Verified | 

#### Self Service 

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 7.6 (35 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | Not enough data | 7.7 (36 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | Not enough data | 7.7 (35 reviews) ✓ Verified | 
| **Search** | Not enough data | Not enough data | Feature Not Available | 
| **Collaboration / Workflow** | Not enough data | Not enough data | Feature Not Available | 
| **Automodeling** | Not enough data | Not enough data | Feature Not Available | 

#### Building Reports

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | Feature Not Available | 
| **Data Modeling** | Not enough data | Not enough data | Feature Not Available | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 6.9 (9 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | Not enough data | 5.2 (7 reviews) ✓ Verified | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Anaconda Platform** | N/A | N/A |
| **KNIME** | 8.5/10 | 29 |
| **Pentaho** | N/A | N/A |

#### Administration

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Quality Control** | Not enough data | 8.3 (24 reviews) | Not enough data | 
| **Data Sampling** | Not enough data | 8.7 (26 reviews) | Not enough data | 
| **Collaboration** | Not enough data | 8.6 (25 reviews) | Not enough data | 

#### Capabilities

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Data Visualization** | Not enough data | 8.6 (26 reviews) | Not enough data | 
| **Survival Analysis** | Not enough data | 8.4 (23 reviews) | Not enough data | 
| **Risk Data Attributes** | Not enough data | 8.6 (23 reviews) | Not enough data | 
| **Cost Analysis** | Not enough data | 7.9 (21 reviews) | Not enough data | 

#### Methodology

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **ANOVA Support** | Not enough data | 8.3 (21 reviews) | Not enough data | 
| **Regression** | Not enough data | 8.7 (25 reviews) | Not enough data | 
| **Time Series Analysis** | Not enough data | 8.5 (24 reviews) | Not enough data | 

#### Generative AI

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Anaconda Platform** | 8.1/10 | 131 |
| **KNIME** | 8.2/10 | 27 |
| **Pentaho** | N/A | N/A |

#### System

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Data Ingestion & Wrangling** | 8.6 (109 reviews) | 9.0 (18 reviews) | Not enough data | 

#### Model Development

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Language Support** | 8.5 (110 reviews) | 8.4 (16 reviews) | Not enough data | 
| **Drag and Drop** | 7.8 (103 reviews) | 9.2 (18 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.2 (110 reviews) | 8.2 (15 reviews) | Not enough data | 
| **Model Training** | 8.5 (114 reviews) | 8.2 (14 reviews) | Not enough data | 

#### Model Development

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Feature Engineering** | 8.3 (102 reviews) | 8.2 (16 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Computer Vision** | 8.3 (106 reviews) | 7.5 (10 reviews) | Not enough data | 
| **Natural Language Processing** | 8.6 (108 reviews) | 8.3 (13 reviews) | Not enough data | 
| **Natural Language Generation** | 8.4 (106 reviews) | 7.9 (11 reviews) | Not enough data | 
| **Artificial Neural Networks** | 8.4 (104 reviews) | 7.4 (11 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Natural Language Understanding** | 8.5 (100 reviews) | 8.0 (14 reviews) | Not enough data | 
| **Deep Learning** | 8.4 (97 reviews) | 7.8 (13 reviews) | Not enough data | 

#### Deployment

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Managed Service** | 8.2 (108 reviews) | 8.2 (14 reviews) | Not enough data | 
| **Application** | 8.5 (112 reviews) | 8.7 (15 reviews) | Not enough data | 
| **Scalability** | 8.3 (111 reviews) | 8.4 (18 reviews) | Not enough data | 

#### Generative AI

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **AI Text Generation** | 8.2 (56 reviews) | Not enough data | Not enough data | 
| **AI Text Summarization** | 7.7 (53 reviews) | Not enough data | Not enough data | 
| **AI Text-to-Image** | 6.9 (53 reviews) | Not enough data | Not enough data | 

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

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Autonomous Task Execution** | 7.3 (41 reviews) | 8.0 (5 reviews) | Not enough data | 
| **Multi-step Planning** | 7.4 (41 reviews) | Not enough data | Not enough data | 
| **Cross-system Integration** | 7.9 (41 reviews) | Not enough data | Not enough data | 
| **Adaptive Learning** | 7.7 (40 reviews) | Not enough data | Not enough data | 
| **Natural Language Interaction** | 7.9 (39 reviews) | Not enough data | Not enough data | 
| **Proactive Assistance** | 7.3 (42 reviews) | Not enough data | Not enough data | 
| **Decision Making** | 7.5 (41 reviews) | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Anaconda Platform** | N/A | N/A |
| **KNIME** | N/A | N/A |
| **Pentaho** | N/A | N/A |

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

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | Not enough data | 
| **Multi‑Source Connector Support** | Not enough data | Not enough data | Not enough data | 
| **Schema Drift / Change Detection** | Not enough data | Not enough data | Not enough data | 

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

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | Not enough data | 
| **Code Extensibility** | Not enough data | Not enough data | Not enough data | 
| **Automated Feature Engineering** | Not enough data | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Anaconda Platform** | N/A | N/A |
| **KNIME** | 8.0/10 | 45 |
| **Pentaho** | N/A | N/A |

#### Statistical Tool

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Scripting** | Not enough data | 8.0 (37 reviews) | Not enough data | 
| **Data Mining** | Not enough data | 8.2 (42 reviews) | Not enough data | 
| **Algorithms** | Not enough data | 8.2 (40 reviews) | Not enough data | 

#### Data Analysis

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Analysis** | Not enough data | 8.4 (34 reviews) | Not enough data | 
| **Data Interaction** | Not enough data | 8.4 (43 reviews) | Not enough data | 

#### Decision Making

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Modeling** | Not enough data | 8.3 (31 reviews) | Not enough data | 
| **Data Visualizations** | Not enough data | 8.0 (41 reviews) | Not enough data | 
| **Report Generation** | Not enough data | 7.9 (39 reviews) | Not enough data | 
| **Data Unification** | Not enough data | 8.4 (40 reviews) | Not enough data | 

#### Generative AI

| Feature | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 7.2 (6 reviews) | Not enough data | 
| **AI Text Summarization** | Not enough data | 7.2 (6 reviews) | Not enough data | 

---
## Categories

**Unique to Anaconda Platform (1):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)

**Unique to KNIME (4):** [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)

**Unique to Pentaho (2):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | Anaconda Platform | KNIME | Pentaho | 
|---|---|---|---|
| **Small-Business** | 44.4% | 24.7% | 17.8% | 
| **Mid-Market** | 24.3% | 32.1% | 51.1% | 
| **Enterprise** | 31.2% | 43.2% | 31.1% | 

### By Industry

#### Anaconda Platform

- **Information Technology and Services:** 23.4%
- **Computer Software:** 20.7%
- **Higher Education:** 7.4%
- **Education Management:** 6.4%
- **Research:** 4.3%
- **Computer & Network Security:** 3.2%
- **Financial Services:** 3.2%
- **Automotive:** 1.6%
- **Banking:** 1.6%
- **Telecommunications:** 1.6%
- **Other:** 26.6%

#### KNIME

- **Information Technology and Services:** 27.8%
- **Higher Education:** 10.1%
- **Research:** 5.1%
- **Financial Services:** 5.1%
- **Accounting:** 3.8%
- **Banking:** 3.8%
- **E-Learning:** 3.8%
- **Internet:** 2.5%
- **Insurance:** 2.5%
- **Hospital & Health Care:** 2.5%
- **Other:** 32.9%

#### 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 Anaconda Platform

- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (55 reviews)
- [TensorFlow](https://www.g2.com/products/tensorflow/reviews) — 4.5/5 stars (138 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews)
- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews)
- [Deepnote](https://www.g2.com/products/deepnote/reviews) — 4.5/5 stars (382 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (780 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)

### Alternatives to KNIME

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)
- [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (928 reviews)
- [IBM SPSS Modeler](https://www.g2.com/products/ibm-spss-modeler/reviews) — 4.0/5 stars (148 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3652 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [JMP](https://www.g2.com/products/jmp/reviews) — 4.5/5 stars (213 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)

### Alternatives to Pentaho

- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1642 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 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 (600 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)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Logi Symphony](https://www.g2.com/products/logi-symphony/reviews) — 4.3/5 stars (421 reviews)

---
## Top Discussions

### Anaconda Platform

- Title: [Is Anaconda free for companies?](https://www.g2.com/discussions/anaconda-is-anaconda-free-for-companies) — 2 comments, 1 upvote
  > **Top comment:** "Don't know, but it is free for students. if you are student, then u can install and use it for free of cost."
- Title: [Is Anaconda free for companies?](https://www.g2.com/discussions/is-anaconda-free-for-companies) — 1 comment, 1 upvote
  > **Top comment:** "Comment deleted by user."
- Title: [Is Anaconda good for machine learning?](https://www.g2.com/discussions/anaconda-is-anaconda-good-for-machine-learning) — 1 comment, 1 upvote
  > **Top comment:** "Yes, it is good. I am using it from last 2 years."
- Title: [Is Anaconda good for machine learning?](https://www.g2.com/discussions/is-anaconda-good-for-machine-learning) — 1 comment
  > **Top comment:** "Yes, it allows me to control and change the version of machine learning libraries like tensorflow and also create different environment based on my needs  ...."
- Title: [What is Anaconda software used for?](https://www.g2.com/discussions/what-is-anaconda-software-used-for) — 1 comment
  > **Top comment:** "It provides python IDE. Mostly useful for machine learning and deep learning projects."

### KNIME

- Title: [Is Knime easy to use?](https://www.g2.com/discussions/is-knime-easy-to-use) — 1 comment
  > **Top comment:** "Not as easy as Alteryx but a lot of its components are customizable and it vastly extends the use cases that could be built with it. This trumps the easy to..."

### Pentaho

No discussions available for this product.

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