# Dataiku vs KNIME Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Dataiku excels in its no-code capabilities, making it accessible for both technical and non-technical users. Users appreciate the ease of collaboration, with features like workbook sharing that streamline teamwork and project management.
- **Users say** that KNIME's drag-and-drop interface is a standout feature, allowing users without coding experience to engage with analytics effectively. This approach is praised for its clarity and visual traceability, which helps users follow processes easily.
- **According to verified reviews** , Dataiku's implementation process is noted for being quick and intuitive, with users highlighting the seamless onboarding experience. This is particularly beneficial for teams looking to get up and running without extensive training.
- **Reviewers mention** that while KNIME offers strong scalability and prototyping capabilities, some users find that it can be less user-friendly when it comes to more complex analytics tasks. This can lead to a steeper learning curve for those looking to leverage advanced features.
- **G2 reviewers highlight** that Dataiku's data ingestion and wrangling capabilities are robust, with users noting the fast connection and migration of data sources. This efficiency is crucial for teams that need to handle large datasets quickly.
- **Users appreciate** that both platforms provide solid support, but Dataiku edges out slightly with higher ratings in quality of support. Reviewers have expressed satisfaction with the responsiveness and helpfulness of Dataiku's support team, which can be a deciding factor for businesses needing reliable assistance.



---
## Frequently Asked Questions

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

KNIME is rated slightly higher than Dataiku by G2 reviewers, with both products serving primarily enterprise customers and offering strong ease of setup and support, but Dataiku is most frequently praised for its features while KNIME is highlighted for ease of use.

| [Dataiku](https://www.g2.com/products/dataiku/reviews) | [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) |
| --- | --- |
| 4.4/5 (224 reviews) | 4.5/5 (111 reviews) |
| Enterprise | Enterprise |
| 8.1 | 8.4 |
| 8.5 | 8.4 |
| Features (80 all-time mentions) | Ease of Use (7 all-time mentions) |



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

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

- **Dataiku:** Reviewers note that Dataiku's pricing is competitive for enterprise use but can be expensive and less accessible for small organizations or startups.
- **KNIME:** KNIME is frequently praised for being free to use, open source, and providing excellent value, especially for organizations with budget constraints.
- **Switching Reason:** Reviewers switching from Alteryx and other paid tools highlight KNIME's no-cost model and open-source flexibility as key reasons for adoption.



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

The top 3 alternatives to Dataiku and KNIME are Alteryx, Gemini Enterprise Agent Platform, and Altair AI Studio.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Dataiku](https://www.g2.com/products/dataiku/reviews) | 4.4/5 (224 reviews) | Enterprise | Competitive for enterprise, expensive for small orgs | Features (80 all-time mentions) |
| [KNIME](https://www.g2.com/products/knime-analytics-platform/reviews) | 4.5/5 (111 reviews) | Enterprise | Free, open source, excellent value | Ease of Use (7 all-time mentions) |
| [Alteryx](https://www.g2.com/products/alteryx/reviews) | 4.6/5 (894 reviews) | Enterprise | — | Automation and workflow efficiency |
| [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) | 4.3/5 (744 reviews) | Small-Business | — | Agentic AI capabilities |
| [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) | 4.6/5 (533 reviews) | Small-Business | — | Rapid prototyping and model deployment |



### Which Generative AI Infrastructure features should I prioritize when comparing Dataiku and KNIME?

Buyers should prioritize ease of use, integration capabilities, automation, analytics, and AI/machine learning features when comparing Dataiku and KNIME.

- **Ease of Use:** Dataiku (8.7), KNIME (8.5); Dataiku has 79 all-time mentions, KNIME 7 all-time mentions.
- **Integrations:** Dataiku (43 all-time mentions), KNIME (3 all-time mentions).
- **Automation:** Dataiku (31 all-time mentions), KNIME (2 all-time mentions).
- **Analytics:** Dataiku (34 all-time mentions), KNIME (2 all-time mentions).
- **AI/Machine Learning:** Dataiku (37 all-time mentions), KNIME (3 all-time mentions).



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

Dataiku's headline strength is its comprehensive feature set, while KNIME's is its ease of use and open-source value.

- **Dataiku strengths:** Features (80 all-time mentions), ease of use (79), integrations (43), productivity improvement (41), collaboration (40), analytics (34), automation (31), AI capabilities (37), machine learning (37).
- **Dataiku trade-offs:** Learning curve (43 all-time mentions), complexity for large projects, higher cost for small organizations, performance slowdowns with large datasets.
- **KNIME strengths:** Ease of use (7 all-time mentions), open source and free, coding ease (4), data visualization (3), automation (2), flexibility, strong community support.
- **KNIME trade-offs:** Learning difficulty (3 all-time mentions), memory usage (3), storage limitations (3), complex workflows can become hard to manage, dated UI, performance slowdowns with large datasets.



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

KNIME is the better fit for small businesses due to its open-source, free model and positive small-business reviewer sentiment.

- **Dataiku:** Largest segment is Enterprise; reviewers note Dataiku is expensive and enterprise-focused, making it less accessible for small organizations.
- **KNIME:** Largest segment is Enterprise, but reviewers consistently highlight KNIME's accessibility, free desktop version, and suitability for organizations with limited budgets, including non-profits and small businesses.



### Which Generative AI Infrastructure platform has better integrations?

Dataiku is favored for integrations, with more reviewer-cited integration mentions than KNIME.

- **Dataiku:** Python (29 all-time mentions), Snowflake (5), Databricks (4).
- **KNIME:** Box (4), Tableau (1); reviewers mention integration with Python, Excel, and databases in recent reviews.



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

Dataiku and KNIME are rated in near-parity on Quality of Support, with Dataiku at 8.5 and KNIME at 8.4, so reviewers see little difference in support quality.

- **Dataiku:** Reviewers describe support as fast, helpful, and attentive, with several citing positive experiences with consulting and onboarding.
- **KNIME:** Reviewers highlight strong community support, helpful documentation, and responsive company support, especially for onboarding and troubleshooting.



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

KNIME scores slightly higher on Ease of Setup (8.4 vs 8.1), but both products are praised for straightforward implementation experiences.

- **Dataiku:** Reviewers frequently mention easy setup, quick onboarding, and straightforward integration with cloud and authentication systems.
- **KNIME:** Reviewers consistently cite easy and fast installation, low barriers to entry, and hassle-free initial setup, especially for the desktop version.



### Which product has better Analysis?

Dataiku is more frequently cited for Analysis, with 34 all-time mentions compared to KNIME's 2.

- **Dataiku:** Analytics (34 all-time mentions), high Meets Requirements score (8.7), and strong reviewer sentiment for data analysis and visualization.
- **KNIME:** Data analysis (2 all-time mentions), high Meets Requirements score (8.7), and positive feedback for visual and explainable workflows.



| | Dataiku | KNIME | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.5 out of 5 | 
| **Total Reviews** | 229 | 118 | 
| **Largest Market Segment** | Enterprise (61.2% of reviews) | Enterprise (38.5% of reviews) | 
| **Entry Level Price** | No pricing available | Free | 

---
## Top Pros & Cons

### Dataiku

Pros:
- Ease of Use (82 reviews)
- Features (82 reviews)

Cons:
- Learning Curve (45 reviews)
- Steep Learning Curve (26 reviews)

### KNIME

Pros:
- Ease of Use (8 reviews)
- Coding Ease (4 reviews)

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

---
## Ratings Comparison
| Rating | Dataiku | KNIME | 
|---|---|---|
  | **Meets Requirements** | 8.7 (197 reviews) | 8.7 (101 reviews) | 
  | **Ease of Use** | 8.7 (197 reviews) | 8.5 (101 reviews) | 
  | **Ease of Setup** | 8.1 (158 reviews) | 8.5 (57 reviews) | 
  | **Ease of Admin** | 8.0 (64 reviews) | 8.2 (28 reviews) | 
  | **Quality of Support** | 8.6 (180 reviews) | 8.4 (89 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (63 reviews) | 8.5 (25 reviews) | 
  | **Product Direction (% positive)** | 8.9 (188 reviews) | 8.6 (98 reviews) | 

---
## Pricing

### Dataiku

#### Entry-Level Pricing

No pricing available

#### 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

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.1/10 | 102 |
| **KNIME** | 8.7/10 | 44 |

#### Reports

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Reports Interface** | 7.8 (77 reviews) | 8.2 (19 reviews) | 
| **Steps to Answer** | 7.8 (77 reviews) | 8.3 (27 reviews) | 
| **Graphs and Charts** | 7.6 (77 reviews) | 8.3 (22 reviews) | 
| **Score Cards** | 7.5 (75 reviews) | 8.2 (16 reviews) | 
| **Dashboards** | 7.6 (77 reviews) | 8.3 (18 reviews) | 
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Connectors** | 8.7 (66 reviews) | 9.3 (7 reviews) | 
| **Data Governance** | 8.2 (64 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Data Querying** | 8.6 (63 reviews) | Not enough data | 
| **Data Filtering** | 8.6 (63 reviews) | Not enough data | 
| **Data Blending** | 8.7 (63 reviews) | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Dataiku | KNIME | 
|---|---|---|
| **AI Text Generation** | 8.0 (52 reviews) | Not enough data | 
| **AI Text Summarization** | 8.0 (51 reviews) | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Calculated Fields** | 8.2 (77 reviews) | 8.9 (18 reviews) | 
| **Data Column Filtering** | 8.6 (76 reviews) | 9.2 (18 reviews) | 
| **Data Discovery** | 8.4 (76 reviews) | 8.8 (21 reviews) | 
| **Search** | 8.0 (75 reviews) | 8.2 (16 reviews) | 
| **Collaboration / Workflow** | 8.7 (75 reviews) | 7.9 (21 reviews) | 
| **Automodeling** | 8.1 (75 reviews) | 8.7 (17 reviews) | 
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Predictive Analytics** | 8.4 (75 reviews) | 9.4 (21 reviews) | 
| **Data Visualization** | 7.8 (77 reviews) | 8.3 (21 reviews) | 
| **Big Data Services** | 8.1 (75 reviews) | 8.0 (24 reviews) | 
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | 7.1 (8 reviews) | 
| **Concurrent User Support** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 
| **Notebook and Script Integration** | Not enough data | 8.7 (5 reviews) | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Data Transformation** | 8.5 (94 reviews) | 8.8 (8 reviews) | 
| **Data Modeling** | 8.6 (91 reviews) | 8.7 (5 reviews) | 
| **WYSIWYG Report Design** | 7.8 (86 reviews) | 6.3 (5 reviews) | 
| **Integration APIs** | 8.1 (90 reviews) | 7.3 (5 reviews) | 
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Drag & Drop** | Not enough data | 10.0 (5 reviews) | 
| **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 | 
| **Workflow Management** | Not enough data | 9.0 (7 reviews) | 
| **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 | 

### Artificial Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Additional Functionality

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | 

### Generative AI

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Additional Functionality

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Code Generation** | Not enough data | Not enough data | 
| **Text to Image** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Virtual Characters and Avatars** | Not enough data | Not enough data | 
| **Content Generation** | Not enough data | Not enough data | 
| **Personalization and Recommendation** | Not enough data | Not enough data | 
| **Conditional Generation** | Not enough data | Not enough data | 
| **Transformer Model** | Not enough data | Not enough data | 
| **Automated Image & Video Editing** | Not enough data | Not enough data | 
| **Interactive and Co-Creative Systems** | Not enough data | Not enough data | 
| **Text Summarization** | Not enough data | Not enough data | 
| **Data Augmentation** | Not enough data | Not enough data | 
| **Variation Autoencoder Models** | Not enough data | Not enough data | 
| **Adversarial Training** | Not enough data | Not enough data | 
| **Transfer Learning and Fine-tuning** | Not enough data | Not enough data | 
| **Simulation and Scenario Generation** | Not enough data | Not enough data | 
| **Creative Design** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Prompt Engineering** | Not enough data | Not enough data | 
| **Foundation Model** | Not enough data | Not enough data | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Data Source Access

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | 

### Statistical Analysis

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | 8.5/10 | 31 |

#### Administration

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Quality Control** | Not enough data | 8.4 (25 reviews) | 
| **Data Sampling** | Not enough data | 8.8 (28 reviews) | 
| **Collaboration** | Not enough data | 8.6 (26 reviews) | 
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.6 (27 reviews) | 
| **Survival Analysis** | Not enough data | 8.5 (24 reviews) | 
| **Risk Data Attributes** | Not enough data | 8.6 (24 reviews) | 
| **Cost Analysis** | Not enough data | 8.0 (22 reviews) | 
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **ANOVA Support** | Not enough data | 8.3 (22 reviews) | 
| **Regression** | Not enough data | 8.7 (26 reviews) | 
| **Time Series Analysis** | Not enough data | 8.6 (26 reviews) | 

#### Generative AI

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Management

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Functionality

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.5/10 | 18 |
| **KNIME** | N/A | N/A |

#### Deployment

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Language Flexibility** | 8.2 (16 reviews) | Not enough data | 
| **Framework Flexibility** | 8.8 (16 reviews) | Not enough data | 
| **Versioning** | 8.6 (16 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (17 reviews) | Not enough data | 
| **Scalability** | 9.1 (16 reviews) | Not enough data | 

#### Deployment

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Language Flexibility** | 7.9 (13 reviews) | Not enough data | 
| **Framework Flexibility** | 8.6 (14 reviews) | Not enough data | 
| **Versioning** | 8.6 (14 reviews) | Not enough data | 
| **Ease of Deployment** | 9.0 (15 reviews) | Not enough data | 
| **Scalability** | 8.9 (14 reviews) | Not enough data | 

#### Management

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Cataloging** | 7.9 (15 reviews) | Not enough data | 
| **Monitoring** | 8.8 (16 reviews) | Not enough data | 
| **Governing** | 8.6 (16 reviews) | Not enough data | 
| **Model Registry** | 8.1 (15 reviews) | Not enough data | 

#### Operations

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Metrics** | 8.7 (15 reviews) | Not enough data | 
| **Infrastructure management** | 8.5 (14 reviews) | Not enough data | 
| **Collaboration** | 9.0 (15 reviews) | Not enough data | 

#### Management

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Cataloging** | 7.7 (13 reviews) | Not enough data | 
| **Monitoring** | 8.6 (14 reviews) | Not enough data | 
| **Governing** | 8.1 (14 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | KNIME | 
|---|---|---|
| **AI Text Generation** | 8.6 (7 reviews) | Not enough data | 
| **AI Text Summarization** | 8.6 (7 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.2/10 | 94 |
| **KNIME** | 8.1/10 | 30 |

#### System

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.7 (78 reviews) | 9.1 (20 reviews) | 
| **Real-Time Data** | Not enough data | Not enough data | 

#### Model Development

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Language Support** | 8.4 (79 reviews) | 8.5 (17 reviews) | 
| **Drag and Drop** | 8.9 (82 reviews) | 9.3 (21 reviews) | 
| **Pre-Built Algorithms** | 8.6 (83 reviews) | 8.4 (17 reviews) | 
| **Model Training** | 8.6 (82 reviews) | 8.3 (15 reviews) | 
| **Database Support** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 

#### Model Development

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Feature Engineering** | 8.5 (79 reviews) | 8.4 (18 reviews) | 

#### Machine/Deep Learning Services

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Computer Vision** | 8.0 (75 reviews) | 7.7 (11 reviews) | 
| **Natural Language Processing** | 8.1 (76 reviews) | 8.5 (14 reviews) | 
| **Natural Language Generation** | 7.9 (74 reviews) | 8.1 (12 reviews) | 
| **Artificial Neural Networks** | 8.0 (74 reviews) | 7.6 (12 reviews) | 

#### Machine/Deep Learning Services

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Natural Language Understanding** | 7.8 (69 reviews) | 8.1 (15 reviews) | 
| **Deep Learning** | 8.0 (71 reviews) | 8.0 (14 reviews) | 

#### Deployment

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Managed Service** | 8.1 (75 reviews) | 8.3 (15 reviews) | 
| **Application** | 8.3 (78 reviews) | 8.8 (16 reviews) | 
| **Scalability** | 8.4 (77 reviews) | 8.5 (19 reviews) | 

#### Additional Functionality

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **AI Text Generation** | 8.1 (61 reviews) | 7.7 (5 reviews) | 
| **AI Text Summarization** | 8.1 (61 reviews) | 7.7 (5 reviews) | 
| **AI Text-to-Image** | 7.8 (60 reviews) | 6.7 (5 reviews) | 
| **Generative AI** | Not enough data | Not enough data | 

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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 8.3 (6 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | 6.7 (5 reviews) | 
| **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 | 

### AI Agents For Business Operations

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Responses

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 7.5/10 | 38 |
| **KNIME** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Dataiku | KNIME | 
|---|---|---|
| **AI High Availability** | 8.0 (18 reviews) | Not enough data | 
| **AI Model Training Scalability** | 7.5 (22 reviews) | Not enough data | 
| **AI Inference Speed** | 7.2 (19 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Dataiku | KNIME | 
|---|---|---|
| **AI Cost per API Call** | 6.9 (18 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 7.4 (12 reviews) | Not enough data | 
| **AI Energy Efficiency** | 8.1 (9 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Dataiku | KNIME | 
|---|---|---|
| **AI Multi-cloud Support** | 7.5 (17 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 8.5 (27 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 7.5 (19 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Dataiku | KNIME | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 7.5 (17 reviews) | Not enough data | 
| **AI Role-based Access Control** | 7.4 (16 reviews) | Not enough data | 
| **AI Data Encryption** | 7.7 (16 reviews) | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Dataiku | KNIME | 
|---|---|---|
| **AI Documentation Quality** | 6.9 (25 reviews) | Not enough data | 
| **AI Community Activity** | 7.1 (16 reviews) | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.2/10 | 30 |
| **KNIME** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Integration** | 8.7 (27 reviews) | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Training Data** | 8.3 (28 reviews) | Not enough data | 
| **Actionable Insights** | 7.9 (29 reviews) | Not enough data | 
| **Algorithm** | 8.0 (29 reviews) | Not enough data | 

#### Additional Functionality

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Predictive Modeling** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Endpoint Management** | Not enough data | Not enough data | 
| **Multiple Data Sources** | 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 | 
| **Collaboration Tools** | 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 Dashboard** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 7.8/10 | 13 |
| **KNIME** | N/A | N/A |

#### Prompt Engineering - Large Language Model Operationalization (LLMOps) 

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Prompt Optimization Tools** | 8.5 (12 reviews) | Not enough data | 
| **Template Library** | 8.1 (12 reviews) | Not enough data | 

#### Inference Optimization - Large Language Model Operationalization (LLMOps)

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Batch Processing Support** | 7.4 (12 reviews) | Not enough data | 

#### Model Garden - Large Language Model Operationalization (LLMOps)

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Model Comparison Dashboard** | 7.9 (12 reviews) | Not enough data | 

#### Custom Training - Large Language Model Operationalization (LLMOps)

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Fine-Tuning Interface** | 7.8 (12 reviews) | Not enough data | 

#### Application Development - Large Language Model Operationalization (LLMOps) 

| Feature | Dataiku | KNIME | 
|---|---|---|
| **SDK & API Integrations** | 8.1 (12 reviews) | Not enough data | 

#### Model Deployment - Large Language Model Operationalization (LLMOps) 

| Feature | Dataiku | KNIME | 
|---|---|---|
| **One-Click Deployment** | 8.6 (12 reviews) | Not enough data | 
| **Scalability Management** | 7.9 (12 reviews) | Not enough data | 

#### Guardrails - Large Language Model Operationalization (LLMOps)

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Content Moderation Rules** | 7.1 (12 reviews) | Not enough data | 
| **Policy Compliance Checker** | 6.9 (12 reviews) | Not enough data | 

#### Model Monitoring - Large Language Model Operationalization (LLMOps)

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Drift Detection Alerts** | 7.5 (12 reviews) | Not enough data | 
| **Real-Time Performance Metrics** | 7.8 (13 reviews) | Not enough data | 

#### Security - Large Language Model Operationalization (LLMOps)

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Data Encryption Tools** | 7.8 (12 reviews) | Not enough data | 
| **Access Control Management** | 7.6 (12 reviews) | Not enough data | 

#### Gateways & Routers - Large Language Model Operationalization (LLMOps)

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Request Routing Optimization** | 7.4 (12 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | 

### AI Orchestration

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Workflow Design & Integration - AI Orchestration

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Dependency Management** | Not enough data | Not enough data | 
| **Workflow Coordination** | Not enough data | Not enough data | 
| **Multi-Provider API Connectivity** | Not enough data | Not enough data | 
| **Multi-Step Workflow Creation** | Not enough data | Not enough data | 
| **Enterprise System Integration** | Not enough data | Not enough data | 
| **Real-Time Data Pipelines** | Not enough data | Not enough data | 

#### Performance Optimization & Analytics - AI Orchestration

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Workflow Performance Dashboards** | Not enough data | Not enough data | 
| **Workflow Reporting** | Not enough data | Not enough data | 
| **Resource Utilization Monitoring** | Not enough data | Not enough data | 
| **Computational Resource Management** | Not enough data | Not enough data | 
| **Dynamic Scaling** | Not enough data | Not enough data | 
| **Component Monitoring** | Not enough data | Not enough data | 

#### Governance & Compliance Controls - AI Orchestration

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Regulatory Compliance** | Not enough data | Not enough data | 
| **Governance Policy Enforcement** | Not enough data | Not enough data | 
| **Role-Based Access Control** | Not enough data | Not enough data | 
| **Audit Trail Management** | Not enough data | Not enough data | 
| **Security Protocols** | Not enough data | Not enough data | 

### Low-Code Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | N/A | N/A |

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

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | Dataiku | KNIME | 
|---|---|---|
| **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 |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | Dataiku | KNIME | 
|---|---|---|
| **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 | Dataiku | KNIME | 
|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | 
| **Continuous Learning & Feedback** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.3/10 | 40 |
| **KNIME** | 8.1/10 | 47 |

#### Statistical Tool

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Scripting** | 8.2 (36 reviews) | 8.0 (38 reviews) | 
| **Data Mining** | 8.6 (36 reviews) | 8.3 (43 reviews) | 
| **Algorithms** | 8.1 (36 reviews) | 8.2 (41 reviews) | 

#### Data Analysis

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Analysis** | 8.5 (38 reviews) | 8.5 (36 reviews) | 
| **Data Interaction** | 8.8 (38 reviews) | 8.4 (45 reviews) | 
| **Time Series Analysis** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 

#### Decision Making

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Modeling** | 8.7 (36 reviews) | 8.4 (33 reviews) | 
| **Data Visualizations** | 7.9 (37 reviews) | 8.1 (42 reviews) | 
| **Report Generation** | 7.8 (36 reviews) | 8.0 (40 reviews) | 
| **Data Unification** | 8.6 (37 reviews) | 8.4 (41 reviews) | 
| **Customizable Reports** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Dataiku | KNIME | 
|---|---|---|
| **AI Text Generation** | 8.7 (21 reviews) | 7.6 (7 reviews) | 
| **AI Text Summarization** | 8.3 (21 reviews) | 7.6 (7 reviews) | 
| **Generative AI** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.7/10 | 48 |
| **KNIME** | N/A | N/A |

#### Data Transformation

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Real-Time Analytics** | 8.6 (45 reviews) | Not enough data | 
| **Data Querying** | 9.2 (40 reviews) | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Connectivity

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Hadoop Integration** | 8.2 (39 reviews) | Not enough data | 
| **Spark Integration** | 8.3 (41 reviews) | Not enough data | 
| **Multi-Source Analysis** | 8.8 (42 reviews) | Not enough data | 
| **Data Lake** | 8.9 (45 reviews) | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **What-if Analysis** | Not enough data | Not enough data | 
| **Statistical Analysis** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Operations

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Data Visualization** | 8.1 (43 reviews) | Not enough data | 
| **Data Workflow** | 9.1 (42 reviews) | Not enough data | 
| **Governed Discovery** | 8.7 (41 reviews) | Not enough data | 
| **Embedded Analytics** | 8.7 (41 reviews) | Not enough data | 
| **Notebooks** | 8.9 (36 reviews) | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Data Warehousing** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Templates** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Cleansing** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **No-Code** | Not enough data | Not enough data | 
| **High Volume Processing** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **KNIME** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.7/10 | 96 |
| **KNIME** | N/A | N/A |

#### Building Reports

| Feature | Dataiku | KNIME | 
|---|---|---|
| **Data Transformation** | 8.5 (94 reviews) | 8.8 (8 reviews) | 
| **Data Modeling** | 8.6 (91 reviews) | 8.7 (5 reviews) | 
| **WYSIWYG Report Design** | 7.8 (86 reviews) | 6.3 (5 reviews) | 
| **Integration APIs** | 8.1 (90 reviews) | 7.3 (5 reviews) | 
| **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 | 

#### Platform

| Feature | Dataiku | KNIME | 
|---|---|---|
| **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 | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (6):** [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [AI Agents For Business Operations](https://www.g2.com/categories/ai-agents-for-business-operations), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders)

**Unique to Dataiku (7):** [AI Orchestration Software](https://www.g2.com/categories/ai-orchestration), [Large Language Model Operationalization (LLMOps) Software](https://www.g2.com/categories/large-language-model-operationalization-llmops), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [AWS Marketplace Software](https://www.g2.com/categories/aws-marketplace), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Machine Learning Software](https://www.g2.com/categories/machine-learning)

**Unique to KNIME (4):** [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics), [Statistical Analysis Software](https://www.g2.com/categories/statistical-analysis), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [ETL Tools](https://www.g2.com/categories/etl-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | Dataiku | KNIME | 
|---|---|---|
| **Small-Business** | 17.8% | 29.9% | 
| **Mid-Market** | 21.0% | 31.6% | 
| **Enterprise** | 61.2% | 38.5% | 

### By Industry

#### Dataiku

- **Financial Services:** 14.2%
- **Pharmaceuticals:** 7.4%
- **Airlines/Aviation:** 6.9%
- **Manufacturing:** 5.9%
- **Retail:** 5.4%
- **Information Technology and Services:** 5.4%
- **Consulting:** 4.9%
- **Insurance:** 4.4%
- **Oil & Energy:** 4.4%
- **Banking:** 3.9%
- **Other:** 37.3%

#### KNIME

- **Information Technology and Services:** 23.6%
- **Higher Education:** 7.5%
- **Consulting:** 4.7%
- **Financial Services:** 4.7%
- **Research:** 4.7%
- **Accounting:** 3.8%
- **E-Learning:** 3.8%
- **Banking:** 2.8%
- **Computer Software:** 2.8%
- **Computer & Network Security:** 2.8%
- **Other:** 38.7%

---
## Alternatives

### Alternatives to Dataiku

- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (738 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (894 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (532 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1362 reviews)
- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3809 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1087 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.3/5 stars (57 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (818 reviews)

### Alternatives to KNIME

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (894 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3809 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (532 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (575 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1087 reviews)
- [IBM SPSS Statistics](https://www.g2.com/products/ibm-spss-statistics/reviews) — 4.2/5 stars (924 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (929 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 (1362 reviews)
- [SAP Analytics Cloud](https://www.g2.com/products/sap-analytics-cloud/reviews) — 4.2/5 stars (908 reviews)

---
## Top Discussions

### Dataiku

- Title: [What data visualization and reporting methods do you support?](https://www.g2.com/discussions/data-visualization) — 2 comments, 1 upvote *(includes official response)*
  > **Top comment:** "Dataiku supports a number of tools for engaging stakeholders and team members, including:

- 25 types of interactive charts

- Dashboards that allow you..."
- Title: [Can I securely work on my sensitive data?](https://www.g2.com/discussions/can-i-securely-work-on-my-sensitive-data) — 2 comments, 2 upvotes
  > **Top comment:** "Hi,

DSS is on-premise software but we also provide a Amazon image and Docker if desired. You can try DSS on your own computer for free by downloading the..."
- Title: [What machine learning algorithms do you support?](https://www.g2.com/discussions/techical-specifications-5dafbb22-fb53-40e6-99ca-920a3000c257) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Dataiku leverages machine learning libraries from scikit-learn, Spark MLlib, H2O and Vertica for guided ML analyses that give you instant visual &..."
- Title: [What programming languages do you support?](https://www.g2.com/discussions/techical-specifications-168d61c9-5165-4b3f-bded-0167b92ff8ed) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Dataiku allows you to integrate code into your analytic workflow with code recipes using your favorite languages.Additionally, Dataiku features notebooks for..."
- Title: [What data wrangling techniques do you support?](https://www.g2.com/discussions/techical-specifications-ab5002f3-fd5f-4acb-8fbd-280592800a16) — 1 comment, 1 upvote *(includes official response)*
  > **Top comment:** "Dataiku enables numerous data preparation and shaping options through visual recipes that don’t require coding skills. The scope of data wrangling techniques..."

### 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..."

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