# Amazon SageMaker vs Dataiku Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Dataiku excels in user experience, particularly with its intuitive graphical user interface that simplifies managing code and datasets visually. Users appreciate how everything is automatically aligned, making the platform feel soothing and easy to navigate.
- **Users say** that Amazon SageMaker shines in its comprehensive support for the entire machine learning lifecycle. Reviewers highlight its seamless integration from data preparation to model deployment, allowing them to work efficiently without switching tools.
- **According to verified reviews** , Dataiku is favored for its ease of use, with many users noting that it is great for quickly prototyping and getting MVPs out. The platform's plug-and-play capabilities significantly speed up the development process.
- **Reviewers mention** that while Amazon SageMaker offers robust features, some users find it slightly less user-friendly compared to Dataiku. However, they appreciate its ability to deploy applications quickly and its cost-effectiveness, making it a practical choice for many.
- **G2 reviewers highlight** that Dataiku has a strong presence in the enterprise market, with a majority of its reviews coming from larger organizations. This suggests that it may be particularly well-suited for complex projects requiring collaboration across teams.
- **Users report** that while both platforms provide solid support, Amazon SageMaker receives slightly higher marks for its overall quality of support. Reviewers note that SageMaker's customer service is responsive and helpful, which can be crucial for users navigating the complexities of machine learning.



| | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 55 | 201 | 
| **Largest Market Segment** | Mid-Market (34.7% of reviews) | Enterprise (61.3% of reviews) | 
| **Entry Level Price** | No pricing available | Free 3 Users | 

---
## Top Pros & Cons

### Amazon SageMaker

Pros:
- Ease of Use (3 reviews)
- AI Integration (2 reviews)

Cons:
- Expensive (3 reviews)
- Complexity (2 reviews)

### Dataiku

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

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

---
## Ratings Comparison
| Rating | Amazon SageMaker | Dataiku | 
|---|---|---|
  | **Meets Requirements** | 8.6 (44 reviews) | 8.7 (178 reviews) | 
  | **Ease of Use** | 8.3 (45 reviews) | 8.7 (177 reviews) | 
  | **Ease of Setup** | 8.3 (32 reviews) | 8.1 (138 reviews) | 
  | **Ease of Admin** | 8.4 (20 reviews) | 8.0 (61 reviews) | 
  | **Quality of Support** | 8.6 (39 reviews) | 8.5 (162 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.2 (20 reviews) | 8.6 (61 reviews) | 
  | **Product Direction (% positive)** | 8.9 (41 reviews) | 9.0 (174 reviews) | 

---
## Pricing

### Amazon SageMaker

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### 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

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | 8.1/10 | 100 |

#### Reports

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

#### Data Preparation

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Connectors** | Not enough data | 8.7 (66 reviews) | 
| **Data Governance** | Not enough data | 8.2 (64 reviews) | 

#### Data Modeling and Blending

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Data Querying** | Not enough data | 8.6 (63 reviews) | 
| **Data Filtering** | Not enough data | 8.6 (63 reviews) | 
| **Data Blending** | Not enough data | 8.7 (63 reviews) | 

#### Generative AI

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

#### Agentic AI - Analytics Platforms

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

#### Deployment & Integration - Analytics Platforms

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Predictive Analytics** | Not enough data | 8.4 (75 reviews) | 
| **Data Visualization** | Not enough data | 7.8 (77 reviews) | 
| **Big Data Services** | Not enough data | 8.1 (75 reviews) | 

#### Performance & Scalability - Analytics Platforms

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

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | 8.5/10 | 16 |

#### Deployment

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

#### Deployment

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

#### Management

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Cataloging** | Not enough data | 7.7 (14 reviews) | 
| **Monitoring** | Not enough data | 8.6 (14 reviews) | 
| **Governing** | Not enough data | 8.5 (14 reviews) | 
| **Model Registry** | Not enough data | 8.0 (14 reviews) | 

#### Operations

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Metrics** | Not enough data | 8.6 (14 reviews) | 
| **Infrastructure management** | Not enough data | 8.5 (14 reviews) | 
| **Collaboration** | Not enough data | 8.9 (14 reviews) | 

#### Management

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

#### Generative AI

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

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | 8.8/10 | 44 |
| **Dataiku** | 8.2/10 | 90 |

#### System

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.5 (22 reviews) | 8.6 (76 reviews) | 

#### Model Development

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Language Support** | 8.8 (30 reviews) | 8.4 (79 reviews) | 
| **Drag and Drop** | 8.2 (28 reviews) | 8.9 (79 reviews) | 
| **Pre-Built Algorithms** | 8.3 (33 reviews) | 8.6 (79 reviews) | 
| **Model Training** | 8.9 (34 reviews) | 8.5 (78 reviews) | 

#### Model Development

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Feature Engineering** | 8.4 (19 reviews) | 8.5 (79 reviews) | 

#### Machine/Deep Learning Services

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Computer Vision** | 8.9 (26 reviews) | 8.0 (75 reviews) | 
| **Natural Language Processing** | 9.1 (28 reviews) | 8.1 (75 reviews) | 
| **Natural Language Generation** | 8.9 (25 reviews) | 7.9 (74 reviews) | 
| **Artificial Neural Networks** | 9.0 (28 reviews) | 7.9 (73 reviews) | 

#### Machine/Deep Learning Services

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Natural Language Understanding** | 9.2 (17 reviews) | 7.8 (69 reviews) | 
| **Deep Learning** | 9.2 (18 reviews) | 8.0 (71 reviews) | 

#### Deployment

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Managed Service** | 8.8 (37 reviews) | 8.1 (75 reviews) | 
| **Application** | 8.7 (35 reviews) | 8.3 (78 reviews) | 
| **Scalability** | 9.0 (35 reviews) | 8.4 (77 reviews) | 

#### Generative AI

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **AI Text Generation** | 8.6 (6 reviews) | 8.1 (61 reviews) | 
| **AI Text Summarization** | 9.2 (6 reviews) | 8.1 (61 reviews) | 
| **AI Text-to-Image** | 8.3 (5 reviews) | 7.8 (60 reviews) | 

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

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | 9.2 (6 reviews) | 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 |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | N/A | N/A |

#### Responses

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

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | 7.5/10 | 28 |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **AI High Availability** | Not enough data | 8.0 (18 reviews) | 
| **AI Model Training Scalability** | Not enough data | 7.6 (19 reviews) | 
| **AI Inference Speed** | Not enough data | 7.4 (17 reviews) | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | 7.0 (17 reviews) | 
| **AI Resource Allocation Flexibility** | Not enough data | 7.6 (9 reviews) | 
| **AI Energy Efficiency** | Not enough data | 8.1 (9 reviews) | 

#### Integration and Extensibility - Generative AI Infrastructure

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

#### Security and Compliance - Generative AI Infrastructure

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | 7.3 (16 reviews) | 
| **AI Role-based Access Control** | Not enough data | 7.4 (16 reviews) | 
| **AI Data Encryption** | Not enough data | 7.7 (16 reviews) | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | 7.0 (19 reviews) | 
| **AI Community Activity** | Not enough data | 7.1 (16 reviews) | 

### Machine Learning

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

#### Integration - Machine Learning

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Integration** | Not enough data | 8.7 (27 reviews) | 

#### Learning - Machine Learning

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

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | 7.7/10 | 12 |

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Drift Detection Alerts** | Not enough data | 7.5 (12 reviews) | 
| **Real-Time Performance Metrics** | Not enough data | 7.6 (12 reviews) | 

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

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

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

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

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | N/A | N/A |

#### Workflow Design & Integration - AI Orchestration

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | N/A | N/A |

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

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | 8.3/10 | 40 |

#### Statistical Tool

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Scripting** | Not enough data | 8.2 (36 reviews) | 
| **Data Mining** | Not enough data | 8.6 (36 reviews) | 
| **Algorithms** | Not enough data | 8.1 (36 reviews) | 

#### Data Analysis

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Analysis** | Not enough data | 8.5 (38 reviews) | 
| **Data Interaction** | Not enough data | 8.8 (38 reviews) | 

#### Decision Making

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Modeling** | Not enough data | 8.7 (36 reviews) | 
| **Data Visualizations** | Not enough data | 7.9 (37 reviews) | 
| **Report Generation** | Not enough data | 7.8 (36 reviews) | 
| **Data Unification** | Not enough data | 8.6 (37 reviews) | 

#### Generative AI

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.7 (21 reviews) | 
| **AI Text Summarization** | Not enough data | 8.3 (21 reviews) | 

### Big Data Analytics

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

#### Data Transformation

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.6 (45 reviews) | 
| **Data Querying** | Not enough data | 9.2 (40 reviews) | 

#### Connectivity

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.2 (39 reviews) | 
| **Spark Integration** | Not enough data | 8.3 (41 reviews) | 
| **Multi-Source Analysis** | Not enough data | 8.8 (42 reviews) | 
| **Data Lake** | Not enough data | 8.9 (45 reviews) | 

#### Operations

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

### AI Agents

| Product | Score | Reviews |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 |
|---|---|---|
| **Amazon SageMaker** | N/A | N/A |
| **Dataiku** | 8.7/10 | 95 |

#### Building Reports

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

#### Platform

| Feature | Amazon SageMaker | Dataiku | 
|---|---|---|
| **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 (4):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms)


**Unique to Dataiku (9):** [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), [AWS Marketplace Software](https://www.g2.com/categories/aws-marketplace), [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 | Amazon SageMaker | Dataiku | 
|---|---|---|
| **Small-Business** | 30.6% | 18.3% | 
| **Mid-Market** | 34.7% | 20.4% | 
| **Enterprise** | 34.7% | 61.3% | 

### By Industry

#### Amazon SageMaker

- **Information Technology and Services:** 20.4%
- **Computer Software:** 14.3%
- **Internet:** 6.1%
- **Hospital & Health Care:** 6.1%
- **Computer & Network Security:** 4.1%
- **Marketing and Advertising:** 4.1%
- **Education Management:** 4.1%
- **Higher Education:** 4.1%
- **Financial Services:** 4.1%
- **Banking:** 2.0%
- **Other:** 30.6%

#### Dataiku

- **Financial Services:** 14.8%
- **Pharmaceuticals:** 7.7%
- **Manufacturing:** 5.5%
- **Consulting:** 5.5%
- **Retail:** 5.5%
- **Information Technology and Services:** 5.5%
- **Insurance:** 4.9%
- **Banking:** 4.4%
- **Oil & Energy:** 4.4%
- **Airlines/Aviation:** 3.3%
- **Other:** 38.8%

---
## Alternatives

### Alternatives to Amazon SageMaker

- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews)
- [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (814 reviews)
- [IBM Watson Studio](https://www.g2.com/products/ibm-watson-studio/reviews) — 4.2/5 stars (167 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (519 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (797 reviews)
- [DataRobot](https://www.g2.com/products/datarobot/reviews) — 4.4/5 stars (28 reviews)
- [H2O](https://www.g2.com/products/h2o/reviews) — 4.5/5 stars (24 reviews)
- [Google Cloud AutoML](https://www.g2.com/products/google-cloud-automl/reviews) — 4.1/5 stars (22 reviews)
- [Posit](https://www.g2.com/products/posit-posit/reviews) — 4.5/5 stars (570 reviews)

### Alternatives to Dataiku

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (814 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)
- [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 (3657 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (797 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [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)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)

---
## Top Discussions

### Amazon SageMaker

- Title: [What is the best way to integrate Sagemaker models with Kubernetes?](https://www.g2.com/discussions/28784-what-is-the-best-way-to-integrate-sagemaker-models-with-kubernetes) — 1 comment
  > **Top comment:** "https://aws.amazon.com/blogs/machine-learning/introducing-amazon-sagemaker-operators-for-kubernetes/"
- Title: [How do i make this platform reach to most of my developers?](https://www.g2.com/discussions/27976-how-do-i-make-this-platform-reach-to-most-of-my-developers) — 1 comment
  > **Top comment:** "you can manage the access via IAM users and roles and give them access as per their need, Sagemaker by default has all the basic AWS feature and you can..."

### 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..."

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