# SAP HANA Cloud vs Zoho Analytics Comparison
---
## AI Generated Summary
- **G2 reviewers report** that SAP HANA Cloud excels in handling large datasets with its impressive in-memory processing capabilities, allowing for real-time data processing that significantly reduces latency issues. This feature is particularly beneficial for enterprises that require quick decision-making based on vast amounts of data.
- **Users say** that Zoho Analytics stands out for its user-friendly interface, particularly the intuitive drag-and-drop functionality. This makes it accessible for non-technical users, enabling them to create reports and visualizations easily, which is a significant advantage for small businesses looking for self-service BI solutions.
- **Reviewers mention** that SAP HANA Cloud provides excellent performance and scalability, integrating smoothly with other systems. This reliability is crucial for enterprise users who need a dependable platform for their data analytics and reporting needs.
- **According to verified reviews** , Zoho Analytics is praised for its seamless integration with the Zoho ecosystem and third-party applications. This feature enhances its usability for businesses already using Zoho products, making data management more cohesive and efficient.
- **G2 reviewers highlight** that while SAP HANA Cloud has a slightly more complex setup process, its robust capabilities justify the learning curve. Users appreciate the powerful features that come with the platform, which ultimately lead to faster reporting and decision-making.
- **Users report** that both platforms have strong support, but SAP HANA Cloud edges out slightly with a higher quality of support rating. This can be a deciding factor for enterprises that may require more assistance during implementation and ongoing usage.



| | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Star Rating** | 4.3 out of 5 | 4.2 out of 5 | 
| **Total Reviews** | 620 | 285 | 
| **Largest Market Segment** | Enterprise (62.4% of reviews) | Small-Business (50.7% of reviews) | 
| **Entry Level Price** | No pricing available | $0.00 Per Month | 

---
## Top Pros & Cons

### SAP HANA Cloud

Pros:
- Ease of Use (53 reviews)
- Easy Integrations (41 reviews)

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

### Zoho Analytics

Pros:
- Ease of Use (39 reviews)
- Analytics (34 reviews)

Cons:
- Learning Curve (22 reviews)
- Limited Customization (14 reviews)

---
## Ratings Comparison
| Rating | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
  | **Meets Requirements** | 8.7 (374 reviews) | 8.2 (250 reviews) | 
  | **Ease of Use** | 8.2 (392 reviews) | 8.0 (255 reviews) | 
  | **Ease of Setup** | 7.8 (277 reviews) | 8.1 (155 reviews) | 
  | **Ease of Admin** | 7.9 (200 reviews) | 8.2 (136 reviews) | 
  | **Quality of Support** | 8.2 (358 reviews) | 8.1 (229 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.5 (196 reviews) | 8.5 (130 reviews) | 
  | **Product Direction (% positive)** | 8.6 (342 reviews) | 8.7 (251 reviews) | 

---
## Pricing

### SAP HANA Cloud

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Zoho Analytics

#### Entry-Level Pricing

Plan: Free

Price: $0.00 Per Month

Description: 0.1 million rows, 2 users.

Key Features:
- 5 Workspaces
- Unlimited reports and dashboards
- 3 scheduled imports

[Browse all 5 editions](https://www.g2.com/products/zoho-analytics/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **SAP HANA Cloud** | 8.7/10 | 35 |
| **Zoho Analytics** | 8.0/10 | 199 |

#### Reports

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.6 (34 reviews) | 8.1 (182 reviews) ✓ Verified | 
| **Steps to Answer** | 8.5 (32 reviews) | 8.0 (163 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.8 (31 reviews) | 8.5 (176 reviews) ✓ Verified | 
| **Score Cards** | 8.6 (27 reviews) | 8.1 (113 reviews) | 
| **Dashboards** | 9.0 (30 reviews) | 8.3 (177 reviews) ✓ Verified | 

#### Self Service 

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Calculated Fields** | Not enough data | 8.3 (166 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | 8.4 (169 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | 8.0 (154 reviews) ✓ Verified | 
| **Search** | Not enough data | 8.0 (153 reviews) ✓ Verified | 
| **Collaboration / Workflow** | Not enough data | 7.8 (144 reviews) ✓ Verified | 
| **Automodeling** | Not enough data | 7.7 (119 reviews) ✓ Verified | 

#### Advanced Analytics

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Predictive Analytics** | Not enough data | 8.4 (89 reviews) | 
| **Data Visualization** | Not enough data | 8.5 (161 reviews) | 
| **Big Data Services** | Not enough data | 7.8 (130 reviews) | 

#### Building Reports

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Data Transformation** | Not enough data | 8.0 (133 reviews) ✓ Verified | 
| **Data Modeling** | Not enough data | 8.0 (125 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | Not enough data | 8.1 (120 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | 8.2 (112 reviews) ✓ Verified | 

#### Platform

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **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 |
|---|---|---|
| **SAP HANA Cloud** | 8.3/10 | 38 |
| **Zoho Analytics** | 8.3/10 | 196 |

#### Reports

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.6 (34 reviews) | 8.1 (182 reviews) ✓ Verified | 
| **Steps to Answer** | 8.5 (32 reviews) | 8.0 (163 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.8 (31 reviews) | 8.5 (176 reviews) ✓ Verified | 
| **Score Cards** | 8.6 (27 reviews) | 8.1 (113 reviews) | 
| **Dashboards** | 9.0 (30 reviews) | 8.3 (177 reviews) ✓ Verified | 

#### Reports

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

#### Generative AI

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

#### Visualization

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

#### Data Updates

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

#### Collaboration

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

#### Data Updates

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Historical Snapshots** | 8.9 (25 reviews) | Not enough data | 
| **Real-Time Updating** | 9.0 (29 reviews) | 7.2 (6 reviews) | 
| **Email Reports** | 8.1 (26 reviews) | 7.3 (5 reviews) | 

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **SAP HANA Cloud** | N/A | N/A |
| **Zoho Analytics** | 8.4/10 | 203 |

#### Reports

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.6 (34 reviews) | 8.1 (182 reviews) ✓ Verified | 
| **Steps to Answer** | 8.5 (32 reviews) | 8.0 (163 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.8 (31 reviews) | 8.5 (176 reviews) ✓ Verified | 
| **Score Cards** | 8.6 (27 reviews) | 8.1 (113 reviews) | 
| **Dashboards** | 9.0 (30 reviews) | 8.3 (177 reviews) ✓ Verified | 

#### Data Preparation

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Connectors** | Not enough data | 8.3 (83 reviews) | 
| **Data Governance** | Not enough data | Feature Not Available | 

#### Data Modeling and Blending

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Data Querying** | Not enough data | 8.3 (81 reviews) | 
| **Data Filtering** | Not enough data | 8.5 (87 reviews) | 
| **Data Blending** | Not enough data | 8.4 (81 reviews) | 

#### Generative AI

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.1 (13 reviews) | 
| **AI Text Summarization** | Not enough data | 8.2 (13 reviews) | 

#### Agentic AI - Analytics Platforms

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **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 | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Calculated Fields** | Not enough data | 8.3 (166 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | 8.4 (169 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | 8.0 (154 reviews) ✓ Verified | 
| **Search** | Not enough data | 8.0 (153 reviews) ✓ Verified | 
| **Collaboration / Workflow** | Not enough data | 7.8 (144 reviews) ✓ Verified | 
| **Automodeling** | Not enough data | 7.7 (119 reviews) ✓ Verified | 

#### Deployment & Integration - Analytics Platforms

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **No-code Dashboard Builder** | Not enough data | 9.0 (5 reviews) | 
| **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 | 9.1 (9 reviews) | 

#### Advanced Analytics

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Predictive Analytics** | Not enough data | 8.4 (89 reviews) | 
| **Data Visualization** | Not enough data | 8.5 (161 reviews) | 
| **Big Data Services** | Not enough data | 7.8 (130 reviews) | 

#### Performance & Scalability - Analytics Platforms

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **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 | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **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 | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **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 | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **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 | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Data Transformation** | Not enough data | 8.0 (133 reviews) ✓ Verified | 
| **Data Modeling** | Not enough data | 8.0 (125 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | Not enough data | 8.1 (120 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | 8.2 (112 reviews) ✓ Verified | 

### Embedded Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **SAP HANA Cloud** | N/A | N/A |
| **Zoho Analytics** | 8.0/10 | 199 |

#### Reports

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Reports Interface** | 8.6 (34 reviews) | 8.1 (182 reviews) ✓ Verified | 
| **Steps to Answer** | 8.5 (32 reviews) | 8.0 (163 reviews) ✓ Verified | 
| **Graphs and Charts** | 8.8 (31 reviews) | 8.5 (176 reviews) ✓ Verified | 
| **Score Cards** | 8.6 (27 reviews) | 8.1 (113 reviews) | 
| **Dashboards** | 9.0 (30 reviews) | 8.3 (177 reviews) ✓ Verified | 

#### Self Service 

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Calculated Fields** | Not enough data | 8.3 (166 reviews) ✓ Verified | 
| **Data Column Filtering** | Not enough data | 8.4 (169 reviews) ✓ Verified | 
| **Data Discovery** | Not enough data | 8.0 (154 reviews) ✓ Verified | 
| **Search** | Not enough data | 8.0 (153 reviews) ✓ Verified | 
| **Collaboration / Workflow** | Not enough data | 7.8 (144 reviews) ✓ Verified | 
| **Automodeling** | Not enough data | 7.7 (119 reviews) ✓ Verified | 

#### Building Reports

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Data Transformation** | Not enough data | 8.0 (133 reviews) ✓ Verified | 
| **Data Modeling** | Not enough data | 8.0 (125 reviews) ✓ Verified | 
| **WYSIWYG Report Design** | Not enough data | 8.1 (120 reviews) ✓ Verified | 
| **Integration APIs** | Not enough data | 8.2 (112 reviews) ✓ Verified | 

### Location Intelligence

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

#### Cartography

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

### Data Virtualization

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

#### Administration

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

#### Federation

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

#### Transformation

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

### MLOps Platforms

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

#### Deployment

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

#### Management

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

#### Generative AI

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **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 |
|---|---|---|
| **SAP HANA Cloud** | N/A | N/A |
| **Zoho Analytics** | N/A | N/A |

#### System

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | Not enough data | 

#### Model Development

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Language Support** | Not enough data | Not enough data | 
| **Drag and Drop** | Not enough data | Not enough data | 
| **Pre-Built Algorithms** | Not enough data | Not enough data | 
| **Model Training** | Not enough data | Not enough data | 

#### Model Development

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Feature Engineering** | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Computer Vision** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Natural Language Generation** | Not enough data | Not enough data | 
| **Artificial Neural Networks** | Not enough data | Not enough data | 

#### Machine/Deep Learning Services

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | Not enough data | 
| **Deep Learning** | Not enough data | Not enough data | 

#### Deployment

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Managed Service** | Not enough data | Not enough data | 
| **Application** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

#### Generative AI

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 
| **AI Text-to-Image** | Not enough data | Not enough data | 

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

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **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 | 

### Database Management Systems (DBMS)

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

#### Management

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

#### Maintenance

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

#### Security

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

### Relational Databases

| Product | Score | Reviews |
|---|---|---|
| **SAP HANA Cloud** | 8.5/10 | 300 |
| **Zoho Analytics** | N/A | N/A |

#### Management 

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Data Schema** | 8.5 (86 reviews) | Not enough data | 
| **Query Language** | 8.3 (86 reviews) | Not enough data | 
| **ACID - Complaint** | 8.4 (80 reviews) | Not enough data | 
| **Data Replication** | 8.6 (85 reviews) | Not enough data | 

#### Support 

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Text Search** | 8.3 (84 reviews) | Not enough data | 
| **Data Types** | 8.7 (89 reviews) | Not enough data | 
| **Languages** | 8.3 (87 reviews) | Not enough data | 
| **Operating Systems** | Feature Not Available | Not enough data | 

#### Security

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Database Locking** | 8.8 (82 reviews) | Not enough data | 
| **Access Control** | 8.6 (84 reviews) | Not enough data | 
| **Encryption** | 8.7 (82 reviews) | Not enough data | 
| **Authentication** | 8.8 (84 reviews) | Not enough data | 

#### Performance 

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Disaster Recovery** | 8.7 (82 reviews) | Not enough data | 
| **Data Concurrency** | 8.7 (80 reviews) | Not enough data | 
| **Workload Management** | 8.5 (85 reviews) | Not enough data | 
| **Advanced Indexing** | 8.6 (79 reviews) | Not enough data | 
| **Query Optimizer** | Feature Not Available | Not enough data | 

#### Database Features

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Storage** | 8.7 (213 reviews) | Not enough data | 
| **Availability** | 8.6 (217 reviews) | Not enough data | 
| **Stability** | 8.5 (222 reviews) | Not enough data | 
| **Scalability** | 8.6 (225 reviews) | Not enough data | 
| **Security** | 8.7 (214 reviews) | Not enough data | 
| **Data Manipulation** | 8.2 (205 reviews) | Not enough data | 
| **Query Language** | 8.2 (198 reviews) | Not enough data | 

### Text Analysis

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

#### Setup

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

#### Data

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

#### Analysis

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

### Machine Learning

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

#### Integration - Machine Learning

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Integration** | Not enough data | Not enough data | 

#### Learning - Machine Learning

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

### Sales Analytics

| Product | Score | Reviews |
|---|---|---|
| **SAP HANA Cloud** | N/A | N/A |
| **Zoho Analytics** | 8.2/10 | 61 |

#### Agentic AI - Sales Analytics

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Autonomous Task Execution** | 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 | 

#### Data Sourcing

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Data Sourcing** | Not enough data | 8.4 (53 reviews) | 
| **Exporting & Sharing Data** | Not enough data | 8.5 (56 reviews) | 
| **Multi-Device Data Visualization** | Not enough data | 8.4 (48 reviews) | 
| **Interactive Dashboards** | Not enough data | 8.6 (55 reviews) | 
| **Data Segmentation** | Not enough data | 8.4 (51 reviews) | 

#### Predictive Analytics

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Lead Scoring** | Not enough data | 7.9 (47 reviews) | 
| **Opportunity Scoring** | Not enough data | 7.7 (45 reviews) | 
| **Risk Analysis** | Not enough data | 7.8 (46 reviews) | 
| **Live Forecasting** | Not enough data | 7.9 (46 reviews) | 

#### Sales Management

| Feature | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Live Pipeline Management** | Not enough data | 8.0 (46 reviews) | 
| **Sales Gamification** | Not enough data | Feature Not Available | 
| **Account-Based Analytics** | Not enough data | 8.3 (53 reviews) | 
| **Activity Tracking** | Not enough data | 8.5 (55 reviews) | 

### Predictive Analytics

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

#### Statistical Tool

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

#### Data Analysis

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

#### Decision Making

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

#### Generative AI

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

### Database as a Service (DBaaS)

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

#### Configuration

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

#### Database Administration

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

#### Availability

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

#### Security

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

#### Data Management

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

---
## Categories
**Shared Categories (2):** [Data Visualization Tools](https://www.g2.com/categories/data-visualization-tools), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics)

**Unique to SAP HANA Cloud (10):** [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), [Relational Databases](https://www.g2.com/categories/relational-databases), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Location Intelligence Software](https://www.g2.com/categories/location-intelligence), [Text Analysis Software](https://www.g2.com/categories/text-analysis), [Time Series Intelligence Software](https://www.g2.com/categories/time-series-intelligence), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Machine Learning Software](https://www.g2.com/categories/machine-learning)

**Unique to Zoho Analytics (3):** [Embedded Business Intelligence Software](https://www.g2.com/categories/embedded-business-intelligence), [Sales Analytics Software](https://www.g2.com/categories/sales-analytics), [Analytics Platforms](https://www.g2.com/categories/analytics-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | SAP HANA Cloud | Zoho Analytics | 
|---|---|---|
| **Small-Business** | 12.0% | 50.7% | 
| **Mid-Market** | 25.6% | 41.8% | 
| **Enterprise** | 62.4% | 7.5% | 

### By Industry

#### 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%

#### Zoho Analytics

- **Information Technology and Services:** 14.3%
- **Computer Software:** 8.6%
- **Financial Services:** 6.1%
- **Marketing and Advertising:** 5.7%
- **Management Consulting:** 4.3%
- **Education Management:** 3.9%
- **Real Estate:** 2.5%
- **Internet:** 2.1%
- **Market Research:** 2.1%
- **Accounting:** 1.8%
- **Other:** 48.6%

---
## Alternatives

### 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 (876 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 (3766 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1341 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (930 reviews)

### Alternatives to Zoho Analytics

- [Looker](https://www.g2.com/products/looker/reviews) — 4.4/5 stars (1651 reviews)
- [Sisense](https://www.g2.com/products/sisense/reviews) — 4.2/5 stars (1062 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1037 reviews)
- [GoodData.AI](https://www.g2.com/products/gooddata-ai/reviews) — 4.3/5 stars (623 reviews)
- [IBM Cognos Analytics](https://www.g2.com/products/ibm-cognos-analytics/reviews) — 4.1/5 stars (504 reviews)
- [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews)
- [Oracle Analytics Cloud](https://www.g2.com/products/oracle-analytics-cloud/reviews) — 4.1/5 stars (333 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (876 reviews)
- [Strategy One (formerly MicroStrategy ONE)](https://www.g2.com/products/strategy-one-formerly-microstrategy-one/reviews) — 4.2/5 stars (600 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (930 reviews)

---
## Top Discussions

### 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,..."

### Zoho Analytics

- Title: [What is Zoho Analytics used for?](https://www.g2.com/discussions/what-is-zoho-analytics-used-for) — 2 comments
  > **Top comment:** "Zoho Analytics is used for data analysis. It helps organizations collect, process and informed decision-making. 
With features like interactive reporting ,..."
- Title: [What is the use of Zoho?](https://www.g2.com/discussions/what-is-the-use-of-zoho) — 1 comment
  > **Top comment:** "Zoho is a cloud-based software company that provides a suite of business and productivity applications."
- Title: [Is Zoho Analytics free?](https://www.g2.com/discussions/is-zoho-analytics-free) — 1 comment
  > **Top comment:** "Free trial for 15 days usually available"
- Title: [What are the features of Zoho?](https://www.g2.com/discussions/zoho-analytics-what-are-the-features-of-zoho) — 1 comment
  > **Top comment:** "Efficient, I love it."
- Title: [Hi, I would you request you to put a downloading options.](https://www.g2.com/discussions/16124-hi-i-would-you-request-you-to-put-a-downloading-options) — 1 comment, 1 upvote
  > **Top comment:** "Zoho Analyitcs on-premise installable version is available since November 2018, when we released Zoho Analytics 4.0.

It can be downloaded from this page -..."

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