# Dataiku vs machine-learning in Python Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Dataiku excels in providing a user-friendly graphical interface, which allows users to manage their code and datasets visually. This feature is particularly appreciated for its soothing experience and ease of use, making it ideal for quickly prototyping and launching MVPs.
- **Users say** that machine-learning in Python stands out for its extensive ecosystem of libraries like TensorFlow, scikit-learn, and PyTorch. This rich resource enables users to implement and experiment with machine learning models efficiently, catering to those who prefer a more hands-on coding approach.
- **Reviewers mention** that Dataiku's strong support for enterprise-level applications is a significant advantage, with a majority of its users coming from larger organizations. This focus on enterprise needs can streamline workflows and enhance collaboration across teams.
- **According to verified reviews** , machine-learning in Python is praised for its simplicity in data preparation and exploration, especially at the initial stages. Users appreciate that it can work directly with data in databases, eliminating the need for complex data extraction processes.
- **G2 reviewers highlight** that while Dataiku has a solid support system, machine-learning in Python benefits from a vibrant community that offers extensive resources and assistance. This community support can be invaluable for users seeking help or looking to enhance their skills.
- **Users report** that Dataiku's ease of setup is a strong point, although some find it slightly less intuitive compared to the straightforward nature of machine-learning in Python, which is often lauded for its streamlined pipeline and setup process.



| | Dataiku | machine-learning in Python | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.6 out of 5 | 
| **Total Reviews** | 201 | 50 | 
| **Largest Market Segment** | Enterprise (61.3% of reviews) | Small-Business (40.4% 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)

### machine-learning in Python

Pros:
- Machine Learning (10 reviews)
- Ease of Use (8 reviews)

Cons:
- Difficult Learning (3 reviews)
- Dependency Issues (2 reviews)

---
## Ratings Comparison
| Rating | Dataiku | machine-learning in Python | 
|---|---|---|
  | **Meets Requirements** | 8.7 (178 reviews) | 9.0 (40 reviews) | 
  | **Ease of Use** | 8.7 (177 reviews) | 9.0 (43 reviews) | 
  | **Ease of Setup** | 8.1 (138 reviews) | 9.0 (34 reviews) | 
  | **Ease of Admin** | 8.0 (61 reviews) | 8.9 (19 reviews) | 
  | **Quality of Support** | 8.5 (162 reviews) | 8.7 (39 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (61 reviews) | 8.6 (18 reviews) | 
  | **Product Direction (% positive)** | 9.0 (174 reviews) | 10.0 (37 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

### machine-learning in Python

#### 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 |
| **machine-learning in Python** | N/A | N/A |

#### Reports

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **Connectors** | 8.7 (66 reviews) | Not enough data | 
| **Data Governance** | 8.2 (64 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 |
| **machine-learning in Python** | N/A | N/A |

#### Deployment

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 |
| **machine-learning in Python** | N/A | N/A |

#### System

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.6 (76 reviews) | Not enough data | 

#### Model Development

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **Language Support** | 8.4 (79 reviews) | Not enough data | 
| **Drag and Drop** | 8.9 (79 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.6 (79 reviews) | Not enough data | 
| **Model Training** | 8.5 (78 reviews) | Not enough data | 

#### Model Development

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **Feature Engineering** | 8.5 (79 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **Computer Vision** | 8.0 (75 reviews) | Not enough data | 
| **Natural Language Processing** | 8.1 (75 reviews) | Not enough data | 
| **Natural Language Generation** | 7.9 (74 reviews) | Not enough data | 
| **Artificial Neural Networks** | 7.9 (73 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **Natural Language Understanding** | 7.8 (69 reviews) | Not enough data | 
| **Deep Learning** | 8.0 (71 reviews) | Not enough data | 

#### Deployment

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **Managed Service** | 8.1 (75 reviews) | Not enough data | 
| **Application** | 8.3 (78 reviews) | Not enough data | 
| **Scalability** | 8.4 (77 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **AI Text Generation** | 8.1 (61 reviews) | Not enough data | 
| **AI Text Summarization** | 8.1 (61 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.8 (60 reviews) | Not enough data | 

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

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 |
| **machine-learning in Python** | N/A | N/A |

#### Responses

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 |
| **machine-learning in Python** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **AI Documentation Quality** | 7.0 (19 reviews) | Not enough data | 
| **AI Community Activity** | 7.1 (16 reviews) | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.2/10 | 30 |
| **machine-learning in Python** | 9.0/10 | 17 |

#### Integration - Machine Learning

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **Integration** | 8.7 (27 reviews) | 8.7 (5 reviews) | 

#### Learning - Machine Learning

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **Training Data** | 8.3 (28 reviews) | 8.8 (10 reviews) | 
| **Actionable Insights** | 7.9 (29 reviews) | 9.2 (10 reviews) | 
| **Algorithm** | 8.0 (29 reviews) | 9.2 (10 reviews) | 

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 7.7/10 | 12 |
| **machine-learning in Python** | N/A | N/A |

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

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **Batch Processing Support** | 7.4 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **Model Comparison Dashboard** | 7.9 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **Fine-Tuning Interface** | 7.8 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **SDK & API Integrations** | 8.1 (12 reviews) | Not enough data | 

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

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **Request Routing Optimization** | 7.4 (12 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **machine-learning in Python** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 |
| **machine-learning in Python** | N/A | N/A |

#### Agentic AI - AWS Marketplace

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 |
| **machine-learning in Python** | N/A | N/A |

#### Workflow Design & Integration - AI Orchestration

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 |
| **machine-learning in Python** | N/A | N/A |

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

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 |
| **machine-learning in Python** | N/A | N/A |

#### Statistical Tool

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **Analysis** | 8.5 (38 reviews) | Not enough data | 
| **Data Interaction** | 8.8 (38 reviews) | Not enough data | 

#### Decision Making

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 |
| **machine-learning in Python** | N/A | N/A |

#### Data Transformation

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **Real-Time Analytics** | 8.6 (45 reviews) | Not enough data | 
| **Data Querying** | 9.2 (40 reviews) | Not enough data | 

#### Connectivity

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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 |
| **machine-learning in Python** | N/A | N/A |

#### Agentic AI - AI Agents

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 |
| **machine-learning in Python** | N/A | N/A |

#### Building Reports

| Feature | Dataiku | machine-learning in Python | 
|---|---|---|
| **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 | machine-learning in Python | 
|---|---|---|
| **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):** [Machine Learning Software](https://www.g2.com/categories/machine-learning)

**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), [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)



---
## Reviewer Demographics

### By Company Size

| Segment | Dataiku | machine-learning in Python | 
|---|---|---|
| **Small-Business** | 18.3% | 40.4% | 
| **Mid-Market** | 20.4% | 25.5% | 
| **Enterprise** | 61.3% | 34.0% | 

### By Industry

#### 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%

#### machine-learning in Python

- **Computer Software:** 26.1%
- **Information Technology and Services:** 19.6%
- **Research:** 10.9%
- **Banking:** 4.3%
- **Hospital & Health Care:** 4.3%
- **Higher Education:** 4.3%
- **Accounting:** 2.2%
- **Automotive:** 2.2%
- **Aviation & Aerospace:** 2.2%
- **Design:** 2.2%
- **Other:** 21.7%

---
## Alternatives

### 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 (796 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (55 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)

### Alternatives to machine-learning in Python

- [Weka](https://www.g2.com/products/weka/reviews) — 4.3/5 stars (13 reviews)
- [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)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (799 reviews)
- [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5562 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1951 reviews)
- [Phrase](https://www.g2.com/products/phrase-phrase/reviews) — 4.5/5 stars (1285 reviews)
- [DigitalOcean](https://www.g2.com/products/digitalocean/reviews) — 4.6/5 stars (749 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 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..."

### machine-learning in Python

- Title: [Which Python version is best for machine learning?](https://www.g2.com/discussions/which-python-version-is-best-for-machine-learning) — 2 comments
  > **Top comment:** "For windows 7 and above user's, Python 3.9 and above are best. For mac user's they can go for latest release python 3.10 and above."
- Title: [What is Python with machine learning?](https://www.g2.com/discussions/what-is-python-with-machine-learning) — 1 comment
  > **Top comment:** "Firstly python is just a way to get machine learning things get done not inter related to machine learning. But using python in machine learning will help..."

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/dataiku-vs-machine-learning-in-python)