# Cloudera vs SAP HANA Cloud Comparison
---
## AI Generated Summary
- **G2 reviewers report** that SAP HANA Cloud excels in **real-time data processing** , with users highlighting its impressive in-memory capabilities that allow for handling massive datasets in sub-seconds. This feature significantly reduces latency issues, making it a strong choice for enterprises needing quick decision-making.
- **Users say** that Cloudera Data Platform offers a user-friendly experience, particularly in terms of **collaboration and reliability**. Reviewers appreciate its ability to automate workflows and provide analytics for both historical and streaming data, which enhances team productivity.
- **According to verified reviews** , SAP HANA Cloud receives high marks for its **integration capabilities** , seamlessly connecting with other systems. This integration is crucial for enterprises looking for dependable solutions that can scale effectively as their data needs grow.
- **Reviewers mention** that while Cloudera Data Platform is effective for building and managing data pipelines, it may not match the **speed and flexibility** of SAP HANA Cloud. Users have noted that the latter's cloud-native architecture provides a more robust environment for handling large-scale data operations.
- **G2 reviewers highlight** that SAP HANA Cloud's **dashboard and reporting features** are particularly strong, with users praising the intuitive interface that allows for quick insights and data visualization. This capability is essential for businesses that rely on timely reporting for strategic decisions.
- **Users report** that while Cloudera Data Platform has solid features for **data engineering** , it faces challenges in areas like **query performance** compared to SAP HANA Cloud. Reviewers have expressed a desire for improvements in this area to enhance overall user experience.



| | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 136 | 620 | 
| **Largest Market Segment** | Enterprise (42.3% of reviews) | Enterprise (62.4% of reviews) | 
| **Entry Level Price** | $0.25 1 CCU (Hourly rate) | No pricing available | 

---
## Top Pros & Cons

### Cloudera

Pros:
- Ease of Use (22 reviews)
- Scalability (17 reviews)

Cons:
- Expensive (16 reviews)
- Complexity (7 reviews)

### SAP HANA Cloud

Pros:
- Ease of Use (55 reviews)
- Easy Integrations (41 reviews)

Cons:
- Complexity (33 reviews)
- Expensive (32 reviews)

---
## Ratings Comparison
| Rating | Cloudera | SAP HANA Cloud | 
|---|---|---|
  | **Meets Requirements** | 8.6 (117 reviews) | 8.7 (374 reviews) | 
  | **Ease of Use** | 8.3 (119 reviews) | 8.2 (392 reviews) | 
  | **Ease of Setup** | 8.1 (60 reviews) | 7.8 (277 reviews) | 
  | **Ease of Admin** | 7.9 (59 reviews) | 7.9 (200 reviews) | 
  | **Quality of Support** | 8.0 (108 reviews) | 8.2 (358 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.4 (56 reviews) | 8.5 (196 reviews) | 
  | **Product Direction (% positive)** | 8.4 (118 reviews) | 8.6 (342 reviews) | 

---
## Pricing

### Cloudera

#### Entry-Level Pricing

Plan: AI Inference

Price: $0.25 1 CCU (Hourly rate)

Key Features:
- Deploying and managing traditional models, large language models (LLMs), and generative AI models with high performance, security, and scalability

[Browse all 10 editions](https://www.g2.com/products/cloudera/pricing)

#### Free Trial

No

### SAP HANA Cloud

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | 8.7/10 | 35 |

#### Reports

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Reports Interface** | 7.1 (13 reviews) | 8.6 (34 reviews) | 
| **Steps to Answer** | 6.1 (11 reviews) | 8.5 (32 reviews) | 
| **Graphs and Charts** | 7.1 (12 reviews) | 8.8 (31 reviews) | 
| **Score Cards** | 5.9 (9 reviews) | 8.6 (27 reviews) | 
| **Dashboards** | 6.7 (14 reviews) | 9.0 (30 reviews) | 

#### Self Service 

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Calculated Fields** | 6.2 (11 reviews) | Not enough data | 
| **Data Column Filtering** | 6.7 (10 reviews) | Not enough data | 
| **Data Discovery** | 6.2 (11 reviews) | Not enough data | 
| **Search** | 6.8 (10 reviews) | Not enough data | 
| **Collaboration / Workflow** | 6.2 (10 reviews) | Not enough data | 
| **Automodeling** | 6.0 (7 reviews) | Not enough data | 

#### Advanced Analytics

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Predictive Analytics** | 7.2 (12 reviews) | Not enough data | 
| **Data Visualization** | 6.7 (13 reviews) | Not enough data | 
| **Big Data Services** | 8.5 (14 reviews) | Not enough data | 

#### Building Reports

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Transformation** | 8.3 (21 reviews) | Not enough data | 
| **Data Modeling** | 7.7 (21 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 6.7 (9 reviews) | Not enough data | 
| **Integration APIs** | 7.7 (16 reviews) | Not enough data | 

#### Platform

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | 8.3/10 | 38 |

#### Reports

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Reports Interface** | 7.1 (13 reviews) | 8.6 (34 reviews) | 
| **Steps to Answer** | 6.1 (11 reviews) | 8.5 (32 reviews) | 
| **Graphs and Charts** | 7.1 (12 reviews) | 8.8 (31 reviews) | 
| **Score Cards** | 5.9 (9 reviews) | 8.6 (27 reviews) | 
| **Dashboards** | 6.7 (14 reviews) | 9.0 (30 reviews) | 

#### Reports

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Reports Interface** | Not enough data | 8.6 (22 reviews) | 
| **Share Reports** | Not enough data | 8.6 (23 reviews) | 
| **Steps to Answer** | Not enough data | 8.0 (22 reviews) | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | Not enough data | 6.2 (19 reviews) | 
| **AI Text Summarization** | Not enough data | 6.2 (19 reviews) | 

#### Visualization

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Graphs and Charts** | Not enough data | 8.6 (23 reviews) | 
| **Score Cards** | Not enough data | 8.2 (23 reviews) | 
| **Dashboards** | Not enough data | 8.9 (22 reviews) | 
| **Formats** | Not enough data | 8.5 (22 reviews) | 

#### Data Updates

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Historical Snapshots** | Not enough data | 8.3 (22 reviews) | 
| **Real-Time Updating** | Not enough data | 8.8 (24 reviews) | 

#### Collaboration

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Sharing** | Not enough data | 8.2 (22 reviews) | 
| **Co-Editing** | Not enough data | 8.0 (22 reviews) | 
| **Devices** | Not enough data | 8.3 (22 reviews) | 

#### Data Updates

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Historical Snapshots** | Not enough data | 8.9 (25 reviews) | 
| **Real-Time Updating** | Not enough data | 9.0 (29 reviews) | 
| **Email Reports** | Not enough data | 8.1 (26 reviews) | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 6.6/10 | 33 |
| **SAP HANA Cloud** | N/A | N/A |

#### Reports

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Reports Interface** | 7.1 (13 reviews) | 8.6 (34 reviews) | 
| **Steps to Answer** | 6.1 (11 reviews) | 8.5 (32 reviews) | 
| **Graphs and Charts** | 7.1 (12 reviews) | 8.8 (31 reviews) | 
| **Score Cards** | 5.9 (9 reviews) | 8.6 (27 reviews) | 
| **Dashboards** | 6.7 (14 reviews) | 9.0 (30 reviews) | 

#### Data Preparation

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Connectors** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 
| **Data Filtering** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Calculated Fields** | 6.2 (11 reviews) | Not enough data | 
| **Data Column Filtering** | 6.7 (10 reviews) | Not enough data | 
| **Data Discovery** | 6.2 (11 reviews) | Not enough data | 
| **Search** | 6.8 (10 reviews) | Not enough data | 
| **Collaboration / Workflow** | 6.2 (10 reviews) | Not enough data | 
| **Automodeling** | 6.0 (7 reviews) | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Predictive Analytics** | 7.2 (12 reviews) | Not enough data | 
| **Data Visualization** | 6.7 (13 reviews) | Not enough data | 
| **Big Data Services** | 8.5 (14 reviews) | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Transformation** | 8.3 (21 reviews) | Not enough data | 
| **Data Modeling** | 7.7 (21 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 6.7 (9 reviews) | Not enough data | 
| **Integration APIs** | 7.7 (16 reviews) | Not enough data | 

### Location Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | N/A | N/A |

#### Cartography

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Map Design** | Not enough data | Not enough data | 
| **Vector Mapping ** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Overlaying** | Not enough data | Not enough data | 

#### Analysis

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Predictive Analysis** | Not enough data | Not enough data | 
| **Distance Analysis ** | Not enough data | Not enough data | 
| **Spatial Analysis** | Not enough data | Not enough data | 
| **Data Stream** | Not enough data | Not enough data | 

#### Reporting

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 
| **WYSIWYG Design** | Not enough data | Not enough data | 
| **API Integrations** | Not enough data | Not enough data | 

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.9/10 | 10 |
| **SAP HANA Cloud** | N/A | N/A |

#### Data Governance

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **User Access Management** | 8.8 (10 reviews) | Not enough data | 
| **Dynamic Data Masking** | 8.8 (8 reviews) | Not enough data | 
| **Data Lineage** | 8.8 (8 reviews) | Not enough data | 

#### Data Preparation

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Search** | 9.2 (10 reviews) | Not enough data | 
| **Data Quality and Cleansing** | 9.4 (9 reviews) | Not enough data | 
| **Data Transformation** | 9.7 (10 reviews) | Not enough data | 
| **Data Modeling** | 8.9 (9 reviews) | Not enough data | 

#### Collaboration

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Commenting** | 8.5 (8 reviews) | Not enough data | 
| **Profiling and Classification** | 8.9 (9 reviews) | Not enough data | 
| **Business and Data Glossary** | 8.9 (9 reviews) | Not enough data | 
| **Metadata Management ** | 9.1 (9 reviews) | Not enough data | 

#### Artificial Intelligence

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Machine Learning Recommendations** | 9.5 (10 reviews) | Not enough data | 
| **Natural Language Query** | 9.1 (9 reviews) | Not enough data | 
| **Automatic Data Cleansing** | 8.7 (9 reviews) | Not enough data | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | 8.1 (9 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (9 reviews) | Not enough data | 

#### Agentic AI - Machine Learning Data Catalog

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Virtualization

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | 8.6/10 | 112 |

#### Administration

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Database Management** | Not enough data | 8.8 (83 reviews) | 
| **Access Control** | Not enough data | 8.7 (79 reviews) | 
| **Data Security** | Not enough data | 8.6 (81 reviews) | 

#### Federation

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Architecture** | Not enough data | 8.6 (75 reviews) | 
| **Provisioning** | Not enough data | 8.4 (74 reviews) | 
| **Orchestration** | Not enough data | 8.4 (73 reviews) | 
| **API / Integrations** | Not enough data | 8.7 (76 reviews) | 

#### Transformation

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.7 (82 reviews) | 
| **Application Performance** | Not enough data | 8.8 (84 reviews) | 
| **Data Modeling** | Not enough data | 8.7 (82 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | N/A | N/A |

#### Administration

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Modelling** | Not enough data | Not enough data | 
| **Recommendations** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Dashboards and Visualizations** | Not enough data | Not enough data | 

#### Management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Business Glossary** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Data Profililng** | Not enough data | Not enough data | 
| **Reporting and Visualization** | Not enough data | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | 

#### Compliance

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Sensitive Data Compliance** | Not enough data | Not enough data | 
| **Training and Guidelines** | Not enough data | Not enough data | 
| **Policy Enforcement** | Not enough data | Not enough data | 
| **Compliance Monitoring** | Not enough data | Not enough data | 

#### Security

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Access Control** | Not enough data | Not enough data | 
| **Roles Management** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 

#### Data Quality

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Preparation** | Not enough data | Not enough data | 
| **Data Distribution** | Not enough data | Not enough data | 
| **Data Unification** | Not enough data | Not enough data | 

#### Maintainence

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | 
| **Policy Management** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 | 
| **Decision Making** | Not enough data | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | N/A | N/A |

#### Management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Functionality

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Extraction** | Not enough data | Not enough data | 
| **Transformation** | Not enough data | Not enough data | 
| **Loading** | Not enough data | Not enough data | 
| **Automation** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | N/A | N/A |

#### Deployment

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 
| **Framework Flexibility** | Not enough data | Not enough data | 
| **Versioning** | Not enough data | Not enough data | 
| **Ease of Deployment** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

#### Deployment

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Language Flexibility** | Not enough data | Not enough data | 
| **Framework Flexibility** | Not enough data | Not enough data | 
| **Versioning** | Not enough data | Not enough data | 
| **Ease of Deployment** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

#### Management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Governing** | Not enough data | Not enough data | 
| **Model Registry** | Not enough data | Not enough data | 

#### Operations

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Metrics** | Not enough data | Not enough data | 
| **Infrastructure management** | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | 

#### Management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Cataloging** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Governing** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 9.5/10 | 16 |
| **SAP HANA Cloud** | N/A | N/A |

#### System

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Ingestion & Wrangling** | 9.7 (15 reviews) | Not enough data | 

#### Model Development

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Language Support** | 9.8 (15 reviews) | Not enough data | 
| **Drag and Drop** | 9.4 (16 reviews) | Not enough data | 
| **Pre-Built Algorithms** | 9.4 (14 reviews) | Not enough data | 
| **Model Training** | 9.4 (15 reviews) | Not enough data | 

#### Model Development

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Feature Engineering** | 9.4 (14 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Computer Vision** | 9.3 (15 reviews) | Not enough data | 
| **Natural Language Processing** | 9.6 (15 reviews) | Not enough data | 
| **Natural Language Generation** | 9.4 (15 reviews) | Not enough data | 
| **Artificial Neural Networks** | 9.3 (15 reviews) | Not enough data | 

#### Machine/Deep Learning Services

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Natural Language Understanding** | 9.8 (14 reviews) | Not enough data | 
| **Deep Learning** | 9.9 (13 reviews) | Not enough data | 

#### Deployment

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Managed Service** | 9.3 (15 reviews) | Not enough data | 
| **Application** | 9.7 (16 reviews) | Not enough data | 
| **Scalability** | 9.6 (15 reviews) | Not enough data | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | 9.6 (13 reviews) | Not enough data | 
| **AI Text Summarization** | 9.2 (13 reviews) | Not enough data | 
| **AI Text-to-Image** | 9.3 (14 reviews) | Not enough data | 

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

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 Fabric

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 6.9/10 | 6 |
| **SAP HANA Cloud** | N/A | N/A |

#### Data Management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Integration** | 6.7 (6 reviews) | Not enough data | 
| **Data Discovery** | 6.9 (6 reviews) | Not enough data | 
| **Multi - Platform** | 6.9 (6 reviews) | Not enough data | 
| **Metadata** | 7.2 (6 reviews) | Not enough data | 

#### Analytics

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Analytics** | 6.4 (6 reviews) | Not enough data | 

#### Security

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Compliance** | 6.4 (6 reviews) | Not enough data | 
| **Governance** | 7.5 (6 reviews) | Not enough data | 
| **Data Protection** | 7.2 (6 reviews) | Not enough data | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | 7.2 (6 reviews) | Not enough data | 
| **AI Text Summarization** | 6.1 (6 reviews) | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Warehouse

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.8/10 | 16 |
| **SAP HANA Cloud** | N/A | N/A |

#### Data Management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Integration** | 9.0 (15 reviews) ✓ Verified | Not enough data | 
| **Data Compression** | 8.5 (14 reviews) ✓ Verified | Not enough data | 
| **Data Quality** | 8.9 (14 reviews) ✓ Verified | Not enough data | 
| **Built-In Data Analytics** | 8.7 (13 reviews) ✓ Verified | Not enough data | 
| **In-Database Machine Learning** | 8.5 (14 reviews) ✓ Verified | Not enough data | 
| **Data Lake Analytics** | 8.9 (14 reviews) ✓ Verified | Not enough data | 

#### Integration

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI/ ML Integration** | 8.7 (13 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.3 (13 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 9.2 (13 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **On-Premise** | 9.3 (14 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 8.9 (14 reviews) ✓ Verified | Not enough data | 

#### Performance 

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Scalability** | 9.2 (14 reviews) ✓ Verified | Not enough data | 

#### Security

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Governance** | 8.8 (13 reviews) ✓ Verified | Not enough data | 
| **Data Security** | 9.0 (14 reviews) ✓ Verified | Not enough data | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | 8.8 (10 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (10 reviews) | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | 8.9/10 | 23 |

#### Management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data dictionary** | Not enough data | 8.7 (21 reviews) | 
| **Data Replication** | Not enough data | 8.9 (22 reviews) | 
| **Query Language** | Not enough data | 9.1 (20 reviews) | 
| **Data Modeling** | Not enough data | 8.9 (21 reviews) | 
| **Performance Analysis** | Not enough data | 8.9 (20 reviews) | 

#### Maintenance

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Migration** | Not enough data | 8.6 (22 reviews) | 
| **Backup and Recovery** | Not enough data | 9.0 (22 reviews) | 
| **Multi-User Environment** | Not enough data | 8.7 (22 reviews) | 

#### Security

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Encryption** | Not enough data | 8.9 (21 reviews) | 
| **User Access Control** | Not enough data | 8.8 (23 reviews) | 

### Relational Databases

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.8/10 | 20 |
| **SAP HANA Cloud** | 8.5/10 | 299 |

#### Management 

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Schema** | 8.8 (11 reviews) | 8.5 (86 reviews) | 
| **Query Language** | 9.4 (11 reviews) | 8.3 (86 reviews) | 
| **ACID - Complaint** | 9.4 (8 reviews) | 8.4 (80 reviews) | 
| **Data Replication** | 9.4 (9 reviews) | 8.6 (85 reviews) | 

#### Support 

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Text Search** | 8.0 (11 reviews) | 8.3 (84 reviews) | 
| **Data Types** | 8.5 (11 reviews) | 8.7 (89 reviews) | 
| **Languages** | 8.7 (10 reviews) | 8.3 (87 reviews) | 
| **Operating Systems** | 8.0 (10 reviews) | Feature Not Available | 

#### Security

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Database Locking** | 9.0 (10 reviews) | 8.8 (82 reviews) | 
| **Access Control** | 9.2 (10 reviews) | 8.6 (84 reviews) | 
| **Encryption** | 8.7 (9 reviews) | 8.7 (82 reviews) | 
| **Authentication** | 9.0 (10 reviews) | 8.8 (84 reviews) | 

#### Performance 

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Disaster Recovery** | 8.8 (8 reviews) | 8.7 (82 reviews) | 
| **Data Concurrency** | 8.9 (9 reviews) | 8.7 (80 reviews) | 
| **Workload Management** | 8.7 (9 reviews) | 8.5 (85 reviews) | 
| **Advanced Indexing** | 8.7 (9 reviews) | 8.6 (79 reviews) | 
| **Query Optimizer** | 8.8 (10 reviews) | Feature Not Available | 

#### Database Features

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Storage** | 8.9 (19 reviews) | 8.7 (213 reviews) | 
| **Availability** | 8.4 (19 reviews) | 8.6 (217 reviews) | 
| **Stability** | 8.5 (17 reviews) | 8.5 (222 reviews) | 
| **Scalability** | 9.0 (18 reviews) | 8.6 (225 reviews) | 
| **Security** | 9.0 (16 reviews) | 8.7 (214 reviews) | 
| **Data Manipulation** | 8.7 (17 reviews) | 8.2 (205 reviews) | 
| **Query Language** | 9.2 (18 reviews) | 8.2 (198 reviews) | 

### Key Value Databases

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | N/A | N/A |

#### Data Management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Model** | Not enough data | Not enough data | 
| **Data Types** | Not enough data | Not enough data | 

#### Availability

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Auto Sharding** | Not enough data | Not enough data | 
| **Auto Recovery** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 

#### Performance 

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Integrated Cache** | Feature Not Available | Not enough data | 

#### Security

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Role-Based Authorization** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 
| **Audit Logs** | Feature Not Available | Not enough data | 
| **Encryption** | Not enough data | Not enough data | 

#### Support

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Multi-Model** | Not enough data | Not enough data | 
| **Operating Systems** | Not enough data | Not enough data | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | N/A | N/A |

#### Data Management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Integration** | Not enough data | Not enough data | 
| **Metadata** | Not enough data | Not enough data | 
| **Self-service** | Not enough data | Not enough data | 
| **Automated workflows** | Not enough data | Not enough data | 

#### Agentic AI - DataOps Platforms

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 | 
| **Decision Making** | Not enough data | Not enough data | 

#### Analytics

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Analytics capabilities** | Not enough data | Not enough data | 
| **Dasboard visualizations** | Not enough data | Not enough data | 

#### Monitoring and Management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Observability** | Not enough data | Not enough data | 
| **Testing capabilities** | Not enough data | Not enough data | 

#### Cloud Deployment

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | Not enough data | 
| **Cloud migration capabilities** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Text Analysis

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | N/A | N/A |

#### Setup

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Integration** | Not enough data | Not enough data | 
| **Maintenance** | Not enough data | Not enough data | 
| **No-Code** | Not enough data | Not enough data | 

#### Data

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Security** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 

#### Analysis

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Automation** | Not enough data | Not enough data | 
| **Named entity recognition** | Not enough data | Not enough data | 
| **Keyphrase Extraction** | Not enough data | Not enough data | 
| **Topic Analysis** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **Language Identification** | Not enough data | Not enough data | 
| **Syntax/Part of Speech Parsing** | Not enough data | Not enough data | 

#### Customization

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Pre-Built Parameterization** | Not enough data | Not enough data | 
| **Custom Extension** | Not enough data | Not enough data | 
| **Compositionality** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Active Metadata Management

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | N/A | N/A |

#### Data management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Metadata Management** | Not enough data | Not enough data | 
| **Automation Features** | Not enough data | Not enough data | 
| **Collaboration** | Not enough data | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 

#### Reporting

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Intelligent Insights** | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Machine Learning

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | N/A | N/A |

#### Integration - Machine Learning

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Integration** | Not enough data | Not enough data | 

#### Learning - Machine Learning

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Training Data** | Not enough data | Not enough data | 
| **Actionable Insights** | Not enough data | Not enough data | 
| **Algorithm** | Not enough data | Not enough data | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | 8.5/10 | 13 |

#### Statistical Tool

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Scripting** | Not enough data | 8.2 (10 reviews) | 
| **Data Mining** | Not enough data | 8.3 (11 reviews) | 
| **Algorithms** | Not enough data | 8.8 (10 reviews) | 

#### Data Analysis

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Analysis** | Not enough data | 8.8 (11 reviews) | 
| **Data Interaction** | Not enough data | 8.5 (8 reviews) | 

#### Decision Making

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Modeling** | Not enough data | 8.3 (10 reviews) | 
| **Data Visualizations** | Not enough data | 9.5 (10 reviews) | 
| **Report Generation** | Not enough data | 9.3 (10 reviews) | 
| **Data Unification** | Not enough data | 9.4 (11 reviews) | 

#### Generative AI

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **AI Text Generation** | Not enough data | 6.9 (9 reviews) | 
| **AI Text Summarization** | Not enough data | 7.2 (9 reviews) | 

### Database as a Service (DBaaS)

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | 8.6/10 | 105 |

#### Configuration

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Application Performance** | Not enough data | 8.7 (82 reviews) | 
| **Orchestration** | Not enough data | 8.5 (79 reviews) | 
| **Database Monitoring** | Not enough data | 8.7 (80 reviews) | 
| **Anomaly Detection** | Not enough data | 8.2 (74 reviews) | 
| **Network Security** | Not enough data | 8.7 (77 reviews) | 

#### Database Administration

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Provisioning** | Not enough data | 8.5 (78 reviews) | 
| **Governance** | Not enough data | 8.4 (78 reviews) | 
| **Auditing** | Not enough data | 8.4 (78 reviews) | 

#### Availability

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Scalability** | Not enough data | 8.7 (81 reviews) | 
| **Backup** | Not enough data | 8.5 (78 reviews) | 
| **Archiving** | Not enough data | 8.6 (76 reviews) | 
| **Indexing** | Not enough data | 8.6 (75 reviews) | 

#### Security

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Masking** | Not enough data | 8.7 (69 reviews) | 
| **Authentication And Single Sign-On** | Not enough data | 8.6 (72 reviews) | 
| **Data Anonymization** | Not enough data | 8.6 (72 reviews) | 

#### Data Management

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Replication** | Not enough data | 8.6 (74 reviews) | 
| **Advanced Data Analytics** | Not enough data | 8.6 (73 reviews) | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.3/10 | 14 |
| **SAP HANA Cloud** | N/A | N/A |

#### Database

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Real-Time Data Collection** | 7.9 (12 reviews) | Not enough data | 
| **Data Distribution** | 8.6 (13 reviews) | Not enough data | 
| **Data Lake** | 8.3 (11 reviews) | Not enough data | 

#### Integrations

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Hadoop Integration** | 8.8 (13 reviews) | Not enough data | 
| **Spark Integration** | 8.3 (11 reviews) | Not enough data | 

#### Platform

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Machine Scaling** | 9.2 (8 reviews) | Not enough data | 
| **Data Preparation** | 7.7 (11 reviews) | Not enough data | 
| **Spark Integration** | 8.3 (11 reviews) | Not enough data | 

#### Processing

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Cloud Processing** | 7.7 (8 reviews) | Not enough data | 
| **Workload Processing** | 7.7 (11 reviews) | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.3/10 | 12 |
| **SAP HANA Cloud** | N/A | N/A |

#### Data Transformation

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Real-Time Analytics** | 7.0 (11 reviews) ✓ Verified | Not enough data | 
| **Data Querying** | 8.6 (7 reviews) ✓ Verified | Not enough data | 

#### Connectivity

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Hadoop Integration** | 8.9 (12 reviews) ✓ Verified | Not enough data | 
| **Spark Integration** | 8.8 (11 reviews) ✓ Verified | Not enough data | 
| **Multi-Source Analysis** | 8.6 (11 reviews) ✓ Verified | Not enough data | 
| **Data Lake** | 9.0 (10 reviews) ✓ Verified | Not enough data | 

#### Operations

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Visualization** | 7.7 (10 reviews) ✓ Verified | Not enough data | 
| **Data Workflow** | 8.0 (11 reviews) ✓ Verified | Not enough data | 
| **Governed Discovery** | 8.1 (9 reviews) ✓ Verified | Not enough data | 
| **Embedded Analytics** | Feature Not Available | Not enough data | 
| **Notebooks** | 8.7 (5 reviews) ✓ Verified | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 7.6/10 | 24 |
| **SAP HANA Cloud** | N/A | N/A |

#### Building Reports

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Data Transformation** | 8.3 (21 reviews) | Not enough data | 
| **Data Modeling** | 7.7 (21 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 6.7 (9 reviews) | Not enough data | 
| **Integration APIs** | 7.7 (16 reviews) | Not enough data | 

#### Platform

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **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 | 

### NoSQL Databases

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **SAP HANA Cloud** | N/A | N/A |

#### Database Features

| Feature | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Storage** | 8.9 (19 reviews) | 8.7 (213 reviews) | 
| **Availability** | 8.4 (19 reviews) | 8.6 (217 reviews) | 
| **Stability** | 8.5 (17 reviews) | 8.5 (222 reviews) | 
| **Scalability** | 9.0 (18 reviews) | 8.6 (225 reviews) | 
| **Security** | 9.0 (16 reviews) | 8.7 (214 reviews) | 
| **Data Manipulation** | 8.7 (17 reviews) | 8.2 (205 reviews) | 
| **Query Language** | 9.2 (18 reviews) | 8.2 (198 reviews) | 

---
## Categories
**Shared Categories (4):** [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Relational Databases](https://www.g2.com/categories/relational-databases)

**Unique to Cloudera (13):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Warehouse Solutions](https://www.g2.com/categories/data-warehouse), [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Stream Analytics Software](https://www.g2.com/categories/stream-analytics), [Data Fabric Software](https://www.g2.com/categories/data-fabric), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [ETL Tools](https://www.g2.com/categories/etl-tools), [Active Metadata Management Software](https://www.g2.com/categories/active-metadata-management), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms), [Key Value Databases](https://www.g2.com/categories/key-value-databases)

**Unique to SAP HANA Cloud (8):** [Data Virtualization Software](https://www.g2.com/categories/data-virtualization), [Database as a Service (DBaaS) Providers](https://www.g2.com/categories/database-as-a-service-dbaas), [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools), [Location Intelligence Software](https://www.g2.com/categories/location-intelligence), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Text Analysis Software](https://www.g2.com/categories/text-analysis), [Time Series Intelligence Software](https://www.g2.com/categories/time-series-intelligence), [Machine Learning Software](https://www.g2.com/categories/machine-learning)


---
## Reviewer Demographics

### By Company Size

| Segment | Cloudera | SAP HANA Cloud | 
|---|---|---|
| **Small-Business** | 32.3% | 12.0% | 
| **Mid-Market** | 25.4% | 25.6% | 
| **Enterprise** | 42.3% | 62.4% | 

### By Industry

#### Cloudera

- **Information Technology and Services:** 23.1%
- **Computer Software:** 17.7%
- **Banking:** 6.2%
- **Retail:** 6.2%
- **Consulting:** 4.6%
- **Internet:** 4.6%
- **Telecommunications:** 3.8%
- **Financial Services:** 3.1%
- **Health, Wellness and Fitness:** 2.3%
- **Marketing and Advertising:** 2.3%
- **Other:** 26.2%

#### SAP HANA Cloud

- **Information Technology and Services:** 19.1%
- **Computer Software:** 7.4%
- **Retail:** 4.8%
- **Accounting:** 4.6%
- **Consumer Goods:** 3.6%
- **Oil & Energy:** 3.6%
- **Automotive:** 3.2%
- **Telecommunications:** 3.0%
- **Financial Services:** 2.6%
- **Manufacturing:** 2.6%
- **Other:** 45.3%

---
## Alternatives

### Alternatives to Cloudera

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1345 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (377 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1223 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (403 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (434 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (877 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 reviews)

### Alternatives to SAP HANA Cloud

- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (755 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (377 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (877 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)
- [Oracle Database](https://www.g2.com/products/oracle-database/reviews) — 4.3/5 stars (1015 reviews)
- [Amazon Relational Database Service (RDS)](https://www.g2.com/products/amazon-relational-database-service-rds/reviews) — 4.5/5 stars (908 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3767 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1345 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (930 reviews)

---
## Top Discussions

### Cloudera

- Title: [What is Cloudera used for?](https://www.g2.com/discussions/what-is-cloudera-used-for) — 1 comment
  > **Top comment:** "Cloudera supports distributed processing using Apache Spark, Hive, and YARN, enabling fast processing of very large datasets.
Use cases

Batch processing..."
- Title: [Is cloudera a relational database?](https://www.g2.com/discussions/is-cloudera-a-relational-database) — 1 comment
  > **Top comment:** "Yes, it is"

### SAP HANA Cloud

- Title: [How is SAP HANA  makes data processing and transactions very fast](https://www.g2.com/discussions/35437-how-is-sap-hana-makes-data-processing-and-transactions-very-fast) — 2 comments, 1 upvote
  > **Top comment:** "by minimizing the no. of business process steps by 30 to 40%"
- Title: [SAP HANA Vs Oracle](https://www.g2.com/discussions/12752-sap-hana-vs-oracle) — 2 comments, 1 upvote
  > **Top comment:** "HANA is in-memory database delivered with its appliance, can compress the data at its optimized size which helps to lower the size of DB to be used in..."
- Title: [Why does SAP HANA  take a lot of time when I start it.](https://www.g2.com/discussions/why-does-sap-hana-take-a-lot-of-time-when-i-start-it) — 1 comment, 1 upvote
  > **Top comment:** "SAP HANA may take longer to start due to factors such as large data size, inadequate hardware resources, configuration issues, database consistency checks,..."
- Title: [no question at all](https://www.g2.com/discussions/no-question-at-all) — 1 comment, 1 upvote
  > **Top comment:** "Where we are headed regarding the complete SAP Business Suite. "
- Title: [HANA What is Next](https://www.g2.com/discussions/hana-what-is-next) — 1 comment, 1 upvote
  > **Top comment:** "HANA what is next ?question is tricky, see HANA is a in memory DB with its certified appliance, a strong DB fighting against the traditional DBs like Oracle,..."

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**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/cloudera-vs-sap-hana-cloud-2025-10-01)