# Dataiku vs Red Hat OpenShift Data Science Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Dataiku excels in user satisfaction, reflected in its significantly higher G2 Score compared to Red Hat OpenShift Data Science. Users appreciate the platform's intuitive graphical user interface, which simplifies managing code and datasets visually, making it a favorite for quick prototyping.
- **According to verified reviews** , Dataiku has a much larger user base, with 173 total reviews compared to Red Hat OpenShift Data Science's 25. This suggests that Dataiku's feedback is more representative of a broader user experience, enhancing its credibility as a reliable choice for data science needs.
- **Users say** that Dataiku's ease of use is a standout feature, with many highlighting how it allows for rapid development and integration of AI into existing tech spaces. In contrast, while Red Hat OpenShift Data Science also receives praise for its performance, some users note that its containerization approach may require a steeper learning curve for those unfamiliar with the technology.
- **Reviewers mention** that Dataiku's support quality is commendable, with a score of 8.5, which contributes to a smoother user experience. In comparison, Red Hat OpenShift Data Science has slightly higher support ratings, but the overall user feedback indicates that Dataiku's support is more accessible and user-friendly for everyday tasks.
- **According to recent user feedback** , Dataiku's capabilities in data ingestion and wrangling are particularly praised, with users finding it easy to manage complex datasets. Red Hat OpenShift Data Science, while also effective in this area, is noted for its unique containerization features that offer flexibility, especially in finance, but may not be as straightforward for all users.
- **Users highlight** that Dataiku's free entry-level pricing makes it an attractive option for organizations looking to explore data science without a significant upfront investment. In contrast, Red Hat OpenShift Data Science does not provide similar entry-level pricing, which may deter smaller businesses or those just starting in data science.



| | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 201 | 25 | 
| **Largest Market Segment** | Enterprise (61.0% of reviews) | Mid-Market (44.0% of reviews) | 
| **Entry Level Price** | Free 3 Users | No pricing available | 

---
## Top Pros & Cons

### Dataiku

Pros:
- Features (80 reviews)
- Ease of Use (79 reviews)

Cons:
- Learning Curve (43 reviews)
- Steep Learning Curve (25 reviews)

### Red Hat OpenShift Data Science

**Not enough data**

---
## Ratings Comparison
| Rating | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
  | **Meets Requirements** | 8.7 (179 reviews) | 8.8 (23 reviews) | 
  | **Ease of Use** | 8.7 (178 reviews) | 8.5 (23 reviews) | 
  | **Ease of Setup** | 8.0 (139 reviews) | Not enough data | 
  | **Ease of Admin** | 8.0 (61 reviews) | Not enough data | 
  | **Quality of Support** | 8.5 (163 reviews) | 8.6 (21 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (61 reviews) | Not enough data | 
  | **Product Direction (% positive)** | 9.0 (174 reviews) | 10.0 (23 reviews) | 

---
## Pricing

### Dataiku

#### Entry-Level Pricing

Plan: Install Dataiku on Your Infrastructure

Price: Free 3 Users

Description: Download Free Edition on Mac, Linux, or virtual machine | Collaborate with up to 3 users | Prepare data and build basic data projects and apps (no deployment, automation, governance)

Key Features:
- Visual Data Prep & AutoML
- Full Code (Python, R) Data Prep & ML
- The LLM Mesh

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

#### Free Trial

Yes

### Red Hat OpenShift Data Science

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.1/10 | 100 |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Reports

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Reports Interface** | 7.8 (77 reviews) | Not enough data | 
| **Steps to Answer** | 7.7 (76 reviews) | Not enough data | 
| **Graphs and Charts** | 7.6 (77 reviews) | Not enough data | 
| **Score Cards** | 7.5 (75 reviews) | Not enough data | 
| **Dashboards** | 7.6 (77 reviews) | Not enough data | 

#### Data Preparation

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Connectors** | 8.7 (66 reviews) | Not enough data | 
| **Data Governance** | 8.2 (64 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

#### Generative AI

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **AI Text Generation** | 8.0 (52 reviews) | Not enough data | 
| **AI Text Summarization** | 8.0 (51 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

#### Self Service 

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Calculated Fields** | 8.2 (77 reviews) | Not enough data | 
| **Data Column Filtering** | 8.6 (76 reviews) | Not enough data | 
| **Data Discovery** | 8.4 (76 reviews) | Not enough data | 
| **Search** | 8.0 (75 reviews) | Not enough data | 
| **Collaboration / Workflow** | 8.7 (75 reviews) | Not enough data | 
| **Automodeling** | 8.1 (75 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

#### Advanced Analytics

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Predictive Analytics** | 8.4 (75 reviews) | Not enough data | 
| **Data Visualization** | 7.8 (77 reviews) | Not enough data | 
| **Big Data Services** | 8.1 (75 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Data Modeling and Governance** | Not enough data | Not enough data | 
| **Notebook and Script Integration** | Not enough data | Not enough data | 
| **Built-in Predictive and Statistical Models** | Not enough data | Not enough data | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

#### Building Reports

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Data Transformation** | 8.5 (93 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (90 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (86 reviews) | Not enough data | 
| **Integration APIs** | 8.1 (90 reviews) | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.5/10 | 16 |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Deployment

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 (16 reviews) | Not enough data | 
| **Scalability** | 9.1 (16 reviews) | Not enough data | 

#### Deployment

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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** | 8.9 (14 reviews) | Not enough data | 
| **Scalability** | 8.9 (14 reviews) | Not enough data | 

#### Management

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Cataloging** | 7.7 (14 reviews) | Not enough data | 
| **Monitoring** | 8.6 (14 reviews) | Not enough data | 
| **Governing** | 8.5 (14 reviews) | Not enough data | 
| **Model Registry** | 8.0 (14 reviews) | Not enough data | 

#### Operations

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Metrics** | 8.6 (14 reviews) | Not enough data | 
| **Infrastructure management** | 8.5 (14 reviews) | Not enough data | 
| **Collaboration** | 8.9 (14 reviews) | Not enough data | 

#### Management

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 90 |
| **Red Hat OpenShift Data Science** | 8.6/10 | 23 |

#### System

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.6 (76 reviews) | 8.9 (22 reviews) | 

#### Model Development

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Language Support** | 8.4 (79 reviews) | 8.8 (23 reviews) | 
| **Drag and Drop** | 8.9 (79 reviews) | 8.8 (23 reviews) | 
| **Pre-Built Algorithms** | 8.6 (79 reviews) | 8.7 (23 reviews) | 
| **Model Training** | 8.5 (78 reviews) | 8.6 (23 reviews) | 

#### Model Development

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Feature Engineering** | 8.5 (79 reviews) | 8.8 (23 reviews) | 

#### Machine/Deep Learning Services

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Computer Vision** | 8.0 (75 reviews) | 8.5 (22 reviews) | 
| **Natural Language Processing** | 8.1 (75 reviews) | 8.3 (20 reviews) | 
| **Natural Language Generation** | 7.9 (74 reviews) | 8.6 (20 reviews) | 
| **Artificial Neural Networks** | 7.9 (73 reviews) | 8.3 (20 reviews) | 

#### Machine/Deep Learning Services

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Natural Language Understanding** | 7.8 (69 reviews) | 8.6 (20 reviews) | 
| **Deep Learning** | 8.0 (71 reviews) | 8.7 (21 reviews) | 

#### Deployment

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Managed Service** | 8.1 (75 reviews) | 8.6 (22 reviews) | 
| **Application** | 8.3 (78 reviews) | 8.8 (22 reviews) | 
| **Scalability** | 8.4 (77 reviews) | 8.5 (22 reviews) | 

#### Generative AI

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **AI Text Generation** | 8.1 (61 reviews) | 8.3 (5 reviews) | 
| **AI Text Summarization** | 8.1 (61 reviews) | 8.7 (5 reviews) | 
| **AI Text-to-Image** | 7.8 (60 reviews) | 8.7 (5 reviews) | 

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

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

### AI Agents For Business Operations

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Responses

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

#### Automation - AI Agents

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

#### Platform

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

#### Autonomy -  AI Agents

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 7.5/10 | 28 |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **AI High Availability** | 8.0 (18 reviews) | Not enough data | 
| **AI Model Training Scalability** | 7.6 (19 reviews) | Not enough data | 
| **AI Inference Speed** | 7.4 (17 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **AI Cost per API Call** | 7.0 (17 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 7.6 (9 reviews) | Not enough data | 
| **AI Energy Efficiency** | 8.1 (9 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **AI Multi-cloud Support** | 7.5 (17 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 7.8 (19 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 7.4 (16 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 7.3 (16 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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **AI Documentation Quality** | 6.9 (20 reviews) | Not enough data | 
| **AI Community Activity** | 7.1 (16 reviews) | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.2/10 | 30 |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Integration** | 8.7 (27 reviews) | Not enough data | 

#### Learning - Machine Learning

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 7.7/10 | 12 |
| **Red Hat OpenShift Data Science** | N/A | N/A |

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

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **Batch Processing Support** | 7.4 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Model Comparison Dashboard** | 7.9 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Fine-Tuning Interface** | 7.8 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **SDK & API Integrations** | 8.1 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **Drift Detection Alerts** | 7.5 (12 reviews) | Not enough data | 
| **Real-Time Performance Metrics** | 7.6 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **Request Routing Optimization** | 7.4 (12 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

#### Functionality - AI Agent Builders

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Omni-channel Support** | Not enough data | Not enough data | 
| **Agent Branding** | Not enough data | Not enough data | 
| **Proactive Response Capabilities** | Not enough data | Not enough data | 
| **Seamless Human Escalation** | Not enough data | Not enough data | 

#### Data and Analytics - AI Agent Builders

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

### AWS Marketplace

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Workflow Design & Integration - AI Orchestration

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 |
| **Red Hat OpenShift Data Science** | N/A | N/A |

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

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.3/10 | 40 |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Statistical Tool

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Scripting** | 8.2 (36 reviews) | Not enough data | 
| **Data Mining** | 8.6 (36 reviews) | Not enough data | 
| **Algorithms** | 8.1 (36 reviews) | Not enough data | 

#### Data Analysis

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Analysis** | 8.5 (38 reviews) | Not enough data | 
| **Data Interaction** | 8.8 (38 reviews) | Not enough data | 

#### Decision Making

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Modeling** | 8.7 (36 reviews) | Not enough data | 
| **Data Visualizations** | 7.9 (37 reviews) | Not enough data | 
| **Report Generation** | 7.8 (36 reviews) | Not enough data | 
| **Data Unification** | 8.6 (37 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **AI Text Generation** | 8.7 (21 reviews) | Not enough data | 
| **AI Text Summarization** | 8.3 (21 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.7/10 | 48 |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Data Transformation

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Real-Time Analytics** | 8.6 (45 reviews) | Not enough data | 
| **Data Querying** | 9.2 (40 reviews) | Not enough data | 

#### Connectivity

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

#### Operations

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **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 | 95 |
| **Red Hat OpenShift Data Science** | N/A | N/A |

#### Building Reports

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Data Transformation** | 8.5 (93 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (90 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.8 (86 reviews) | Not enough data | 
| **Integration APIs** | 8.1 (90 reviews) | Not enough data | 

#### Platform

| Feature | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms)

**Unique to Dataiku (12):** [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms), [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), [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)



---
## Reviewer Demographics

### By Company Size

| Segment | Dataiku | Red Hat OpenShift Data Science | 
|---|---|---|
| **Small-Business** | 18.2% | 20.0% | 
| **Mid-Market** | 20.9% | 44.0% | 
| **Enterprise** | 61.0% | 36.0% | 

### By Industry

#### Dataiku

- **Financial Services:** 14.7%
- **Pharmaceuticals:** 8.2%
- **Manufacturing:** 5.4%
- **Consulting:** 5.4%
- **Retail:** 5.4%
- **Information Technology and Services:** 5.4%
- **Insurance:** 4.9%
- **Banking:** 4.3%
- **Oil & Energy:** 4.3%
- **Airlines/Aviation:** 3.3%
- **Other:** 38.6%

#### Red Hat OpenShift Data Science

- **Market Research:** 32.0%
- **Marketing and Advertising:** 20.0%
- **Information Technology and Services:** 8.0%
- **Computer Software:** 8.0%
- **Transportation/Trucking/Railroad:** 4.0%
- **Telecommunications:** 4.0%
- **Mining & Metals:** 4.0%
- **Insurance:** 4.0%
- **Information Services:** 4.0%
- **Higher Education:** 4.0%
- **Other:** 8.0%

---
## Alternatives

### Alternatives to Dataiku

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (815 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (519 reviews)
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- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (800 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (55 reviews)
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- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (799 reviews)

### Alternatives to Red Hat OpenShift Data Science

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (800 reviews)
- [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) — 4.4/5 stars (143 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (55 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (815 reviews)
- [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (771 reviews)
- [Hex](https://www.g2.com/products/hex-tech-hex/reviews) — 4.5/5 stars (394 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (799 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 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..."

### Red Hat OpenShift Data Science

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/dataiku-vs-red-hat-openshift-data-science)