# Dataiku vs dbt 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 has been highlighted as a significant advantage for those looking to quickly prototype and develop their MVPs, making the platform feel intuitive and efficient.
- **Users say** that dbt stands out for its ease of setup and daily usability, with many finding it straightforward to integrate into their existing workflows. Reviewers appreciate how dbt provides structure to data work, facilitating teamwork and ensuring that data transformations are reliable and accurate.
- **According to verified reviews** , Dataiku has a higher overall satisfaction score, indicating that users generally feel more positive about their experience with the platform. This is reflected in feedback praising its capabilities for learning and integrating AI into tech spaces, which is a key focus for many organizations today.
- **Reviewers mention** that while dbt is highly regarded for its data transformation capabilities, some users have noted that it may not be as visually intuitive as Dataiku. This could be a consideration for teams that prioritize a more graphical approach to data management.
- **Users highlight** that Dataiku's strong support quality contributes to a positive user experience, with many feeling that the platform has been a good partner in their business endeavors. This level of support can be crucial for organizations looking to implement complex data solutions.
- **G2 reviewers indicate** that while both platforms have their strengths, dbt's focus on automation and version control tools is particularly beneficial for teams that require rigorous data governance. This feature helps users trust their data and ensures that KPIs are accurately represented, which is essential for data-driven decision-making.



| | Dataiku | dbt | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.7 out of 5 | 
| **Total Reviews** | 198 | 206 | 
| **Largest Market Segment** | Enterprise (61.4% of reviews) | Mid-Market (56.7% of reviews) | 
| **Entry Level Price** | Free 3 Users | No pricing available | 

---
## Top Pros & Cons

### Dataiku

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

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

### dbt

Pros:
- Ease of Use (38 reviews)
- Features (22 reviews)

Cons:
- Limited Functionality (14 reviews)
- Dependency Issues (12 reviews)

---
## Ratings Comparison
| Rating | Dataiku | dbt | 
|---|---|---|
  | **Meets Requirements** | 8.7 (177 reviews) | 9.2 (152 reviews) | 
  | **Ease of Use** | 8.7 (176 reviews) | 9.0 (154 reviews) | 
  | **Ease of Setup** | 8.1 (137 reviews) | 8.6 (93 reviews) | 
  | **Ease of Admin** | 8.0 (61 reviews) | 8.5 (59 reviews) | 
  | **Quality of Support** | 8.5 (161 reviews) | 8.8 (123 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (61 reviews) | 8.6 (53 reviews) | 
  | **Product Direction (% positive)** | 9.0 (173 reviews) | 9.6 (138 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

### dbt

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

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

#### Reports

| Feature | Dataiku | dbt | 
|---|---|---|
| **Reports Interface** | 7.8 (76 reviews) | Not enough data | 
| **Steps to Answer** | 7.7 (75 reviews) | Not enough data | 
| **Graphs and Charts** | 7.5 (76 reviews) | Not enough data | 
| **Score Cards** | 7.5 (74 reviews) | Not enough data | 
| **Dashboards** | 7.6 (76 reviews) | Not enough data | 

#### Self Service 

| Feature | Dataiku | dbt | 
|---|---|---|
| **Calculated Fields** | 8.2 (76 reviews) | Not enough data | 
| **Data Column Filtering** | 8.6 (75 reviews) | Not enough data | 
| **Data Discovery** | 8.4 (75 reviews) | Not enough data | 
| **Search** | 7.9 (74 reviews) | Not enough data | 
| **Collaboration / Workflow** | 8.7 (74 reviews) | Not enough data | 
| **Automodeling** | 8.1 (74 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Dataiku | dbt | 
|---|---|---|
| **Predictive Analytics** | 8.4 (74 reviews) | Not enough data | 
| **Data Visualization** | 7.8 (76 reviews) | Not enough data | 
| **Big Data Services** | 8.0 (74 reviews) | Not enough data | 

#### Building Reports

| Feature | Dataiku | dbt | 
|---|---|---|
| **Data Transformation** | 8.5 (92 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (89 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (85 reviews) | Not enough data | 
| **Integration APIs** | 8.1 (89 reviews) | Not enough data | 

#### Platform

| Feature | Dataiku | dbt | 
|---|---|---|
| **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 | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.1/10 | 99 |
| **dbt** | N/A | N/A |

#### Reports

| Feature | Dataiku | dbt | 
|---|---|---|
| **Reports Interface** | 7.8 (76 reviews) | Not enough data | 
| **Steps to Answer** | 7.7 (75 reviews) | Not enough data | 
| **Graphs and Charts** | 7.5 (76 reviews) | Not enough data | 
| **Score Cards** | 7.5 (74 reviews) | Not enough data | 
| **Dashboards** | 7.6 (76 reviews) | Not enough data | 

#### Data Preparation

| Feature | Dataiku | dbt | 
|---|---|---|
| **Connectors** | 8.7 (65 reviews) | Not enough data | 
| **Data Governance** | 8.2 (63 reviews) | Not enough data | 

#### Data Modeling and Blending

| Feature | Dataiku | dbt | 
|---|---|---|
| **Data Querying** | 8.6 (62 reviews) | Not enough data | 
| **Data Filtering** | 8.6 (62 reviews) | Not enough data | 
| **Data Blending** | 8.7 (62 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI Text Generation** | 7.9 (51 reviews) | Not enough data | 
| **AI Text Summarization** | 8.0 (50 reviews) | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Dataiku | dbt | 
|---|---|---|
| **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 | dbt | 
|---|---|---|
| **Calculated Fields** | 8.2 (76 reviews) | Not enough data | 
| **Data Column Filtering** | 8.6 (75 reviews) | Not enough data | 
| **Data Discovery** | 8.4 (75 reviews) | Not enough data | 
| **Search** | 7.9 (74 reviews) | Not enough data | 
| **Collaboration / Workflow** | 8.7 (74 reviews) | Not enough data | 
| **Automodeling** | 8.1 (74 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Dataiku | dbt | 
|---|---|---|
| **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 | dbt | 
|---|---|---|
| **Predictive Analytics** | 8.4 (74 reviews) | Not enough data | 
| **Data Visualization** | 7.8 (76 reviews) | Not enough data | 
| **Big Data Services** | 8.0 (74 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Dataiku | dbt | 
|---|---|---|
| **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 | dbt | 
|---|---|---|
| **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 | dbt | 
|---|---|---|
| **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 | dbt | 
|---|---|---|
| **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 | dbt | 
|---|---|---|
| **Data Transformation** | 8.5 (92 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (89 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (85 reviews) | Not enough data | 
| **Integration APIs** | 8.1 (89 reviews) | Not enough data | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **dbt** | 8.7/10 | 58 |

#### Data Source Access

| Feature | Dataiku | dbt | 
|---|---|---|
| **Breadth of Data Sources** | Not enough data | 8.8 (47 reviews) | 
| **Ease of Data Connectivity** | Not enough data | 9.2 (51 reviews) | 
| **API Connectivity** | Not enough data | 8.6 (42 reviews) | 

#### Data Interaction

| Feature | Dataiku | dbt | 
|---|---|---|
| **Profiling and Classification** | Not enough data | 8.3 (41 reviews) | 
| **Metadata Management** | Not enough data | 8.6 (45 reviews) | 
| **Data Modeling** | Not enough data | 9.0 (51 reviews) | 
| **Data Joining** | Not enough data | 9.1 (49 reviews) | 
| **Data Blending** | Not enough data | 9.1 (43 reviews) | 
| **Data Quality and Cleansing** | Not enough data | 9.4 (49 reviews) | 
| **Data Sharing** | Not enough data | 8.7 (48 reviews) | 
| **Data Governance** | Not enough data | 8.7 (46 reviews) | 

#### Data Exporting

| Feature | Dataiku | dbt | 
|---|---|---|
| **Breadth of Integrations** | Not enough data | 8.5 (42 reviews) | 
| **Ease of Integrations** | Not enough data | 8.7 (45 reviews) | 
| **Data Workflows** | Not enough data | 9.1 (46 reviews) | 

#### Generative AI

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI Text Generation** | Not enough data | 6.5 (27 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **dbt** | 9.1/10 | 49 |

#### Management

| Feature | Dataiku | dbt | 
|---|---|---|
| **Reporting** | Not enough data | Feature Not Available | 
| **Auditing** | Not enough data | 8.3 (39 reviews) | 

#### Functionality

| Feature | Dataiku | dbt | 
|---|---|---|
| **Extraction** | Not enough data | Feature Not Available | 
| **Transformation** | Not enough data | 9.3 (47 reviews) | 
| **Loading** | Not enough data | Feature Not Available | 
| **Automation** | Not enough data | 9.4 (42 reviews) | 
| **Scalability** | Not enough data | 9.2 (39 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.4/10 | 15 |
| **dbt** | N/A | N/A |

#### Deployment

| Feature | Dataiku | dbt | 
|---|---|---|
| **Language Flexibility** | 8.1 (15 reviews) | Not enough data | 
| **Framework Flexibility** | 8.7 (15 reviews) | Not enough data | 
| **Versioning** | 8.6 (15 reviews) | Not enough data | 
| **Ease of Deployment** | 8.9 (15 reviews) | Not enough data | 
| **Scalability** | 9.0 (15 reviews) | Not enough data | 

#### Deployment

| Feature | Dataiku | dbt | 
|---|---|---|
| **Language Flexibility** | 7.8 (12 reviews) | Not enough data | 
| **Framework Flexibility** | 8.5 (13 reviews) | Not enough data | 
| **Versioning** | 8.5 (13 reviews) | Not enough data | 
| **Ease of Deployment** | 8.8 (13 reviews) | Not enough data | 
| **Scalability** | 8.8 (13 reviews) | Not enough data | 

#### Management

| Feature | Dataiku | dbt | 
|---|---|---|
| **Cataloging** | 7.6 (13 reviews) | Not enough data | 
| **Monitoring** | 8.5 (13 reviews) | Not enough data | 
| **Governing** | 8.3 (13 reviews) | Not enough data | 
| **Model Registry** | 7.8 (13 reviews) | Not enough data | 

#### Operations

| Feature | Dataiku | dbt | 
|---|---|---|
| **Metrics** | 8.5 (13 reviews) | Not enough data | 
| **Infrastructure management** | 8.3 (13 reviews) | Not enough data | 
| **Collaboration** | 8.8 (13 reviews) | Not enough data | 

#### Management

| Feature | Dataiku | dbt | 
|---|---|---|
| **Cataloging** | 7.5 (12 reviews) | Not enough data | 
| **Monitoring** | 8.5 (13 reviews) | Not enough data | 
| **Governing** | 7.9 (13 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI Text Generation** | 8.3 (6 reviews) | Not enough data | 
| **AI Text Summarization** | 8.3 (6 reviews) | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.2/10 | 89 |
| **dbt** | N/A | N/A |

#### System

| Feature | Dataiku | dbt | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.6 (75 reviews) | Not enough data | 

#### Model Development

| Feature | Dataiku | dbt | 
|---|---|---|
| **Language Support** | 8.4 (78 reviews) | Not enough data | 
| **Drag and Drop** | 8.8 (78 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 8.6 (78 reviews) | Not enough data | 
| **Model Training** | 8.5 (77 reviews) | Not enough data | 

#### Model Development

| Feature | Dataiku | dbt | 
|---|---|---|
| **Feature Engineering** | 8.5 (78 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Dataiku | dbt | 
|---|---|---|
| **Computer Vision** | 8.0 (74 reviews) | Not enough data | 
| **Natural Language Processing** | 8.1 (74 reviews) | Not enough data | 
| **Natural Language Generation** | 7.9 (73 reviews) | Not enough data | 
| **Artificial Neural Networks** | 7.9 (72 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Dataiku | dbt | 
|---|---|---|
| **Natural Language Understanding** | 7.7 (68 reviews) | Not enough data | 
| **Deep Learning** | 8.0 (70 reviews) | Not enough data | 

#### Deployment

| Feature | Dataiku | dbt | 
|---|---|---|
| **Managed Service** | 8.1 (74 reviews) | Not enough data | 
| **Application** | 8.2 (77 reviews) | Not enough data | 
| **Scalability** | 8.3 (76 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI Text Generation** | 8.1 (60 reviews) | Not enough data | 
| **AI Text Summarization** | 8.0 (60 reviews) | Not enough data | 
| **AI Text-to-Image** | 7.7 (59 reviews) | Not enough data | 

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

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

#### Responses

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

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **dbt** | 8.2/10 | 68 |

#### Data Management

| Feature | Dataiku | dbt | 
|---|---|---|
| **Data Integration** | Not enough data | 9.3 (54 reviews) | 
| **Metadata** | Not enough data | 9.1 (53 reviews) | 
| **Self-service** | Not enough data | 9.1 (51 reviews) | 
| **Automated workflows** | Not enough data | 9.3 (51 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Dataiku | dbt | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 7.5 (8 reviews) | 
| **Multi-step Planning** | Not enough data | 7.4 (7 reviews) | 
| **Cross-system Integration** | Not enough data | 8.3 (10 reviews) | 
| **Adaptive Learning** | Not enough data | 8.1 (9 reviews) | 
| **Decision Making** | Not enough data | 8.5 (9 reviews) | 

#### Analytics

| Feature | Dataiku | dbt | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 8.8 (49 reviews) | 
| **Dasboard visualizations** | Not enough data | 7.3 (34 reviews) | 

#### Monitoring and Management

| Feature | Dataiku | dbt | 
|---|---|---|
| **Data Observability** | Not enough data | 8.7 (43 reviews) | 
| **Testing capabilities** | Not enough data | 8.9 (52 reviews) | 

#### Cloud Deployment

| Feature | Dataiku | dbt | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 8.7 (37 reviews) | 
| **Cloud migration capabilities** | Not enough data | 8.8 (29 reviews) | 

#### Generative AI

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI Text Generation** | Not enough data | 5.7 (12 reviews) | 
| **AI Text Summarization** | Not enough data | 6.0 (12 reviews) | 

### Data Warehouse Automation

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **dbt** | 8.7/10 | 42 |

#### Automation

| Feature | Dataiku | dbt | 
|---|---|---|
| **Workflow Automation** | Not enough data | 8.8 (35 reviews) | 
| **Multi-platform support** | Not enough data | 8.3 (32 reviews) | 
| **Data Management** | Not enough data | 8.6 (35 reviews) | 
| **Data Simplicity** | Not enough data | Feature Not Available | 

#### Functionality

| Feature | Dataiku | dbt | 
|---|---|---|
| **Documentation management** | Not enough data | 8.6 (34 reviews) | 
| **Platform support** | Not enough data | 8.6 (34 reviews) | 
| **Template functionality** | Not enough data | 8.4 (34 reviews) | 

#### Administration

| Feature | Dataiku | dbt | 
|---|---|---|
| **Error Alerts** | Not enough data | 8.5 (38 reviews) | 
| **Service Automation** | Not enough data | 8.9 (34 reviews) | 
| **Workflow management** | Not enough data | 9.2 (36 reviews) | 

#### Agentic AI - Data Warehouse Automation

| Feature | Dataiku | dbt | 
|---|---|---|
| **Proactive Assistance** | Not enough data | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 7.3/10 | 26 |
| **dbt** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI High Availability** | 7.9 (17 reviews) | Not enough data | 
| **AI Model Training Scalability** | 7.5 (18 reviews) | Not enough data | 
| **AI Inference Speed** | 7.2 (16 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI Cost per API Call** | 6.8 (16 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 7.3 (8 reviews) | Not enough data | 
| **AI Energy Efficiency** | 7.9 (8 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI Multi-cloud Support** | 7.3 (16 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 7.7 (18 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 7.2 (15 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 7.1 (15 reviews) | Not enough data | 
| **AI Role-based Access Control** | 7.2 (15 reviews) | Not enough data | 
| **AI Data Encryption** | 7.6 (15 reviews) | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI Documentation Quality** | 6.9 (18 reviews) | Not enough data | 
| **AI Community Activity** | 6.9 (15 reviews) | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.2/10 | 29 |
| **dbt** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Dataiku | dbt | 
|---|---|---|
| **Integration** | 8.7 (26 reviews) | Not enough data | 

#### Learning - Machine Learning

| Feature | Dataiku | dbt | 
|---|---|---|
| **Training Data** | 8.3 (27 reviews) | Not enough data | 
| **Actionable Insights** | 7.9 (28 reviews) | Not enough data | 
| **Algorithm** | 8.0 (28 reviews) | Not enough data | 

### Large Language Model Operationalization (LLMOps)

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 7.5/10 | 11 |
| **dbt** | N/A | N/A |

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

| Feature | Dataiku | dbt | 
|---|---|---|
| **Prompt Optimization Tools** | 8.3 (11 reviews) | Not enough data | 
| **Template Library** | 7.9 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | dbt | 
|---|---|---|
| **Batch Processing Support** | 7.1 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | dbt | 
|---|---|---|
| **Model Comparison Dashboard** | 7.7 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | dbt | 
|---|---|---|
| **Fine-Tuning Interface** | 7.6 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | dbt | 
|---|---|---|
| **SDK & API Integrations** | 7.9 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | dbt | 
|---|---|---|
| **One-Click Deployment** | 8.5 (11 reviews) | Not enough data | 
| **Scalability Management** | 7.7 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | dbt | 
|---|---|---|
| **Content Moderation Rules** | 6.8 (11 reviews) | Not enough data | 
| **Policy Compliance Checker** | 6.7 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | dbt | 
|---|---|---|
| **Drift Detection Alerts** | 7.3 (11 reviews) | Not enough data | 
| **Real-Time Performance Metrics** | 7.4 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | dbt | 
|---|---|---|
| **Data Encryption Tools** | 7.6 (11 reviews) | Not enough data | 
| **Access Control Management** | 7.4 (11 reviews) | Not enough data | 

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

| Feature | Dataiku | dbt | 
|---|---|---|
| **Request Routing Optimization** | 7.1 (11 reviews) | Not enough data | 

### AWS Marketplace

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

#### Agentic AI - AWS Marketplace

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

#### Workflow Design & Integration - AI Orchestration

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

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

| Feature | Dataiku | dbt | 
|---|---|---|
| **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 | dbt | 
|---|---|---|
| **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 | 

### Semantic Layer Tools

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

#### Deployment & Integration - Semantic Layer Tools

| Feature | Dataiku | dbt | 
|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | Not enough data | Not enough data | 
| **Open API & SDK Integration** | Not enough data | Not enough data | 

#### Data Connectivity & Federation - Semantic Layer Tools

| Feature | Dataiku | dbt | 
|---|---|---|
| **Cross-Source Query Federation** | Not enough data | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | Not enough data | Not enough data | 

#### Data Modeling & Metrics - Semantic Layer Tools

| Feature | Dataiku | dbt | 
|---|---|---|
| **Derived & Calculated Metrics** | Not enough data | Not enough data | 
| **Time Intelligence Functions** | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | Dataiku | dbt | 
|---|---|---|
| **Query Caching & Acceleration** | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI Governance & Observability** | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | Not enough data | Not enough data | 
| **Version Control & Change Impact Analysis** | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | Dataiku | dbt | 
|---|---|---|
| **Natural Language Query Interface** | Not enough data | Not enough data | 
| **Semantic Layer for AI/ML Models** | Not enough data | Not enough data | 
| **Recommendation Engine** | Not enough data | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | Dataiku | dbt | 
|---|---|---|
| **Agentic Query Orchestration** | Not enough data | Not enough data | 
| **Contextual Reasoning Layer** | Not enough data | Not enough data | 
| **Workflow Automation via Semantic Agents** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.3/10 | 39 |
| **dbt** | N/A | N/A |

#### Statistical Tool

| Feature | Dataiku | dbt | 
|---|---|---|
| **Scripting** | 8.2 (35 reviews) | Not enough data | 
| **Data Mining** | 8.5 (35 reviews) | Not enough data | 
| **Algorithms** | 8.0 (35 reviews) | Not enough data | 

#### Data Analysis

| Feature | Dataiku | dbt | 
|---|---|---|
| **Analysis** | 8.5 (37 reviews) | Not enough data | 
| **Data Interaction** | 8.8 (37 reviews) | Not enough data | 

#### Decision Making

| Feature | Dataiku | dbt | 
|---|---|---|
| **Modeling** | 8.6 (35 reviews) | Not enough data | 
| **Data Visualizations** | 7.9 (36 reviews) | Not enough data | 
| **Report Generation** | 7.8 (35 reviews) | Not enough data | 
| **Data Unification** | 8.6 (36 reviews) | Not enough data | 

#### Generative AI

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI Text Generation** | 8.6 (20 reviews) | Not enough data | 
| **AI Text Summarization** | 8.3 (20 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.7/10 | 47 |
| **dbt** | 8.8/10 | 42 |

#### Data Transformation

| Feature | Dataiku | dbt | 
|---|---|---|
| **Real-Time Analytics** | 8.5 (44 reviews) | 8.5 (32 reviews) | 
| **Data Querying** | 9.2 (39 reviews) | 9.4 (39 reviews) | 

#### Connectivity

| Feature | Dataiku | dbt | 
|---|---|---|
| **Hadoop Integration** | 8.2 (38 reviews) | 8.4 (27 reviews) | 
| **Spark Integration** | 8.3 (40 reviews) | 8.6 (28 reviews) | 
| **Multi-Source Analysis** | 8.7 (41 reviews) | 8.5 (34 reviews) | 
| **Data Lake** | 8.9 (44 reviews) | 8.9 (31 reviews) | 

#### Operations

| Feature | Dataiku | dbt | 
|---|---|---|
| **Data Visualization** | 8.1 (42 reviews) | Feature Not Available | 
| **Data Workflow** | 9.1 (41 reviews) | 9.3 (38 reviews) | 
| **Governed Discovery** | 8.7 (40 reviews) | 8.6 (30 reviews) | 
| **Embedded Analytics** | 8.6 (40 reviews) | 8.7 (30 reviews) | 
| **Notebooks** | 8.9 (35 reviews) | 8.6 (30 reviews) | 

### AI Agents

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

#### Agentic AI - AI Agents

| Feature | Dataiku | dbt | 
|---|---|---|
| **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 | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | N/A | N/A |
| **dbt** | 8.4/10 | 52 |

#### Functionality

| Feature | Dataiku | dbt | 
|---|---|---|
| **Identification** | Not enough data | 8.7 (40 reviews) | 
| **Correction** | Not enough data | 8.4 (37 reviews) | 
| **Normalization** | Not enough data | 8.7 (41 reviews) | 
| **Preventative Cleaning** | Not enough data | 8.2 (39 reviews) | 
| **Data Matching** | Not enough data | 8.4 (39 reviews) | 

#### Management

| Feature | Dataiku | dbt | 
|---|---|---|
| **Reporting** | Not enough data | 8.5 (41 reviews) | 
| **Automation** | Not enough data | 9.3 (43 reviews) | 
| **Quality Audits** | Not enough data | 8.9 (37 reviews) | 
| **Dashboard** | Not enough data | 8.1 (39 reviews) | 
| **Governance** | Not enough data | 8.4 (42 reviews) | 

#### Generative AI

| Feature | Dataiku | dbt | 
|---|---|---|
| **AI Text Generation** | Not enough data | 6.2 (19 reviews) | 
| **AI Text Summarization** | Not enough data | 6.6 (19 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Dataiku** | 8.7/10 | 94 |
| **dbt** | N/A | N/A |

#### Building Reports

| Feature | Dataiku | dbt | 
|---|---|---|
| **Data Transformation** | 8.5 (92 reviews) | Not enough data | 
| **Data Modeling** | 8.6 (89 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 7.7 (85 reviews) | Not enough data | 
| **Integration APIs** | 8.1 (89 reviews) | Not enough data | 

#### Platform

| Feature | Dataiku | dbt | 
|---|---|---|
| **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):** [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics)

**Unique to Dataiku (11):** [ 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), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [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)

**Unique to dbt (7):** [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [Data Quality Tools](https://www.g2.com/categories/data-quality), [ETL Tools](https://www.g2.com/categories/etl-tools), [Data Warehouse Automation Software](https://www.g2.com/categories/data-warehouse-automation), [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | Dataiku | dbt | 
|---|---|---|
| **Small-Business** | 18.5% | 27.1% | 
| **Mid-Market** | 20.1% | 56.7% | 
| **Enterprise** | 61.4% | 16.3% | 

### By Industry

#### Dataiku

- **Financial Services:** 14.8%
- **Pharmaceuticals:** 7.7%
- **Manufacturing:** 5.5%
- **Consulting:** 5.5%
- **Retail:** 5.5%
- **Information Technology and Services:** 4.9%
- **Insurance:** 4.9%
- **Banking:** 4.4%
- **Oil & Energy:** 4.4%
- **Airlines/Aviation:** 3.3%
- **Other:** 39.0%

#### dbt

- **Information Technology and Services:** 19.4%
- **Computer Software:** 16.9%
- **Financial Services:** 10.0%
- **Retail:** 5.0%
- **Marketing and Advertising:** 4.5%
- **Consumer Services:** 3.0%
- **Hospital & Health Care:** 3.0%
- **Insurance:** 2.5%
- **Automotive:** 2.0%
- **Telecommunications:** 2.0%
- **Other:** 31.8%

---
## Alternatives

### Alternatives to Dataiku

- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (656 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 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 (3650 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 reviews)
- [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.3/5 stars (54 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 (798 reviews)

### Alternatives to dbt

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (769 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (809 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1235 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (397 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (745 reviews)
- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) — 4.6/5 stars (100 reviews)
- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (517 reviews)
- [Matillion](https://www.g2.com/products/matillion-2023-06-26/reviews) — 4.4/5 stars (84 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 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..."

### dbt

- Title: [What is DBT data Modelling?](https://www.g2.com/discussions/what-is-dbt-data-modelling) — 2 comments
  > **Top comment:** "dbt data modeling is not a thing. Dbt is a transformation tool that makes it easier to implement data modeling techniques like snowflake, data vault etc. "
- Title: [What is DBT technology?](https://www.g2.com/discussions/what-is-dbt-technology) — 2 comments
  > **Top comment:** "dbt is a data transformation tool that helps organize & run SQL files. The SQL files are only SELECT statements while dbt takes care of the boilerplate..."
- Title: [What is DBT tool used for?](https://www.g2.com/discussions/what-is-dbt-tool-used-for) — 2 comments
  > **Top comment:** "Data transformations. The 'T' in ELT/ELT. It lets you version-control and easily modify all your data transformations between (say) your source tables from..."
- Title: [What is DBT database tool?](https://www.g2.com/discussions/what-is-dbt-database-tool) — 1 comment
  > **Top comment:** "DBT (DataBase Transformations) uses SQL select statements, with some added magic from Jinja templating language, to model and transform data. It's a highly..."

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