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# KNIME vs Orange Comparison - What are their main differences?

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KNIMEOrange[+ Add Product](#)

Reviews

**KNIME** [

4.5/5(117)

](https://www.g2.com/products/knime-analytics-platform/reviews#reviews)

**Orange** [

4.2/5(33)

](https://www.g2.com/products/orange/reviews#reviews)

Pricing

**KNIME**
Free Trial

**Free** · KNIME Analytics Platform

**Orange**
No pricing available

**Pricing Insights**
from reviews

Time to Implement

**KNIME**
Not enough reviews yet

**Orange**
Not enough reviews yet

Return on Investment

**KNIME**
Not enough reviews yet

**Orange**
Not enough reviews yet

Perceived Cost

**KNIME**
$$$$$

**Orange**
Not enough reviews yet

Average Discount

**KNIME**
Not enough reviews yet

**Orange**
Not enough reviews yet

 ![KNIME](https://images.g2crowd.com/uploads/product/hd_favicon/8a540cdf83a0e7e7937efe634c6ab64f/knime-analytics-platform.svg "KNIME")

 ![Orange](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_6ce4c776ae2b7d0be2687e55338dbcc8/orange.png "Orange")

G2 offers free advice on this comparison.

Chat with an expert

How do we contact you?

 ![](/assets/advisor_router/text_message-df41c2977e57ce19bdccb768c56510d9fa9182b581f7903660ca57fd8634bf09.svg)Text Message

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Who do you want to talk with?

 ![](/assets/advisor_router/ai_agent-4d78629a3ba354fed449a65c60df3a6f2eda90fb98411b711df4b25d7be52a38.svg)AI Agent

 ![](/assets/advisor_router/human-26a980d7eed0089d422337af1b2588329a59f3fec5a0eff6d1b43312553d4c7b.svg)Human

Pros & Cons

**KNIME**
[
Ease of Use (7)
](https://www.g2.com/products/knime-analytics-platform/reviews?filters%5Bsentiment_snippet%5D=1421029&qs=pros-and-cons#reviews)[
Coding Ease (4)
](https://www.g2.com/products/knime-analytics-platform/reviews?filters%5Bsentiment_snippet%5D=1421523&qs=pros-and-cons#reviews)[
Learning Difficulty (3)
](https://www.g2.com/products/knime-analytics-platform/reviews?filters%5Bsentiment_snippet%5D=2161387&qs=pros-and-cons#reviews)[
Memory Usage (3)
](https://www.g2.com/products/knime-analytics-platform/reviews?filters%5Bsentiment_snippet%5D=1421136&qs=pros-and-cons#reviews)

**Orange**
[
Ease of Use (1)
](https://www.g2.com/products/orange/reviews?filters%5Bsentiment_snippet%5D=2096343&qs=pros-and-cons#reviews)[
Learning (1)
](https://www.g2.com/products/orange/reviews?filters%5Bsentiment_snippet%5D=2096338&qs=pros-and-cons#reviews)

Integrations

**KNIME**
[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/amazon-athena.jpg "Product Avatar Image")

Amazon Athena

](https://www.g2.com/products/amazon-athena/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/amazon-redshift.jpg "Product Avatar Image")

Amazon Redshift

](https://www.g2.com/products/amazon-redshift/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_10fcacacc60bcff152ceef6cd184f73f/apache.png "Product Avatar Image")

APACHE

](https://www.g2.com/products/apache/reviews)[

 ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_f176b4154a751d10150daa67a57b7dc5/azure-portal.jpg "Product Avatar Image")

Azure Portal

](https://www.g2.com/products/azure-portal/reviews)[
View all
](https://www.g2.com/products/knime-analytics-platform/integrations)

**Orange**
Not enough data

Screenshots

**KNIME**
 ![KNIME screenshot](https://images.g2crowd.com/cdn-cgi/image/width=600,height=600,fit=scale-down,format=auto,onerror=redirect,/https://images.g2crowd.com/uploads/attachment/file/1335454/1-KNIME-Modern-UI.png)

**Orange**
No screenshot available

Ratings

Meets Requirements

**KNIME**

8.7

8.7101

**Orange**

8.3

8.321

Ease of Use

**KNIME**

8.5

8.5101

**Orange**

8.5

8.521

Ease of Setup

**KNIME**

8.5

8.557

**Orange**

9.2

9.210

Ease of Admin

**KNIME**

8.2

8.228

**Orange**

9.2

9.28

Quality of Support

**KNIME**

8.4

8.489

**Orange**

7.1

7.115

Has the product been a good partner in doing business?

**KNIME**

8.5

8.525

**Orange**

9.2

9.28

Product Direction (% positive)

**KNIME**

8.6

8.698

**Orange**

8.1

8.118

Features

Statistical Analysis[Hide 54 FeaturesShow 54 Features](javascript:void(0);)

8.5

31

8.4

11

Administration

Quality Control

8.4(won by 0.3)

25

8.1

9

Data Sampling

8.8(won by 0.5)

28

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.3

11

Collaboration

8.6(won by 0.5)

26

 (There is a greater than 0.5 difference between this product's rating and its competitors)

8.1

8

Multiple Data Sources

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Statistical Process Control

Not enough data

Not enough data

Capabilities

Data Visualization

8.6

27

9.2(won by 0.6)

10

 (There is a greater than 0.5 difference between this product's rating and its competitors)

Survival Analysis

8.5(won by 0.2)

24

8.3

7

Risk Data Attributes

8.6(won by 0.3)

24

8.3

5

Cost Analysis

8.0

22

8.3(won by 0.3)

7

Multivariate Analysis

Not enough data

Not enough data

What-if Analysis

Not enough data

Not enough data

Statistical Analysis

Not enough data

Not enough data

Bayesian Analysis

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Regression Analysis

Not enough data

Not enough data

Methodology

Regression

8.7(won by 0.4)

26

8.3

10

Time Series Analysis

8.6

26

8.7(won by 0.1)

5

ANOVA Support

8.3(won by default)

22

Not enough data

Generative AI

AI Text Generation

Not enough data

Not enough data

AI Text Summarization

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Additional Functionality

Compliance Tracking

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Statistical Simulation

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Neural Network Modeling

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Self Service Data Preparation

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

API

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Association Discovery

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Customization

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Data Clustering

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

File Storage

Not enough data

Not enough data

Decision Tree

Not enough data

Not enough data

Multiple Scoring Models

Not enough data

Not enough data

Analytics Platforms[Hide 136 FeaturesShow 136 Features](javascript:void(0);)

8.7

44

Not enough data

Reports

Reports Interface

8.2(won by default)

19

Not enough data

Steps to Answer

8.3(won by default)

27

Not enough data

Graphs and Charts

8.3(won by default)

22

Not enough data

Score Cards

8.2(won by default)

16

Not enough data

Dashboards

8.3(won by default)

18

Not enough data

Customizable Reports

Not enough data

Not enough data

Marketing Reports

Not enough data

Not enough data

Sales Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Interactive Reports

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Customizable Dashboard

Not enough data

Not enough data

Data Preparation

Connectors

9.3(won by default)

7

Not enough data

Data Governance

Not enough data

Not enough data

Data Modeling and Blending

Data Querying

Not enough data

Not enough data

Data Filtering

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

Not enough data

AI Text Summarization

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Agentic AI - Analytics Platforms

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

Third-Party Integrations

Not enough data

Not enough data

Self Service 

Calculated Fields

8.9(won by default)

18

Not enough data

Data Column Filtering

9.2(won by default)

18

Not enough data

Data Discovery

8.8(won by default)

21

Not enough data

Search

8.2(won by default)

16

Not enough data

Collaboration / Workflow

7.9(won by default)

21

Not enough data

Automodeling

8.7(won by default)

17

Not enough data

Natural Language Search

Not enough data

Not enough data

Visual Discovery

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Deployment & Integration - Analytics Platforms

No-code Dashboard Builder

Not enough data

Not enough data

Report Scheduling and Automation

Not enough data

Not enough data

Embedded Analytics and White-labeling

Not enough data

Not enough data

Data Source Connectivity

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Query Builder

Not enough data

Not enough data

Advanced Analytics

Predictive Analytics

9.4(won by default)

21

Not enough data

Data Visualization

8.3(won by default)

21

Not enough data

Big Data Services

8.0(won by default)

24

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Performance & Scalability - Analytics Platforms

Large data handling and Query Speed

7.1(won by default)

8

Not enough data

Concurrent User Support

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Advanced Analytics & Modeling - Analytics Platforms

Notebook and Script Integration

8.7(won by default)

5

Not enough data

Data Modeling and Governance

Not enough data

Not enough data

Built-in Predictive and Statistical Models

Not enough data

Not enough data

Agentic AI Capabilities - Analytics Platforms

Auto-generated Insights and Narratives

Not enough data

Not enough data

Natural Language Queries

Not enough data

Not enough data

Proactive KPI Monitoring and Alerts

Not enough data

Not enough data

AI Agents for Analytical Follow-ups

Not enough data

Not enough data

Personalized Intelligence - Analytics Platforms

Behavioral Learning for Contextual Query Refinement

Not enough data

Not enough data

Role-based Insight Personalization

Not enough data

Not enough data

Conversational and Prompt-based Analytics

Not enough data

Not enough data

Ad hoc Query

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Building Reports

Data Transformation

8.8(won by default)

8

Not enough data

Data Modeling

8.7(won by default)

5

Not enough data

WYSIWYG Report Design

6.3(won by default)

5

Not enough data

Integration APIs

7.3(won by default)

5

Not enough data

Real-Time Data

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Additional Functionality

Drag & Drop

10.0(won by default)

5

Not enough data

Workflow Management

9.0(won by default)

7

Not enough data

Secure Data Storage

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Real-Time Reporting

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Self Service Data Preparation

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

User Management

Not enough data

Not enough data

Sales Trend Analysis

Not enough data

Not enough data

Charting

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Widgets

Not enough data

Not enough data

Storytelling

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Financing Management

Not enough data

Not enough data

Self-service Analytics

Not enough data

Not enough data

KPI Monitoring

Not enough data

Not enough data

Dashboard

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Integration

Not enough data

Not enough data

Scorecards

Not enough data

Not enough data

Data Management

Not enough data

Not enough data

Task Management

Not enough data

Not enough data

Progress Tracking

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Profitability Analysis

Not enough data

Not enough data

Project Tracking

Not enough data

Not enough data

Strategic Planning

Not enough data

Not enough data

Goal Setting/Tracking

Not enough data

Not enough data

Publishing/Sharing

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Templates

Not enough data

Not enough data

Mobile Access

Not enough data

Not enough data

Customizable Templates

Not enough data

Not enough data

Financial Reporting

Not enough data

Not enough data

Audit Management

Not enough data

Not enough data

OLAP

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Data Science and Machine Learning Platforms[Hide 75 FeaturesShow 75 Features](javascript:void(0);)

8.1

30

Not enough data

System

Data Ingestion & Wrangling

9.1(won by default)

20

Not enough data

Real-Time Data

Not enough data

Not enough data

Model Development

Language Support

8.5(won by default)

17

Not enough data

Drag and Drop

9.3(won by default)

21

Not enough data

Pre-Built Algorithms

8.4(won by default)

17

Not enough data

Model Training

8.3(won by default)

15

Not enough data

Database Support

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Model Development

Feature Engineering

8.4(won by default)

18

Not enough data

Machine/Deep Learning Services

Computer Vision

7.7(won by default)

11

Not enough data

Natural Language Processing

8.5(won by default)

14

Not enough data

Natural Language Generation

8.1(won by default)

12

Not enough data

Artificial Neural Networks

7.6(won by default)

12

Not enough data

Machine/Deep Learning Services

Natural Language Understanding

8.1(won by default)

15

Not enough data

Deep Learning

8.0(won by default)

14

Not enough data

Deployment

Managed Service

8.3(won by default)

15

Not enough data

Application

8.8(won by default)

16

Not enough data

Scalability

8.5(won by default)

19

Not enough data

Additional Functionality

Customizable Reports

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Semantic Search

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Ad hoc Reporting

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Statistical Analysis

Not enough data

Not enough data

Categorization/Grouping

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Data Profiling

Not enough data

Not enough data

Linked Data Management

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

API

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Text Mining

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Predictive Modeling

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Tagging

Not enough data

Not enough data

Endpoint Management

Not enough data

Not enough data

No-Code

Not enough data

Not enough data

Data Preparation

Not enough data

Not enough data

Auditing

Not enough data

Not enough data

Big Data Analytics

Not enough data

Not enough data

ML Algorithm Library

Not enough data

Not enough data

Data Management

Not enough data

Not enough data

Activity Tracking

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Generative AI

AI Text Generation

7.7(won by default)

5

Not enough data

AI Text Summarization

7.7(won by default)

5

Not enough data

AI Text-to-Image

6.7(won by default)

5

Not enough data

Generative AI

Not enough data

Not enough data

Agentic AI - Data Science and Machine Learning Platforms

Autonomous Task Execution

8.3(won by default)

6

Not enough data

Cross-system Integration

6.7(won by default)

5

Not enough data

Multi-step Planning

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

Third-Party Integrations

Not enough data

Not enough data

Predictive Analytics[Hide 42 FeaturesShow 42 Features](javascript:void(0);)

8.1

47

Not enough data

Statistical Tool

Scripting

8.0(won by default)

38

Not enough data

Data Mining

8.3(won by default)

43

Not enough data

Algorithms

8.2(won by default)

41

Not enough data

Data Analysis

Analysis

8.5(won by default)

36

Not enough data

Data Interaction

8.4(won by default)

45

Not enough data

Time Series Analysis

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Decision Making

Modeling

8.4(won by default)

33

Not enough data

Data Visualizations

8.1(won by default)

42

Not enough data

Report Generation

8.0(won by default)

40

Not enough data

Data Unification

8.4(won by default)

41

Not enough data

Customizable Reports

Not enough data

Not enough data

Generative AI

AI Text Generation

7.6(won by default)

7

Not enough data

AI Text Summarization

7.6(won by default)

7

Not enough data

Generative AI

Not enough data

Not enough data

Additional Functionality

Demand Forecasting

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

For Healthcare

Not enough data

Not enough data

Forecasting

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Decision Support

Not enough data

Not enough data

Modeling & Simulation

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

For Retail

Not enough data

Not enough data

For Education

Not enough data

Not enough data

Data Discovery

Not enough data

Not enough data

Graphical Workflow Editor

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Business Rules Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Transformation

Not enough data

Not enough data

Data Clustering

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Data Classification

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

Show 8 feature categories with incomplete data

Artificial Intelligence[Hide 37 FeaturesShow 37 Features](javascript:void(0);)

Not enough data

Not enough data

Additional Functionality

Tagging

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Speech Recognition

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Virtual Personal Assistant (VPA)

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Customer Segmentation

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

For eCommerce

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Customizable Branding

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Document Management

Not enough data

Not enough data

API

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

Trend Analysis

Not enough data

Not enough data

Machine Learning

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Alerts/Escalation

Not enough data

Not enough data

Performance Metrics

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Mobile App

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

For Sales Teams/Organizations

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Chatbot

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

Data Preparation[Hide 25 FeaturesShow 25 Features](javascript:void(0);)

Not enough data

Not enough data

Data Source Access

Breadth of Data Sources

Not enough data

Not enough data

Ease of Data Connectivity

Not enough data

Not enough data

API Connectivity

Not enough data

Not enough data

Data Interaction

Profiling and Classification

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Data Modeling

Not enough data

Not enough data

Data Joining

Not enough data

Not enough data

Data Blending

Not enough data

Not enough data

Data Quality and Cleansing

Not enough data

Not enough data

Data Sharing

Not enough data

Not enough data

Data Governance

Not enough data

Not enough data

Data Exporting

Breadth of Integrations

Not enough data

Not enough data

Ease of Integrations

Not enough data

Not enough data

Data Workflows

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Additional Functionality

Data Analysis Tools

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Data Mapping

Not enough data

Not enough data

ETL

Not enough data

Not enough data

Big Data Analytics

Not enough data

Not enough data

Data Quality Control

Not enough data

Not enough data

ETL Tools[Hide 57 FeaturesShow 57 Features](javascript:void(0);)

Not enough data

Not enough data

Management

Reporting

Not enough data

Not enough data

Auditing

Not enough data

Not enough data

Functionality

Extraction

Not enough data

Not enough data

Transformation

Not enough data

Not enough data

Loading

Not enough data

Not enough data

Automation

Not enough data

Not enough data

Scalability

Not enough data

Not enough data

Non-Relational Transformations

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Additional Functionality

Data Mapping

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Charting

Not enough data

Not enough data

Integration Management

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Ad hoc Analysis

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

API

Not enough data

Not enough data

Match & Merge

Not enough data

Not enough data

Real-Time Monitoring

Not enough data

Not enough data

Metadata Management

Not enough data

Not enough data

Pipeline Management

Not enough data

Not enough data

Job Scheduling

Not enough data

Not enough data

Dashboard Creation

Not enough data

Not enough data

Data Storage Management

Not enough data

Not enough data

Multiple Data Sources

Not enough data

Not enough data

Data Import/Export

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Data Quality Control

Not enough data

Not enough data

Data Connectors

Not enough data

Not enough data

Customizable Reports

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Version Control

Not enough data

Not enough data

Visual Analytics

Not enough data

Not enough data

Accounting Integration

Not enough data

Not enough data

Real-Time Data

Not enough data

Not enough data

eCommerce Management

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

CRM

Not enough data

Not enough data

Data Visualization

Not enough data

Not enough data

SSL Security

Not enough data

Not enough data

Search/Filter

Not enough data

Not enough data

Real-Time Analytics

Not enough data

Not enough data

Data Capture and Transfer

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Performance Management

Not enough data

Not enough data

Data Synchronization

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Data Replication

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Database Support

Not enough data

Not enough data

Workflow Management

Not enough data

Not enough data

Alerts/Notifications

Not enough data

Not enough data

Predictive Analytics

Not enough data

Not enough data

Data Migration

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Reporting & Statistics

Not enough data

Not enough data

Data Analysis Tools

Not enough data

Not enough data

AI Agents For Business Operations[Hide 76 FeaturesShow 76 Features](javascript:void(0);)

Not enough data

Not enough data

Responses

Personalization

Not enough data

Not enough data

Route To Human

Not enough data

Not enough data

Natural Language Understanding (NLU)

Not enough data

Not enough data

Multi-Language

Not enough data

Not enough data

Automation - AI Agents

Sales Follow-Up

Not enough data

Not enough data

Customer Interaction Automation

Not enough data

Not enough data

Lead Generation

Not enough data

Not enough data

Document Processing

Not enough data

Not enough data

Feedback Collection

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Simulation and Scenario Generation

Not enough data

Not enough data

Platform

Conversation Editor

Not enough data

Not enough data

Integration

Not enough data

Not enough data

Human-In-The-Loop

Not enough data

Not enough data

Drag & Drop Editor

Not enough data

Not enough data

Human-in-the-loop (HITL)

Not enough data

Not enough data

Autonomy - AI Agents

Independent Decision Making

Not enough data

Not enough data

Adaptive Responses

Not enough data

Not enough data

Task Execution

Not enough data

Not enough data

Problem Solving

Not enough data

Not enough data

Generative AI

AI Text Generation

Not enough data

Not enough data

AI Text Summarization

Not enough data

Not enough data

Additional Functionality

Agent Collaboration

Not enough data

Not enough data

Data Governance

Not enough data

Not enough data

Prompt Engineering

Not enough data

Not enough data

Feedback Management

Not enough data

Not enough data

For No-Code Development

Not enough data

Not enough data

Version Control

Not enough data

Not enough data

Role-Based Permissions

Not enough data

Not enough data

Dynamic Modeling

Not enough data

Not enough data

API

Not enough data

Not enough data

Memory Management

Not enough data

Not enough data

Monitoring

Not enough data

Not enough data

Scalability

Not enough data

Not enough data

Cost Management

Not enough data

Not enough data

Scheduling

Not enough data

Not enough data

Natural Language Interface

Not enough data

Not enough data

Access Controls/Permissions

Not enough data

Not enough data

Multiple LLM Models

Not enough data

Not enough data

Integration Management

Not enough data

Not enough data

Customizable Frameworks

Not enough data

Not enough data

Pre-built Templates

Not enough data

Not enough data

Analytics

Not enough data

Not enough data

Intent Recognition

Not enough data

Not enough data

Contextual Guidance

Not enough data

Not enough data

Rules-Based Workflow

Not enough data

Not enough data

Attended Automation

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

For Sales/Marketing

Not enough data

Not enough data

Generative AI

Not enough data

Not enough data

Business Process Automation

Not enough data

Not enough data

AI Copilot

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Multi-Channel Communication

Not enough data

Not enough data

Sentiment Analysis

Not enough data

Not enough data

Deep Learning

Not enough data

Not enough data

Code-free Development

Not enough data

Not enough data

Compliance Management

Not enough data

Not enough data

Automated Responses

Not enough data

Not enough data

Knowledge Management

Not enough data

Not enough data

Transfers/Routing

Not enough data

Not enough data

Personalization

Not enough data

Not enough data

Activity Dashboard

Not enough data

Not enough data

Customer Experience Management

Not enough data

Not enough data

Virtual Personal Assistant (VPA)

Not enough data

Not enough data

Chatbot

Not enough data

Not enough data

Speech Recognition

Not enough data

Not enough data

Reporting/Analytics

Not enough data

Not enough data

Task Management

Not enough data

Not enough data

Customer Engagement

Not enough data

Not enough data

AI/Machine Learning

Not enough data

Not enough data

Configurable Workflow

Not enough data

Not enough data

Unattended Automation

Not enough data

Not enough data

Conversation Intelligence

Not enough data

Not enough data

Workflow Automation

Not enough data

Not enough data

Proactive Error Detection

Not enough data

Not enough data

AI Agent Builders[Hide 43 FeaturesShow 43 Features](javascript:void(0);)

Not enough data

Not enough data

Customization - AI Agent Builders

Natural Language Configuration

Not enough data

Not enough data

Tone Customization

Not enough data

Not enough data

Security Guardrails

Not enough data

Not enough data

API Security

Not enough data

Not enough data

Data Security

Not enough data

Not enough data

Authentication

Not enough data

Not enough data

Functionality - AI Agent Builders

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

Multimedia Support

Not enough data

Not enough data

Multi-Modal Input Support

Not enough data

Not enough data

Data and Analytics - AI Agent Builders

Analytics & Reporting

Not enough data

Not enough data

Contextual Awareness

Not enough data

Not enough data

Data Privacy Compliance

Not enough data

Not enough data

Integration - AI Agent Builders

Workflow Automation

Not enough data

Not enough data

API Usage

Not enough data

Not enough data

Platform Interoperability

Not enough data

Not enough data

CRM Data Integration

Not enough data

Not enough data

Third-Party Integrations

Not enough data

Not enough data

Additional Functionality

Version Control

Not enough data

Not enough data

Scalability

Not enough data

Not enough data

Personalization

Not enough data

Not enough data

Data Extraction

Not enough data

Not enough data

Webhooks

Not enough data

Not enough data

API

Not enough data

Not enough data

Natural Language Processing

Not enough data

Not enough data

Fallback Handling

Not enough data

Not enough data

Drag & Drop

Not enough data

Not enough data

Multiple LLM Models

Not enough data

Not enough data

Built-in AI Assistant

Not enough data

Not enough data

Automated Testing

Not enough data

Not enough data

Data Governance

Not enough data

Not enough data

Collaboration Tools

Not enough data

Not enough data

Pre-built Templates

Not enough data

Not enough data

Agent Design Tools

Not enough data

Not enough data

Deep Learning

Not enough data

Not enough data

Model Training

Not enough data

Not enough data

Analytics

Not enough data

Not enough data

Single Sign On

Not enough data

Not enough data

Debugging

Not enough data

Not enough data

Deployment Management

Not enough data

Not enough data

Proactive Error Detection

Not enough data

Not enough data

Low-Code Machine Learning Platforms[Hide 6 FeaturesShow 6 Features](javascript:void(0);)

Not enough data

Not enough data

Data Ingestion & Preparation - Low-Code Machine Learning Platforms

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

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[Hide 10 FeaturesShow 10 Features](javascript:void(0);)

Not enough data

Not enough data

Data Connectivity and Prep - Agentic Analytics

Data Source Connectivity

Not enough data

Not enough data

Automated Data Preparation

Not enough data

Not enough data

Autonomous Insight Generation - Agentic Analytics

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

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

Agent Configuration & Goals

Not enough data

Not enough data

Continuous Learning & Feedback

Not enough data

Not enough data

AI Agents[Hide 7 FeaturesShow 7 Features](javascript:void(0);)

Not enough data

Not enough data

Agentic AI - AI Agents

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

User Insights

Reviewers' Company Size

[![KNIME](https://images.g2crowd.com/uploads/product/hd_favicon/8a540cdf83a0e7e7937efe634c6ab64f/knime-analytics-platform.svg "KNIME")](https://www.g2.com/products/knime-analytics-platform/reviews)

KNIME

Small-Business(50 or fewer emp.)

30.2%

Mid-Market(51-1000 emp.)

31.0%

Enterprise(\> 1000 emp.)

38.8%

[![Orange](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_6ce4c776ae2b7d0be2687e55338dbcc8/orange.png "Orange")](https://www.g2.com/products/orange/reviews)

Orange

Small-Business(50 or fewer emp.)

62.1%

Mid-Market(51-1000 emp.)

24.1%

Enterprise(\> 1000 emp.)

13.8%

Small-Business

(50 or fewer emp.)

30.2%

62.1%

Mid-Market

(51-1000 emp.)

31.0%

24.1%

Enterprise

(\> 1000 emp.)

38.8%

13.8%

Reviewers' Industry

[![KNIME](https://images.g2crowd.com/uploads/product/hd_favicon/8a540cdf83a0e7e7937efe634c6ab64f/knime-analytics-platform.svg "KNIME")](https://www.g2.com/products/knime-analytics-platform/reviews)
KNIME

Information Technology and Services

23.6%

Higher Education

7.5%

Consulting

4.7%

Financial Services

4.7%

Research

4.7%

Other

54.7%

[![Orange](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_6ce4c776ae2b7d0be2687e55338dbcc8/orange.png "Orange")](https://www.g2.com/products/orange/reviews)
Orange

Computer Software

13.8%

Education Management

13.8%

Consumer Electronics

10.3%

Research

6.9%

Information Technology and Services

6.9%

Other

48.3%

FAQs

## KNIME vs Orange FAQs

Generated using AI

Last updated: August 14, 2026

### What is the difference between KNIME vs Orange?

KNIME stands out for its higher G2 rating, stronger support, and enterprise focus, while Orange is favored for ease of setup and administration, with a small-business orientation.

| | [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) | [Orange](https://www.g2.com/products/orange/reviews) |
| --- | --- | --- |
| G2 Rating (reviews) | 4.5/5 (111 reviews) | 4.2/5 (33 reviews) |
| Largest Segment | Enterprise | Small-Business |
| Ease of Setup score | 8.4 | 9.2 |
| Quality of Support score | 8.4 | 7.1 |
| Top Reviewer-Cited Strength | Ease of Use (7 all-time mentions) | Ease of Use |

### How do the pricing models of KNIME and Orange compare?

KNIME is considered the stronger value by reviewers, with higher satisfaction on price and cost-related dimensions.

- **KNIME:** Reviewers consistently highlight KNIME's free and open-source model as a major value driver, especially for organizations transitioning from paid analytics tools.
- **Orange:** Reviewers appreciate Orange's open-source accessibility and ease of use, but note limited advanced analytics capabilities as a trade-off for its value.
- **Switching Reason:** Recent KNIME reviewers mention switching from paid tools like Alteryx to KNIME to avoid large fees and subscriptions, citing cost savings as a primary motivator.

### What are the best alternatives to KNIME and Orange?

The top 3 alternatives to KNIME and Orange are Alteryx, Dataiku, and SPSS Statistics.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) | 4.5/5 (111 reviews) | Enterprise | Free and open source, strong value | Ease of Use (7 all-time mentions) |
| [Orange](https://www.g2.com/products/orange/reviews) | 4.2/5 (33 reviews) | Small-Business | Open source, easy to use | Ease of Use |
| [Alteryx](https://www.g2.com/products/alteryx/reviews) | 4.6/5 (894 reviews) | Enterprise | — | Advanced analytics and automation |
| [Dataiku](https://www.g2.com/products/dataiku/reviews) | 4.4/5 (224 reviews) | Enterprise | — | Collaboration and scalability |
| [SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) | 4.2/5 (928 reviews) | Enterprise | — | Statistical analysis capabilities |

### Which Analytics Platforms features should I prioritize when comparing KNIME and Orange?

Buyers should prioritize ease of setup, quality of support, integrations, analysis capabilities, and automation when comparing KNIME and Orange.

- **Ease of Setup:** KNIME 8.4, Orange 9.2
- **Quality of Support:** KNIME 8.4, Orange 7.1
- **Integrations:** KNIME (Easy Integrations, 3 all-time mentions); Orange (no integration mentions)
- **Analysis:** KNIME (Data Analysis, 2 all-time mentions); Orange (recent reviews highlight analysis and visualization)
- **Automation:** KNIME (Automation, 2 all-time mentions); Orange (automation not cited)

### What are the pros and cons of KNIME vs Orange?

KNIME's headline strength is its ease of use and integration flexibility, while Orange is praised for its accessibility and user-friendly interface.

- **KNIME strengths:** Ease of Use (7 all-time mentions), Coding Ease (4), Data Visualization (3), Easy Integrations (3), Machine Learning (3), Automation (2), AI Capabilities (2)
- **KNIME trade-offs:** Learning Difficulty (3 all-time mentions), Memory Usage (3), Storage Limitations (3), Data Management Issues (2), Insufficient Learning Resources (2)
- **Orange strengths:** Ease of Use, Learning, Machine Learning (each cited in recent reviews)
- **Orange trade-offs:** Reviewers note limited advanced analytics capabilities, scalability, and documentation, as well as a learning curve for advanced features.

### Is KNIME or Orange better for small businesses?

Orange is the better fit for small businesses, as it is most frequently reviewed by small-business users and praised for its accessibility.

- **KNIME:** Largest segment is Enterprise; reviewers highlight its flexibility and power for larger organizations.
- **Orange:** Largest segment is Small-Business; reviewers consistently cite ease of use and suitability for quick, accessible analytics in smaller organizations.

### Which Analytics Platforms platform has better integrations?

KNIME is favored for integrations, with reviewers citing multiple third-party connections.

- **KNIME:** Integrates with Box (4 all-time mentions) and Tableau (1 all-time mention), with reviewers highlighting easy integrations in recent feedback.
- **Orange:** No reviewer-cited integrations in recent reviews.

### How do KNIME and Orange compare on customer support?

KNIME outperforms Orange on Quality of Support by a margin of 1.3 points (8.4 vs 7.1), a material difference.

- **KNIME:** Reviewers frequently mention strong community and company support, with a Quality of Support score of 8.4.
- **Orange:** Reviewers note limited documentation and support, with a Quality of Support score of 7.1.

### Which is easier to implement, KNIME or Orange?

Orange is rated higher for Ease of Setup, with a 0.8-point advantage over KNIME (9.2 vs 8.4).

- **KNIME:** Reviewers describe setup as straightforward but note a learning curve for advanced features and workflow complexity.
- **Orange:** Reviewers consistently highlight easy installation and quick onboarding, especially for beginners and small teams.

### Which product has better Analysis?

KNIME is stronger on Analysis, with more reviewer-cited strengths and higher mention counts for analysis-related features.

- **KNIME:** Data Analysis (2 all-time mentions), Data Visualization (3), Machine Learning (3), Ease of Use (7), Meets Requirements score 8.7
- **Orange:** Analysis and visualization are praised in recent reviews, with a Meets Requirements score of 8.3

Alternatives

**KNIME Alternatives**

 ![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx")

[
Alteryx
](/products/alteryx/reviews)

 ![Dataiku](https://images.g2crowd.com/uploads/product/hd_favicon/3fe6cc82516a2babaa3dfd8f9dfcc4b3/dataiku.svg "Dataiku")

[
Dataiku
](/products/dataiku/reviews)

 ![Tableau](https://images.g2crowd.com/uploads/product/hd_favicon/335fbdd506ce66a7f19326fbc586410a/tableau-software-tableau.svg "Tableau")

[
Tableau
](/products/tableau/reviews)

 ![Rapidminer AI Studio](https://images.g2crowd.com/uploads/product/hd_favicon/501888c80a82c58e3c4f752bbd3902f5/rapidminer-studio.svg "Rapidminer AI Studio")

[
Rapidminer AI Studio
](/products/rapidminer-studio/reviews)

**Orange Alternatives**

 ![IBM SPSS Statistics](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_24bb2b0b5af8e7d875ea09d767bcb097/ibm-spss-statistics.jpg "IBM SPSS Statistics")

[
SPSS Statistics
](/products/ibm-spss-statistics/reviews)

 ![Posit Team](https://images.g2crowd.com/uploads/product/hd_favicon/ca6ffefb15801ddbeaf9a3c6c95e53c8/posit-team.svg "Posit Team")

[
Posit
](/products/posit-team/reviews)

 ![JMP](https://images.g2crowd.com/uploads/product/hd_favicon/39153f7dafa10e6c41212f3c9ddcf2f7/jmp.svg "JMP")

[
JMP
](/products/jmp/reviews)

 ![SAS Viya](https://images.g2crowd.com/uploads/product/hd_favicon/bd7a361df879327ee92c1d048aada28e/sas-sas-viya.svg "SAS Viya")

[
SAS Viya
](/products/sas-sas-viya/reviews)