---
title: Dataiku Reviews
meta_title: 'Dataiku Reviews 2026: Details, Pricing, & Features | G2'
meta_description: Filter 221 reviews by the users' company size, role or industry
  to find out how Dataiku works for a business like yours.
aggregate_rating:
  rating_value: 4.4
  review_count: 221
  scale: '5'
date_modified: '2026-07-13'
parent_category:
  name: Generative AI
  url: https://www.g2.com/categories/generative-ai
---

# Dataiku Reviews
**Vendor:** Dataiku  
**Category:** [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure)  
**Average Rating:** 4.4/5.0  
**Total Reviews:** 221
## About Dataiku
Dataiku is the Platform for AI Success: the AI orchestration layer where enterprises build, deploy, and govern analytics, models, and agents at scale. It sits on top of the data platforms, clouds, and AI services you already use, working across all of them without locking you into any one. Dataiku expands who can build production AI, putting the right tools in the hands of data scientists and domain experts alike, from fraud analysts to demand planners. It orchestrates machine learning, rules, LLMs, and agents as one governed system, built on more than a decade of running production AI. Governance is part of the build rather than something bolted on afterward, so teams ship faster while keeping performance, cost, and risk under control. The result: AI that moves from experimentation to trusted, measurable execution now, not in 18 months.



## Dataiku Pros & Cons
**What users like:**

- Users appreciate how **Dataiku simplifies ML development** , enabling quick model training and evaluation while accepting various data formats. (80 reviews)
- Users find Dataiku&#39;s **ease of use** invaluable, simplifying data integration and making machine learning development straightforward. (79 reviews)
- Users appreciate the **ease of use** in Dataiku, enabling collaboration between technical and non-technical users seamlessly. (45 reviews)
- Users value the **easy integrations** of Dataiku, facilitating collaboration and streamlining the entire data pipeline process. (43 reviews)
- Users benefit from the **significant productivity improvement** provided by Dataiku&#39;s visual recipes and collaborative environment. (41 reviews)
- Collaboration (40 reviews)
- Users value the **wide range of integrations** in Dataiku, facilitating collaboration and diverse analytics capabilities. (40 reviews)
- Performance (40 reviews)
- Data Visualization (38 reviews)
- Time-Saving (38 reviews)

**What users dislike:**

- Users find the **steep learning curve** challenging for beginners, making initial experience difficult. (43 reviews)
- Users find the **steep learning curve** challenging, especially when mastering advanced features as beginners. (25 reviews)
- Users find the **difficult learning** curve challenging, especially for beginners trying to utilize advanced features effectively. (23 reviews)
- Users report **slow performance** with Dataiku, particularly when managing large datasets and experiencing UI lag in projects. (23 reviews)
- Users find Dataiku to be **expensive** , particularly challenging for small companies and beginners due to high costs. (22 reviews)
- Complexity (20 reviews)
- Users find the **complexity issues** in Dataiku&#39;s tools and documentation can hinder their overall experience. (19 reviews)
- Users face **performance issues** that disrupt workflow, complicate data preparation, and limit access to plugins for testing. (18 reviews)
- Data Management Issues (14 reviews)
- Missing Features (14 reviews)


## Dataiku Discussions
  - [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
  - [What data visualization and reporting methods do you support?](https://www.g2.com/discussions/data-visualization) - 2 comments, 1 upvote
  - [What machine learning algorithms do you support?](https://www.g2.com/discussions/techical-specifications-5dafbb22-fb53-40e6-99ca-920a3000c257) - 1 comment, 1 upvote
  - [What programming languages do you support?](https://www.g2.com/discussions/techical-specifications-168d61c9-5165-4b3f-bded-0167b92ff8ed) - 1 comment, 1 upvote
  - [What data wrangling techniques do you support?](https://www.g2.com/discussions/techical-specifications-ab5002f3-fd5f-4acb-8fbd-280592800a16) - 1 comment, 1 upvote

- [View Dataiku pricing details and edition comparison](https://www.g2.com/products/dataiku/reviews?page=9&section=pricing&secure%5Bexpires_at%5D=2026-07-14+14%3A30%3A56+-0500&secure%5Bsession_id%5D=816c26b7-7200-4d34-b693-96af5196761a&secure%5Btoken%5D=eb7748604ee180d5842bfd2b1ebf3566144554b0d9e0bf33ed7dbea851e351b5&format=llm_user)
## Dataiku Integrations
  - [Alation](https://www.g2.com/products/alation/reviews)
  - [Alteryx Designer Cloud](https://www.g2.com/products/alteryx-alteryx-designer-cloud/reviews)
  - [Amazon S3 Glacier](https://www.g2.com/products/amazon-s3-glacier/reviews)
  - [Anthropic SDK](https://www.g2.com/products/anthropic-sdk/reviews)
  - [AWS Bedrock](https://www.g2.com/products/aws-bedrock/reviews)
  - [AWS Cloud Development Kit (AWS CDK)](https://www.g2.com/products/aws-cloud-development-kit-aws-cdk/reviews)
  - [Azure](https://www.g2.com/products/hopem-azure/reviews)
  - [Azure Blob Storage](https://www.g2.com/products/azure-blob-storage/reviews)
  - [Databricks](https://www.g2.com/products/databricks/reviews)
  - [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews)
  - [Google Vertex AI SDK](https://www.g2.com/products/google-vertex-ai-sdk/reviews)
  - [KaTe GCP Adapter for SAP PO](https://www.g2.com/products/kate-gcp-adapter-for-sap-po/reviews)
  - [MySQL](https://www.g2.com/products/mysql/reviews)
  - [OpenAI SDK](https://www.g2.com/products/openai-sdk/reviews)
  - [PostgreSQL](https://www.g2.com/products/postgresql/reviews)
  - [RedShift](https://www.g2.com/products/redshift-redshift/reviews)
  - [Snowflake](https://www.g2.com/products/snowflake/reviews)

## Dataiku Features
**Reports**
- Reports Interface
- Steps to Answer
- Graphs and Charts
- Score Cards
- Dashboards

**Deployment**
- Language Flexibility
- Framework Flexibility
- Versioning
- Ease of Deployment
- Scalability

**System**
- Data Ingestion & Wrangling

**Data Preparation**
- Connectors
- Data Governance

**Responses**
- Personalization
- Route To Human
- Natural Language Understanding (NLU)

**Deployment**
- Language Flexibility
- Framework Flexibility
- Versioning
- Ease of Deployment
- Scalability

**Scalability and Performance - Generative AI Infrastructure**
- AI High Availability
- AI Model Training Scalability
- AI Inference Speed

**Automation - AI Agents**
- Sales Follow-Up
- Customer Interaction Automation
- Lead Generation
- Document Processing
- Feedback Collection

**Integration - Machine Learning**
- Integration

**Prompt Engineering - Large Language Model Operationalization (LLMOps) **
- Prompt Optimization Tools
- Template Library

**Inference Optimization - Large Language Model Operationalization (LLMOps)**
- Batch Processing Support

**Customization - AI Agent Builders**
- Natural Language Configuration
- Tone Customization
- Security Guardrails

**Agentic AI - AWS Marketplace**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration

**Workflow Design & Integration - AI Orchestration**
- Dependency Management
- Workflow Coordination
- Multi-Provider API Connectivity
- Multi-Step Workflow Creation
- Enterprise System Integration
- Real-Time Data Pipelines

**Data Ingestion & Preparation - Low-Code Machine Learning Platforms**
- Automatic Data Profiling & Quality Assessment
- Multi‑Source Connector Support
- Schema Drift / Change Detection

**Statistical Tool**
- Scripting
- Data Mining
- Algorithms

**Model Development**
- Language Support
- Drag and Drop
- Pre-Built Algorithms
- Model Training

**Data Transformation**
- Real-Time Analytics
- Data Querying

**Management**
- Cataloging
- Monitoring
- Governing
- Model Registry

**Model Development**
- Feature Engineering

**Data Modeling and Blending**
- Data Querying
- Data Filtering
- Data Blending

**Platform**
- Conversation Editor
- Integration
- Human-In-The-Loop

**Operations**
- Metrics
- Infrastructure management
- Collaboration

**Cost and Efficiency - Generative AI Infrastructure**
- AI Cost per API Call
- AI Resource Allocation Flexibility
- AI Energy Efficiency

**Autonomy -  AI Agents**
- Independent Decision Making
- Adaptive Responses
- Task Execution
- Problem Solving

**Learning - Machine Learning**
- Training Data
- Actionable Insights
- Algorithm

**Model Garden - Large Language Model Operationalization (LLMOps)**
- Model Comparison Dashboard

**Functionality - AI Agent Builders**
- Omni-channel Support
- Agent Branding
- Proactive Response Capabilities
- Seamless Human Escalation

**Performance Optimization & Analytics - AI Orchestration**
- Workflow Performance Dashboards
- Workflow Reporting
- Resource Utilization Monitoring
- Computational Resource Management
- Dynamic Scaling
- Component Monitoring

**Model Construction & Automation - Low-Code Machine Learning Platforms**
- Guided Algorithm & Hyperparameter Recommendation
- Code Extensibility
- Automated Feature Engineering

**Data Analysis**
- Analysis
- Data Interaction

**Machine/Deep Learning Services**
- Computer Vision
- Natural Language Processing
- Natural Language Generation
- Artificial Neural Networks

**Machine/Deep Learning Services**
- Natural Language Understanding
- Deep Learning

**Management**
- Cataloging
- Monitoring
- Governing

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Integration and Extensibility - Generative AI Infrastructure**
- AI Multi-cloud Support
- AI Data Pipeline Integration
- AI API Support and Flexibility

**Custom Training - Large Language Model Operationalization (LLMOps)**
- Fine-Tuning Interface

**Data and Analytics - AI Agent Builders**
- Analytics & Reporting
- Contextual Awareness
- Data Privacy Compliance

**Governance & Compliance Controls - AI Orchestration**
- Regulatory Compliance
- Governance Policy Enforcement
- Role-Based Access Control
- Audit Trail Management
- Security Protocols

**Agentic AI - AI Agents**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making

**Decision Making**
- Modeling
- Data Visualizations
- Report Generation
- Data Unification

**Deployment**
- Managed Service
- Application
- Scalability

**Connectivity**
- Hadoop Integration
- Spark Integration
- Multi-Source Analysis
- Data Lake

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Security and Compliance - Generative AI Infrastructure**
- AI GDPR and Regulatory Compliance
- AI Role-based Access Control
- AI Data Encryption

**Application Development - Large Language Model Operationalization (LLMOps) **
- SDK & API Integrations

**Integration - AI Agent Builders**
- Workflow Automation
- API Usage
- Platform Interoperability
- CRM Data Integration

**Agentic AI - Analytics Platforms**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making

**Self Service **
- Calculated Fields
- Data Column Filtering
- Data Discovery
- Search
- Collaboration / Workflow
- Automodeling

**Operations**
- Data Visualization
- Data Workflow
- Governed Discovery
- Embedded Analytics
- Notebooks

**Generative AI**
- AI Text Generation
- AI Text Summarization

**Generative AI**
- AI Text Generation
- AI Text Summarization
- AI Text-to-Image

**Usability and Support - Generative AI Infrastructure**
- AI Documentation Quality
- AI Community Activity

**Model Deployment - Large Language Model Operationalization (LLMOps) **
- One-Click Deployment
- Scalability Management

**Deployment & Integration - Analytics Platforms**
- No-code Dashboard Builder
- Report Scheduling and Automation
- Embedded Analytics and White-labeling
- Data Source Connectivity

**Advanced Analytics**
- Predictive Analytics
- Data Visualization
- Big Data Services

**Guardrails - Large Language Model Operationalization (LLMOps)**
- Content Moderation Rules
- Policy Compliance Checker

**Agentic AI - Data Science and Machine Learning Platforms**
- Autonomous Task Execution
- Multi-step Planning
- Cross-system Integration
- Adaptive Learning
- Natural Language Interaction
- Proactive Assistance
- Decision Making

**Performance & Scalability - Analytics Platforms**
- Large data handling and Query Speed
- Concurrent User Support

**Model Monitoring - Large Language Model Operationalization (LLMOps)**
- Drift Detection Alerts
- Real-Time Performance Metrics

**Advanced Analytics & Modeling - Analytics Platforms**
- Data Modeling and Governance
- Notebook and Script Integration
- Built-in Predictive and Statistical Models

**Security - Large Language Model Operationalization (LLMOps)**
- Data Encryption Tools
- Access Control Management

**Agentic AI Capabilities - Analytics Platforms**
- Auto-generated Insights and Narratives
- Natural Language Queries
- Proactive KPI Monitoring and Alerts
- AI Agents for Analytical Follow-ups

**Gateways & Routers - Large Language Model Operationalization (LLMOps)**
- Request Routing Optimization

**Personalized Intelligence - Analytics Platforms**
- Behavioral Learning for Contextual Query Refinement
- Role-based Insight Personalization
- Conversational and Prompt-based Analytics

**Building Reports**
- Data Transformation
- Data Modeling
- WYSIWYG Report Design
- Integration APIs

**Platform**
- Customization 
- User, Role, and Access Management
- Internationalization
- Sandbox / Test Environments
- Performance and Reliability
- Breadth of Partner Applications

## Top Dataiku Alternatives
  - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) - 4.3/5.0 (653 reviews)
  - [Alteryx](https://www.g2.com/products/alteryx/reviews) - 4.6/5.0 (846 reviews)
  - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) - 4.6/5.0 (494 reviews)

