# Databricks vs ILUM Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Databricks excels in providing a unified platform for data engineering, analytics, and machine learning, with features like Genie and Lakeflow Connect that streamline end-to-end data workflows. Users appreciate the intuitive notebook interface and polished SQL editor, which enhance productivity by allowing seamless switching between programming languages.
- **Users say** that ILUM stands out for its **ease of integration** with existing tools, such as Airflow and Jupyter, making it a flexible choice for teams looking to connect various systems. Reviewers highlight its modular design, which simplifies the process of working with Spark on Kubernetes, allowing for efficient data processing.
- **According to verified reviews** , Databricks has a significantly higher overall satisfaction score, reflecting its strong market presence and user base. With a wealth of recent feedback, users consistently praise its ability to provide a single source of truth and better collaboration across teams, which is crucial for large enterprises.
- **Reviewers mention** that ILUM's ability to operate on-premise within isolated environments is a major advantage for organizations with strict data security requirements. This flexibility allows users to conduct testing and UAT in a private cloud, which is a key consideration for many businesses.
- **Users highlight** that while Databricks offers robust features for data governance and analytics, some find it challenging to configure for specific workflows. This can lead to a steeper learning curve for new users, especially when compared to ILUM's more straightforward integration process.
- **G2 reviewers note** that ILUM's strong support for compliance and data governance features, such as policy management and access control, makes it a compelling choice for organizations focused on regulatory requirements. Users appreciate the comprehensive tools that help maintain data integrity and security.



| | Databricks | ILUM | 
|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.9 out of 5 | 
| **Total Reviews** | 1,334 | 23 | 
| **Largest Market Segment** | Enterprise (48.4% of reviews) | Enterprise (52.2% of reviews) | 
| **Entry Level Price** | No pricing available | Free Per Year | 

---
## Top Pros & Cons

### Databricks

Pros:
- Features (288 reviews)
- Ease of Use (278 reviews)

Cons:
- Learning Curve (112 reviews)
- Expensive (97 reviews)

### ILUM

Pros:
- Ease of Use (17 reviews)
- Features (17 reviews)

Cons:
- Complex Setup (9 reviews)
- Difficult Setup (9 reviews)

---
## Ratings Comparison
| Rating | Databricks | ILUM | 
|---|---|---|
  | **Meets Requirements** | 9.0 (657 reviews) | 9.7 (23 reviews) | 
  | **Ease of Use** | 8.8 (1001 reviews) | 9.3 (23 reviews) | 
  | **Ease of Setup** | 8.4 (850 reviews) | 9.2 (22 reviews) | 
  | **Ease of Admin** | 8.4 (193 reviews) | 9.2 (12 reviews) | 
  | **Quality of Support** | 8.8 (638 reviews) | 9.5 (22 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (197 reviews) | 9.7 (11 reviews) | 
  | **Product Direction (% positive)** | 9.6 (634 reviews) | 10.0 (23 reviews) | 

---
## Pricing

### Databricks

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### ILUM

#### Entry-Level Pricing

Plan: Community

Price: Free Per Year

Description: Your own Managed Data Lakehouse

Free Forever

Key Features:
- Cloud / Onprem / Hybrid
- Multi cluster support
- SQL / Modules / Notebooks

[Learn more about ILUM](https://www.g2.com/products/ilum-ilum/reviews)

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **ILUM** | 9.9/10 | 10 |

#### Reports

| Feature | Databricks | ILUM | 
|---|---|---|
| **Reports Interface** | 9.1 (25 reviews) | 10.0 (10 reviews) | 
| **Steps to Answer** | 8.4 (21 reviews) | 9.8 (10 reviews) | 
| **Graphs and Charts** | 9.2 (22 reviews) | 9.8 (10 reviews) | 
| **Score Cards** | 8.8 (17 reviews) | 9.8 (10 reviews) | 
| **Dashboards** | 9.2 (28 reviews) | 10.0 (10 reviews) | 

#### Self Service 

| Feature | Databricks | ILUM | 
|---|---|---|
| **Calculated Fields** | 8.7 (18 reviews) | 9.8 (10 reviews) | 
| **Data Column Filtering** | 8.9 (21 reviews) | 9.8 (10 reviews) | 
| **Data Discovery** | 9.2 (22 reviews) | 10.0 (9 reviews) | 
| **Search** | 8.7 (22 reviews) | 9.8 (10 reviews) | 
| **Collaboration / Workflow** | 9.2 (24 reviews) | 9.8 (10 reviews) | 
| **Automodeling** | 9.0 (16 reviews) | 9.7 (10 reviews) | 

#### Advanced Analytics

| Feature | Databricks | ILUM | 
|---|---|---|
| **Predictive Analytics** | 9.1 (21 reviews) | 9.5 (10 reviews) | 
| **Data Visualization** | 9.0 (22 reviews) | 10.0 (10 reviews) | 
| **Big Data Services** | 9.6 (30 reviews) | 10.0 (10 reviews) | 

#### Building Reports

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Transformation** | 9.3 (220 reviews) | 9.8 (10 reviews) | 
| **Data Modeling** | 8.9 (219 reviews) | 9.8 (10 reviews) | 
| **WYSIWYG Report Design** | 7.8 (174 reviews) | 9.5 (10 reviews) | 
| **Integration APIs** | 8.7 (223 reviews) | 10.0 (10 reviews) | 

#### Platform

| Feature | Databricks | ILUM | 
|---|---|---|
| **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 | 

### Data Visualization

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **ILUM** | 9.9/10 | 10 |

#### Reports

| Feature | Databricks | ILUM | 
|---|---|---|
| **Reports Interface** | 9.1 (25 reviews) | 10.0 (10 reviews) | 
| **Steps to Answer** | 8.4 (21 reviews) | 9.8 (10 reviews) | 
| **Graphs and Charts** | 9.2 (22 reviews) | 9.8 (10 reviews) | 
| **Score Cards** | 8.8 (17 reviews) | 9.8 (10 reviews) | 
| **Dashboards** | 9.2 (28 reviews) | 10.0 (10 reviews) | 

#### Reports

| Feature | Databricks | ILUM | 
|---|---|---|
| **Reports Interface** | Not enough data | 10.0 (9 reviews) | 
| **Share Reports** | Not enough data | 10.0 (9 reviews) | 
| **Steps to Answer** | Not enough data | 10.0 (9 reviews) | 

#### Generative AI

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.8 (9 reviews) | 
| **AI Text Summarization** | Not enough data | 9.8 (9 reviews) | 

#### Visualization

| Feature | Databricks | ILUM | 
|---|---|---|
| **Graphs and Charts** | Not enough data | 9.8 (9 reviews) | 
| **Score Cards** | Not enough data | 9.8 (9 reviews) | 
| **Dashboards** | Not enough data | 10.0 (9 reviews) | 
| **Formats** | Not enough data | 10.0 (9 reviews) | 

#### Data Updates

| Feature | Databricks | ILUM | 
|---|---|---|
| **Historical Snapshots** | Not enough data | 10.0 (9 reviews) | 
| **Real-Time Updating** | Not enough data | 10.0 (9 reviews) | 

#### Collaboration

| Feature | Databricks | ILUM | 
|---|---|---|
| **Sharing** | Not enough data | 10.0 (9 reviews) | 
| **Co-Editing** | Not enough data | 9.8 (9 reviews) | 
| **Devices** | Not enough data | 9.3 (9 reviews) | 

#### Data Updates

| Feature | Databricks | ILUM | 
|---|---|---|
| **Historical Snapshots** | Not enough data | 10.0 (9 reviews) | 
| **Real-Time Updating** | Not enough data | 10.0 (9 reviews) | 
| **Email Reports** | Not enough data | 9.6 (9 reviews) | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.3/10 | 395 |
| **ILUM** | 9.8/10 | 10 |

#### Reports

| Feature | Databricks | ILUM | 
|---|---|---|
| **Reports Interface** | 9.1 (25 reviews) | 10.0 (10 reviews) | 
| **Steps to Answer** | 8.4 (21 reviews) | 9.8 (10 reviews) | 
| **Graphs and Charts** | 9.2 (22 reviews) | 9.8 (10 reviews) | 
| **Score Cards** | 8.8 (17 reviews) | 9.8 (10 reviews) | 
| **Dashboards** | 9.2 (28 reviews) | 10.0 (10 reviews) | 

#### Data Preparation

| Feature | Databricks | ILUM | 
|---|---|---|
| **Connectors** | 9.5 (16 reviews) | 10.0 (10 reviews) | 
| **Data Governance** | 9.5 (16 reviews) | 10.0 (10 reviews) | 

#### Data Modeling and Blending

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Querying** | 9.5 (16 reviews) | 10.0 (10 reviews) | 
| **Data Filtering** | 9.3 (15 reviews) | 9.8 (10 reviews) | 
| **Data Blending** | 9.4 (17 reviews) | 9.8 (10 reviews) | 

#### Generative AI

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI Text Generation** | 9.5 (17 reviews) | 9.5 (10 reviews) | 
| **AI Text Summarization** | 9.6 (14 reviews) | 9.8 (10 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | Databricks | ILUM | 
|---|---|---|
| **Autonomous Task Execution** | 9.3 (16 reviews) | 10.0 (10 reviews) | 
| **Multi-step Planning** | 9.5 (13 reviews) | 10.0 (10 reviews) | 
| **Cross-system Integration** | 9.3 (14 reviews) | 10.0 (10 reviews) | 
| **Adaptive Learning** | 9.2 (14 reviews) | 9.8 (10 reviews) | 
| **Natural Language Interaction** | 9.2 (15 reviews) | 10.0 (10 reviews) | 
| **Proactive Assistance** | 9.9 (14 reviews) | 10.0 (10 reviews) | 
| **Decision Making** | 9.7 (13 reviews) | 9.8 (10 reviews) | 

#### Self Service 

| Feature | Databricks | ILUM | 
|---|---|---|
| **Calculated Fields** | 8.7 (18 reviews) | 9.8 (10 reviews) | 
| **Data Column Filtering** | 8.9 (21 reviews) | 9.8 (10 reviews) | 
| **Data Discovery** | 9.2 (22 reviews) | 10.0 (9 reviews) | 
| **Search** | 8.7 (22 reviews) | 9.8 (10 reviews) | 
| **Collaboration / Workflow** | 9.2 (24 reviews) | 9.8 (10 reviews) | 
| **Automodeling** | 9.0 (16 reviews) | 9.7 (10 reviews) | 

#### Deployment & Integration - Analytics Platforms

| Feature | Databricks | ILUM | 
|---|---|---|
| **No-code Dashboard Builder** | 9.0 (16 reviews) | 9.5 (10 reviews) | 
| **Report Scheduling and Automation** | 9.6 (16 reviews) | 10.0 (10 reviews) | 
| **Embedded Analytics and White-labeling** | 9.4 (14 reviews) | 9.7 (10 reviews) | 
| **Data Source Connectivity** | 9.7 (15 reviews) | 10.0 (10 reviews) | 

#### Advanced Analytics

| Feature | Databricks | ILUM | 
|---|---|---|
| **Predictive Analytics** | 9.1 (21 reviews) | 9.5 (10 reviews) | 
| **Data Visualization** | 9.0 (22 reviews) | 10.0 (10 reviews) | 
| **Big Data Services** | 9.6 (30 reviews) | 10.0 (10 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | Databricks | ILUM | 
|---|---|---|
| **Large data handling and Query Speed** | 9.6 (20 reviews) | 9.8 (10 reviews) | 
| **Concurrent User Support** | 9.9 (12 reviews) | 10.0 (10 reviews) | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Modeling and Governance** | 9.5 (17 reviews) | 10.0 (10 reviews) | 
| **Notebook and Script Integration** | 9.0 (17 reviews) | 10.0 (10 reviews) | 
| **Built-in Predictive and Statistical Models** | 9.3 (14 reviews) | 9.7 (10 reviews) | 

#### Agentic AI Capabilities - Analytics Platforms

| Feature | Databricks | ILUM | 
|---|---|---|
| **Auto-generated Insights and Narratives** | 9.2 (15 reviews) | 9.7 (10 reviews) | 
| **Natural Language Queries** | 9.5 (18 reviews) | 10.0 (10 reviews) | 
| **Proactive KPI Monitoring and Alerts** | 9.5 (14 reviews) | 9.8 (10 reviews) | 
| **AI Agents for Analytical Follow-ups** | 9.3 (16 reviews) | 10.0 (10 reviews) | 

#### Personalized Intelligence - Analytics Platforms

| Feature | Databricks | ILUM | 
|---|---|---|
| **Behavioral Learning for Contextual Query Refinement** | 9.5 (14 reviews) | 9.5 (10 reviews) | 
| **Role-based Insight Personalization** | 8.9 (16 reviews) | 9.7 (10 reviews) | 
| **Conversational and Prompt-based Analytics** | 9.2 (15 reviews) | 9.8 (10 reviews) | 

#### Building Reports

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Transformation** | 9.3 (220 reviews) | 9.8 (10 reviews) | 
| **Data Modeling** | 8.9 (219 reviews) | 9.8 (10 reviews) | 
| **WYSIWYG Report Design** | 7.8 (174 reviews) | 9.5 (10 reviews) | 
| **Integration APIs** | 8.7 (223 reviews) | 10.0 (10 reviews) | 

### AI Chatbots

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **ILUM** | 9.9/10 | 8 |

#### Core Conversational Capabilities - AI Chatbots

| Feature | Databricks | ILUM | 
|---|---|---|
| **Controlled LLM Response Generation** | Not enough data | 10.0 (8 reviews) | 
| **Context Maintenance Within Sessions** | Not enough data | 9.8 (8 reviews) | 
| **Natural Language Understanding & Intent Inference** | Not enough data | 10.0 (8 reviews) | 

#### Data

| Feature | Databricks | ILUM | 
|---|---|---|
| **Reliability** | Not enough data | 10.0 (8 reviews) | 
| **Data Security** | Not enough data | 10.0 (8 reviews) | 

#### Interaction

| Feature | Databricks | ILUM | 
|---|---|---|
| **Complex Query Handling** | Not enough data | 10.0 (8 reviews) | 
| **Natural Conversation** | Not enough data | 10.0 (8 reviews) | 
| **Understanding** | Not enough data | 10.0 (8 reviews) | 
| **Context Management** | Not enough data | 10.0 (8 reviews) | 
| **Customizability** | Not enough data | 9.8 (8 reviews) | 

#### Task & Flow Management - AI Chatbots

| Feature | Databricks | ILUM | 
|---|---|---|
| **Scripted Dialogue & Decision Tree Support** | Not enough data | 9.8 (8 reviews) | 
| **Fallback Responses for Unknown Queries** | Not enough data | 9.8 (8 reviews) | 

#### Learning

| Feature | Databricks | ILUM | 
|---|---|---|
| **User Interaction Learning** | Not enough data | 10.0 (8 reviews) | 
| **Error Learning** | Not enough data | 10.0 (8 reviews) | 

#### Deployment & Embedding - AI Chatbots

| Feature | Databricks | ILUM | 
|---|---|---|
| **API Access for Business System Integration** | Not enough data | 9.8 (8 reviews) | 
| **Web Widget & SDK Embedding** | Not enough data | 10.0 (8 reviews) | 

#### Content Generation

| Feature | Databricks | ILUM | 
|---|---|---|
| **Creativity** | Not enough data | 10.0 (8 reviews) | 
| **Content Accuracy** | Not enough data | 9.8 (8 reviews) | 

#### Admin & Configuration - AI Chatbots

| Feature | Databricks | ILUM | 
|---|---|---|
| **No-Code Conversation Design** | Not enough data | 10.0 (8 reviews) | 

#### System

| Feature | Databricks | ILUM | 
|---|---|---|
| **API Flexibility** | Not enough data | 10.0 (8 reviews) | 
| **Update Frequency and Utility** | Not enough data | 10.0 (8 reviews) | 
| **Cross-Platform Compatibility	** | Not enough data | 10.0 (8 reviews) | 
| **Software Integration** | Not enough data | 10.0 (8 reviews) | 

#### Agentic AI - AI Chatbots

| Feature | Databricks | ILUM | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 10.0 (8 reviews) | 
| **Multi-step Planning** | Not enough data | 10.0 (8 reviews) | 
| **Cross-system Integration** | Not enough data | 10.0 (8 reviews) | 
| **Adaptive Learning** | Not enough data | 10.0 (8 reviews) | 
| **Natural Language Interaction** | Not enough data | 10.0 (8 reviews) | 
| **Proactive Assistance** | Not enough data | 10.0 (8 reviews) | 
| **Decision Making** | Not enough data | 9.8 (8 reviews) | 

#### Monitoring & Improvement - AI Chatbots

| Feature | Databricks | ILUM | 
|---|---|---|
| **Feedback-Driven Response Optimization** | Not enough data | 9.2 (8 reviews) | 

#### Reliability & Safety - AI Chatbots

| Feature | Databricks | ILUM | 
|---|---|---|
| **Guardrails & Content Controls** | Not enough data | 9.6 (8 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 142 |
| **ILUM** | 10.0/10 | 9 |

#### Administration

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Modelling** | 8.9 (106 reviews) | 10.0 (9 reviews) | 
| **Recommendations** | 8.7 (97 reviews) | 10.0 (9 reviews) | 
| **Workflow Management** | 9.0 (101 reviews) | 10.0 (9 reviews) | 
| **Dashboards and Visualizations** | 8.8 (105 reviews) | 10.0 (9 reviews) | 

#### Management

| Feature | Databricks | ILUM | 
|---|---|---|
| **Business Glossary** | 8.5 (91 reviews) | 9.8 (9 reviews) | 
| **Data Discovery** | 8.7 (92 reviews) | 10.0 (9 reviews) | 
| **Data Profililng** | 8.7 (92 reviews) | 10.0 (9 reviews) | 
| **Reporting and Visualization** | 8.6 (91 reviews) | 10.0 (9 reviews) | 
| **Data Lineage** | 8.8 (91 reviews) | 10.0 (9 reviews) | 

#### Compliance

| Feature | Databricks | ILUM | 
|---|---|---|
| **Sensitive Data Compliance** | 8.9 (103 reviews) | 10.0 (9 reviews) | 
| **Training and Guidelines** | 8.7 (98 reviews) | 9.8 (8 reviews) | 
| **Policy Enforcement** | 9.0 (103 reviews) | 10.0 (9 reviews) | 
| **Compliance Monitoring** | 8.8 (99 reviews) | 10.0 (9 reviews) | 

#### Security

| Feature | Databricks | ILUM | 
|---|---|---|
| **Access Control** | 9.1 (96 reviews) | 10.0 (9 reviews) | 
| **Roles Management** | 8.9 (90 reviews) | 10.0 (9 reviews) | 
| **Compliance Management** | 8.9 (90 reviews) | 10.0 (9 reviews) | 

#### Data Quality

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Preparation** | 9.1 (100 reviews) | 10.0 (9 reviews) | 
| **Data Distribution** | 8.8 (97 reviews) | 10.0 (9 reviews) | 
| **Data Unification** | 9.1 (105 reviews) | 10.0 (9 reviews) | 

#### Maintainence

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Quality Management** | 8.8 (89 reviews) | 10.0 (9 reviews) | 
| **Policy Management** | 8.8 (88 reviews) | 10.0 (9 reviews) | 

#### Generative AI

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI Text Generation** | 8.4 (86 reviews) | 9.8 (9 reviews) | 
| **AI Text Summarization** | 8.5 (85 reviews) | 9.8 (9 reviews) | 

#### Agentic AI - Data Governance

| Feature | Databricks | ILUM | 
|---|---|---|
| **Autonomous Task Execution** | 8.9 (14 reviews) | 10.0 (9 reviews) | 
| **Multi-step Planning** | 9.1 (15 reviews) | 10.0 (9 reviews) | 
| **Cross-system Integration** | 9.0 (19 reviews) | 10.0 (9 reviews) | 
| **Adaptive Learning** | 8.9 (16 reviews) | 9.8 (8 reviews) | 
| **Natural Language Interaction** | 9.3 (16 reviews) | 9.6 (9 reviews) | 
| **Decision Making** | 9.2 (17 reviews) | 10.0 (9 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 218 |
| **ILUM** | 10.0/10 | 10 |

#### Management

| Feature | Databricks | ILUM | 
|---|---|---|
| **Reporting** | 8.7 (179 reviews) | 10.0 (10 reviews) | 
| **Auditing** | 8.5 (170 reviews) | 10.0 (10 reviews) | 

#### Functionality

| Feature | Databricks | ILUM | 
|---|---|---|
| **Extraction** | 9.1 (189 reviews) | 10.0 (10 reviews) | 
| **Transformation** | 9.3 (193 reviews) | 10.0 (10 reviews) | 
| **Loading** | 9.2 (183 reviews) | 10.0 (10 reviews) | 
| **Automation** | 9.1 (178 reviews) | 10.0 (10 reviews) | 
| **Scalability** | 9.2 (183 reviews) | 10.0 (10 reviews) | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 99 |
| **ILUM** | 9.9/10 | 10 |

#### Deployment

| Feature | Databricks | ILUM | 
|---|---|---|
| **Language Flexibility** | 9.0 (71 reviews) | 10.0 (10 reviews) | 
| **Framework Flexibility** | 9.0 (70 reviews) | 9.8 (10 reviews) | 
| **Versioning** | 9.0 (74 reviews) | 10.0 (10 reviews) | 
| **Ease of Deployment** | 9.0 (76 reviews) | 9.8 (10 reviews) | 
| **Scalability** | 9.0 (75 reviews) | 10.0 (10 reviews) | 

#### Deployment

| Feature | Databricks | ILUM | 
|---|---|---|
| **Language Flexibility** | 9.0 (68 reviews) | 9.8 (10 reviews) | 
| **Framework Flexibility** | 8.9 (69 reviews) | 9.8 (10 reviews) | 
| **Versioning** | 8.7 (74 reviews) | 10.0 (10 reviews) | 
| **Ease of Deployment** | 9.0 (75 reviews) | 9.8 (10 reviews) | 
| **Scalability** | 9.1 (73 reviews) | 10.0 (10 reviews) | 

#### Management

| Feature | Databricks | ILUM | 
|---|---|---|
| **Cataloging** | 9.1 (72 reviews) | 9.8 (10 reviews) | 
| **Monitoring** | 9.0 (72 reviews) | 10.0 (10 reviews) | 
| **Governing** | 9.3 (69 reviews) | 10.0 (10 reviews) | 
| **Model Registry** | 9.1 (76 reviews) | 10.0 (10 reviews) | 

#### Operations

| Feature | Databricks | ILUM | 
|---|---|---|
| **Metrics** | 8.9 (69 reviews) | 9.8 (10 reviews) | 
| **Infrastructure management** | 9.0 (69 reviews) | 9.3 (10 reviews) | 
| **Collaboration** | 9.1 (70 reviews) | 10.0 (10 reviews) | 

#### Management

| Feature | Databricks | ILUM | 
|---|---|---|
| **Cataloging** | 9.0 (69 reviews) | 10.0 (10 reviews) | 
| **Monitoring** | 8.8 (67 reviews) | 10.0 (10 reviews) | 
| **Governing** | 9.1 (66 reviews) | 9.8 (10 reviews) | 

#### Generative AI

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI Text Generation** | 8.7 (36 reviews) | 9.5 (10 reviews) | 
| **AI Text Summarization** | 8.6 (35 reviews) | 9.5 (10 reviews) | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 243 |
| **ILUM** | 9.9/10 | 8 |

#### System

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Ingestion & Wrangling** | 8.9 (187 reviews) | 10.0 (8 reviews) | 

#### Model Development

| Feature | Databricks | ILUM | 
|---|---|---|
| **Language Support** | 8.8 (194 reviews) | 10.0 (8 reviews) | 
| **Drag and Drop** | 8.0 (197 reviews) | 10.0 (8 reviews) | 
| **Pre-Built Algorithms** | 8.4 (193 reviews) | 10.0 (8 reviews) | 
| **Model Training** | 8.8 (204 reviews) | 9.8 (8 reviews) | 

#### Model Development

| Feature | Databricks | ILUM | 
|---|---|---|
| **Feature Engineering** | 8.5 (179 reviews) | 9.8 (8 reviews) | 

#### Machine/Deep Learning Services

| Feature | Databricks | ILUM | 
|---|---|---|
| **Computer Vision** | 8.2 (183 reviews) | 9.6 (8 reviews) | 
| **Natural Language Processing** | 8.6 (191 reviews) | 10.0 (8 reviews) | 
| **Natural Language Generation** | 8.3 (181 reviews) | 9.8 (8 reviews) | 
| **Artificial Neural Networks** | 8.2 (179 reviews) | 10.0 (8 reviews) | 

#### Machine/Deep Learning Services

| Feature | Databricks | ILUM | 
|---|---|---|
| **Natural Language Understanding** | 8.4 (166 reviews) | 10.0 (8 reviews) | 
| **Deep Learning** | 8.5 (168 reviews) | 10.0 (8 reviews) | 

#### Deployment

| Feature | Databricks | ILUM | 
|---|---|---|
| **Managed Service** | 8.6 (188 reviews) | 10.0 (8 reviews) | 
| **Application** | 8.8 (190 reviews) | 10.0 (8 reviews) | 
| **Scalability** | 9.0 (199 reviews) | 10.0 (8 reviews) | 

#### Generative AI

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI Text Generation** | 8.4 (94 reviews) | 10.0 (8 reviews) | 
| **AI Text Summarization** | 8.5 (94 reviews) | 10.0 (8 reviews) | 
| **AI Text-to-Image** | 7.8 (92 reviews) | 9.6 (8 reviews) | 

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

| Feature | Databricks | ILUM | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (16 reviews) | 10.0 (8 reviews) | 
| **Multi-step Planning** | 9.2 (14 reviews) | 10.0 (8 reviews) | 
| **Cross-system Integration** | 9.1 (16 reviews) | 9.8 (8 reviews) | 
| **Adaptive Learning** | 9.2 (14 reviews) | 9.6 (8 reviews) | 
| **Natural Language Interaction** | 9.5 (17 reviews) | 10.0 (8 reviews) | 
| **Proactive Assistance** | 9.5 (13 reviews) | 9.8 (8 reviews) | 
| **Decision Making** | 9.6 (14 reviews) | 10.0 (8 reviews) | 

### Data Fabric

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **ILUM** | 10.0/10 | 9 |

#### Data Management

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Integration** | Not enough data | 10.0 (9 reviews) | 
| **Data Discovery** | Not enough data | 10.0 (9 reviews) | 
| **Multi - Platform** | Not enough data | 10.0 (9 reviews) | 
| **Metadata** | Not enough data | 10.0 (9 reviews) | 

#### Analytics

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Analytics** | Not enough data | 10.0 (9 reviews) | 

#### Security

| Feature | Databricks | ILUM | 
|---|---|---|
| **Compliance** | Not enough data | 10.0 (9 reviews) | 
| **Governance** | Not enough data | 10.0 (9 reviews) | 
| **Data Protection** | Not enough data | 10.0 (9 reviews) | 

#### Generative AI

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI Text Generation** | Not enough data | 9.8 (9 reviews) | 
| **AI Text Summarization** | Not enough data | 9.8 (9 reviews) | 

#### Agentic AI - Data Fabric

| Feature | Databricks | ILUM | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 10.0 (9 reviews) | 
| **Multi-step Planning** | Not enough data | 10.0 (9 reviews) | 
| **Cross-system Integration** | Not enough data | 10.0 (9 reviews) | 
| **Adaptive Learning** | Not enough data | 9.8 (9 reviews) | 
| **Decision Making** | Not enough data | 10.0 (9 reviews) | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 242 |
| **ILUM** | 9.4/10 | 23 |

#### Data Management

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Integration** | 9.1 (204 reviews) ✓ Verified | 9.6 (23 reviews) | 
| **Data Compression** | 8.9 (188 reviews) ✓ Verified | 9.6 (23 reviews) | 
| **Data Quality** | 8.9 (194 reviews) ✓ Verified | 9.5 (23 reviews) | 
| **Built-In Data Analytics** | 8.8 (190 reviews) ✓ Verified | 9.5 (23 reviews) | 
| **In-Database Machine Learning** | 8.8 (176 reviews) ✓ Verified | 8.5 (22 reviews) | 
| **Data Lake Analytics** | 9.1 (180 reviews) ✓ Verified | 9.9 (23 reviews) | 

#### Integration

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI/ ML Integration** | 8.9 (190 reviews) ✓ Verified | 9.2 (22 reviews) | 
| **BI Tool Integration** | 8.8 (175 reviews) ✓ Verified | 9.6 (23 reviews) | 
| **Data lake Integration** | 9.1 (186 reviews) ✓ Verified | 10.0 (23 reviews) | 

#### Deployment

| Feature | Databricks | ILUM | 
|---|---|---|
| **On-Premise** | 8.0 (164 reviews) ✓ Verified | 9.9 (23 reviews) | 
| **Cloud** | 9.2 (187 reviews) ✓ Verified | 9.7 (23 reviews) | 

#### Performance 

| Feature | Databricks | ILUM | 
|---|---|---|
| **Scalability** | 9.2 (195 reviews) ✓ Verified | 9.5 (23 reviews) | 

#### Security

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Governance** | 8.9 (186 reviews) ✓ Verified | 9.3 (22 reviews) | 
| **Data Security** | 9.0 (176 reviews) ✓ Verified | 9.2 (22 reviews) | 

#### Generative AI

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI Text Generation** | 8.7 (86 reviews) | 8.0 (20 reviews) | 
| **AI Text Summarization** | 8.6 (84 reviews) | 8.0 (20 reviews) | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 10.0/10 | 6 |
| **ILUM** | N/A | N/A |

#### Management

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data dictionary** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Query Language** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **Performance Analysis** | Not enough data | Not enough data | 

#### Maintenance

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Migration** | 10.0 (5 reviews) | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | 10.0 (5 reviews) | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.1/10 | 102 |
| **ILUM** | 9.9/10 | 10 |

#### Data Management

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Integration** | 9.1 (79 reviews) | 10.0 (10 reviews) | 
| **Metadata** | 8.9 (80 reviews) | 10.0 (10 reviews) | 
| **Self-service** | 9.0 (77 reviews) | 10.0 (10 reviews) | 
| **Automated workflows** | 9.2 (79 reviews) | 10.0 (10 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Databricks | ILUM | 
|---|---|---|
| **Autonomous Task Execution** | 9.5 (17 reviews) | 10.0 (10 reviews) | 
| **Multi-step Planning** | 9.4 (15 reviews) | 10.0 (10 reviews) | 
| **Cross-system Integration** | 9.4 (18 reviews) | 10.0 (10 reviews) | 
| **Adaptive Learning** | 9.5 (16 reviews) | 9.7 (10 reviews) | 
| **Decision Making** | 9.7 (16 reviews) | 10.0 (10 reviews) | 

#### Analytics

| Feature | Databricks | ILUM | 
|---|---|---|
| **Analytics capabilities** | 9.0 (80 reviews) | 9.8 (10 reviews) | 
| **Dasboard visualizations** | 8.7 (76 reviews) | 10.0 (10 reviews) | 

#### Monitoring and Management

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Observability** | 8.8 (76 reviews) | 10.0 (10 reviews) | 
| **Testing capabilities** | 8.8 (77 reviews) | 9.8 (10 reviews) | 

#### Cloud Deployment

| Feature | Databricks | ILUM | 
|---|---|---|
| **Hybrid cloud support** | 9.1 (71 reviews) | 10.0 (10 reviews) | 
| **Cloud migration capabilities** | 9.1 (72 reviews) | 10.0 (10 reviews) | 

#### Generative AI

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI Text Generation** | 9.1 (44 reviews) | 9.7 (10 reviews) | 
| **AI Text Summarization** | 9.1 (44 reviews) | 9.8 (10 reviews) | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.9/10 | 16 |
| **ILUM** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI High Availability** | 10.0 (7 reviews) | Not enough data | 
| **AI Model Training Scalability** | 10.0 (11 reviews) | Not enough data | 
| **AI Inference Speed** | 10.0 (8 reviews) | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI Cost per API Call** | 10.0 (7 reviews) | Not enough data | 
| **AI Resource Allocation Flexibility** | 9.4 (9 reviews) | Not enough data | 
| **AI Energy Efficiency** | 10.0 (7 reviews) | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI Multi-cloud Support** | 9.3 (9 reviews) | Not enough data | 
| **AI Data Pipeline Integration** | 10.0 (8 reviews) | Not enough data | 
| **AI API Support and Flexibility** | 10.0 (7 reviews) | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | 10.0 (7 reviews) | Not enough data | 
| **AI Role-based Access Control** | 9.8 (7 reviews) | Not enough data | 
| **AI Data Encryption** | 10.0 (7 reviews) | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Databricks | ILUM | 
|---|---|---|
| **AI Documentation Quality** | 10.0 (9 reviews) | Not enough data | 
| **AI Community Activity** | 9.8 (7 reviews) | Not enough data | 

### AI Agent Builders

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 10.0/10 | 8 |
| **ILUM** | N/A | N/A |

#### Customization - AI Agent Builders

| Feature | Databricks | ILUM | 
|---|---|---|
| **Natural Language Configuration** | 10.0 (5 reviews) | Not enough data | 
| **Tone Customization** | Not enough data | Not enough data | 
| **Security Guardrails** | Not enough data | Not enough data | 

#### Functionality - AI Agent Builders

| Feature | Databricks | ILUM | 
|---|---|---|
| **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 | Databricks | ILUM | 
|---|---|---|
| **Analytics & Reporting** | 10.0 (5 reviews) | 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 | Databricks | ILUM | 
|---|---|---|
| **Workflow Automation** | 10.0 (5 reviews) | 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 | 

### AI Gateways

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | N/A | N/A |
| **ILUM** | N/A | N/A |

#### Traffic Management & Performance - AI Gateways

| Feature | Databricks | ILUM | 
|---|---|---|
| **Token-Aware Rate Limiting** | Not enough data | Not enough data | 
| **Semantic Caching** | Not enough data | Not enough data | 
| **Multi-Model Routing & Fallbacks** | Not enough data | Not enough data | 

#### Governance & Observability - AI Gateways

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Privacy** | Not enough data | Not enough data | 
| **Cost Tracking** | Not enough data | Not enough data | 
| **Centralized API Key Security** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 9.0/10 | 534 |
| **ILUM** | 10.0/10 | 10 |

#### Database

| Feature | Databricks | ILUM | 
|---|---|---|
| **Real-Time Data Collection** | 8.8 (259 reviews) | 10.0 (10 reviews) | 
| **Data Distribution** | 9.0 (254 reviews) | 10.0 (10 reviews) | 
| **Data Lake** | 9.4 (332 reviews) | 10.0 (10 reviews) | 

#### Integrations

| Feature | Databricks | ILUM | 
|---|---|---|
| **Hadoop Integration** | 8.3 (225 reviews) | 10.0 (10 reviews) | 
| **Spark Integration** | 9.1 (298 reviews) | 10.0 (10 reviews) | 

#### Platform

| Feature | Databricks | ILUM | 
|---|---|---|
| **Machine Scaling** | 9.0 (322 reviews) | 10.0 (10 reviews) | 
| **Data Preparation** | 9.1 (315 reviews) | 9.8 (10 reviews) | 
| **Spark Integration** | 9.1 (298 reviews) | 10.0 (10 reviews) | 

#### Processing

| Feature | Databricks | ILUM | 
|---|---|---|
| **Cloud Processing** | 9.1 (293 reviews) | 10.0 (10 reviews) | 
| **Workload Processing** | 9.1 (298 reviews) | 10.0 (10 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.9/10 | 283 |
| **ILUM** | 10.0/10 | 10 |

#### Data Transformation

| Feature | Databricks | ILUM | 
|---|---|---|
| **Real-Time Analytics** | 8.9 (232 reviews) | 10.0 (10 reviews) | 
| **Data Querying** | 9.1 (244 reviews) | 10.0 (10 reviews) | 

#### Connectivity

| Feature | Databricks | ILUM | 
|---|---|---|
| **Hadoop Integration** | 8.7 (211 reviews) | 10.0 (10 reviews) | 
| **Spark Integration** | 9.2 (237 reviews) | 10.0 (10 reviews) | 
| **Multi-Source Analysis** | 9.0 (230 reviews) | 10.0 (10 reviews) | 
| **Data Lake** | 9.2 (237 reviews) | 10.0 (10 reviews) | 

#### Operations

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Visualization** | 8.5 (234 reviews) | 9.8 (10 reviews) | 
| **Data Workflow** | 8.9 (239 reviews) | 10.0 (10 reviews) | 
| **Governed Discovery** | 8.6 (222 reviews) | 10.0 (10 reviews) | 
| **Embedded Analytics** | 8.7 (216 reviews) | 9.8 (10 reviews) | 
| **Notebooks** | 9.3 (240 reviews) | 10.0 (10 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Databricks** | 8.7/10 | 365 |
| **ILUM** | 9.8/10 | 10 |

#### Building Reports

| Feature | Databricks | ILUM | 
|---|---|---|
| **Data Transformation** | 9.3 (220 reviews) | 9.8 (10 reviews) | 
| **Data Modeling** | 8.9 (219 reviews) | 9.8 (10 reviews) | 
| **WYSIWYG Report Design** | 7.8 (174 reviews) | 9.5 (10 reviews) | 
| **Integration APIs** | 8.7 (223 reviews) | 10.0 (10 reviews) | 

#### Platform

| Feature | Databricks | ILUM | 
|---|---|---|
| **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 (9):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [ETL Tools](https://www.g2.com/categories/etl-tools), [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [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), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse)

**Unique to Databricks (4):** [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure), [ AI Agent Builders Software](https://www.g2.com/categories/ai-agent-builders), [AI Gateways Software](https://www.g2.com/categories/ai-gateways)

**Unique to ILUM (4):** [AI Chatbots Software](https://www.g2.com/categories/ai-chatbots), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Fabric Software](https://www.g2.com/categories/data-fabric)


---
## Reviewer Demographics

### By Company Size

| Segment | Databricks | ILUM | 
|---|---|---|
| **Small-Business** | 14.2% | 13.0% | 
| **Mid-Market** | 37.4% | 34.8% | 
| **Enterprise** | 48.4% | 52.2% | 

### By Industry

#### Databricks

- **Information Technology and Services:** 12.8%
- **Financial Services:** 12.3%
- **Computer Software:** 8.0%
- **Consulting:** 4.9%
- **Manufacturing:** 4.5%
- **Hospital & Health Care:** 4.5%
- **Retail:** 4.0%
- **Airlines/Aviation:** 3.1%
- **Insurance:** 3.0%
- **Oil & Energy:** 2.9%
- **Other:** 39.9%

#### ILUM

- **Telecommunications:** 34.8%
- **Consulting:** 13.0%
- **Computer Software:** 13.0%
- **Banking:** 13.0%
- **Mechanical or Industrial Engineering:** 8.7%
- **Manufacturing:** 4.3%
- **Information Technology and Services:** 4.3%
- **Financial Services:** 4.3%
- **Airlines/Aviation:** 4.3%

---
## Alternatives

### Alternatives to Databricks

- [Cloudera](https://www.g2.com/products/cloudera/reviews) — 4.1/5 stars (136 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (838 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (659 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (800 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (208 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)

### Alternatives to ILUM

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1011 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (838 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (800 reviews)
- [Egnyte](https://www.g2.com/products/egnyte/reviews) — 4.4/5 stars (1161 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)
- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1647 reviews)

---
## Top Discussions

### Databricks

- Title: [What is Lakehouse in Databricks?](https://www.g2.com/discussions/what-is-lakehouse-in-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Lakehouse architecture is the merging of the data warehouse and data lake concepts into a single platform, with built-in support for lineage maintenance and ML."
- Title: [What are the features of Databricks?](https://www.g2.com/discussions/what-are-the-features-of-databricks) — 4 comments, 2 upvotes
  > **Top comment:** "Delta Lake
Lakehosue platform
Schema evolution
Data quarantine & Data Quality
Data Integration & Transformations"
- Title: [What does Databricks software do?](https://www.g2.com/discussions/what-does-databricks-software-do) — 3 comments
  > **Top comment:** "It will work like Hadoop, databricks provide the services like big data.
Databricks also work like in advanced level it's have capability to process large..."
- Title: [What is Databricks unified analytics platform?](https://www.g2.com/discussions/what-is-databricks-unified-analytics-platform) — 3 comments
  > **Top comment:** "Databricks' Unified Data Analytics Platform helps organizations accelerate innovation by unifying data science with engineering and business. With Databricks..."

### ILUM

No discussions available for this product.

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