# Cloudera vs Hadoop HDFS Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Hadoop HDFS excels in handling large volumes of data efficiently, with users praising its ability to manage data across multiple locations seamlessly. One user noted, "Everything goes smooth either while copying files from Multilocation," highlighting its robust data handling capabilities.
- **Users say** that Cloudera Data Platform offers a more user-friendly experience, particularly in team collaboration and reliability. Reviewers appreciate its automation features for workflow jobs, stating that it provides "solid environment for building and managing data pipelines at scale," which can enhance productivity.
- **According to verified reviews** , Hadoop HDFS is recognized for its powerful and scalable framework, with users noting that its distributed nature and MapReduce model allow for effective business logic execution. This makes it a strong choice for organizations focused on big data processing.
- **Reviewers mention** that Cloudera Data Platform integrates well with tools like Apache Spark and Airflow, making batch processing and scheduling efficient. This integration is a significant advantage for teams looking to streamline their data engineering processes.
- **G2 reviewers highlight** that while Hadoop HDFS has a higher ease of use rating, Cloudera Data Platform outperforms in ease of setup and administration. Users have noted that Cloudera's setup process is more intuitive, which can lead to quicker onboarding for new users.
- **Users report** that both platforms meet their requirements effectively, but Cloudera Data Platform has a slight edge in support quality, with reviewers appreciating its responsiveness and helpfulness. One user remarked on the reliability of Cloudera, which can be crucial for businesses that rely on consistent support.



| | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 136 | 141 | 
| **Largest Market Segment** | Enterprise (42.3% of reviews) | Enterprise (55.0% 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)

### Hadoop HDFS

Pros:
- Data Processing (1 reviews)
- Data Security (1 reviews)

Cons:
- Increased Costs (1 reviews)
- Maintenance Issues (1 reviews)

---
## Ratings Comparison
| Rating | Cloudera | Hadoop HDFS | 
|---|---|---|
  | **Meets Requirements** | 8.6 (117 reviews) | 8.6 (118 reviews) | 
  | **Ease of Use** | 8.3 (119 reviews) | 7.5 (120 reviews) | 
  | **Ease of Setup** | 8.1 (60 reviews) | 6.9 (47 reviews) | 
  | **Ease of Admin** | 7.9 (59 reviews) | 7.1 (44 reviews) | 
  | **Quality of Support** | 8.0 (108 reviews) | 7.8 (103 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.4 (56 reviews) | 7.7 (42 reviews) | 
  | **Product Direction (% positive)** | 8.4 (118 reviews) | 8.0 (113 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

### Hadoop HDFS

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 6.6/10 | 33 |
| **Hadoop HDFS** | N/A | N/A |

#### Reports

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Reports Interface** | 7.1 (13 reviews) | Not enough data | 
| **Steps to Answer** | 6.1 (11 reviews) | Not enough data | 
| **Graphs and Charts** | 7.1 (12 reviews) | Not enough data | 
| **Score Cards** | 5.9 (9 reviews) | Not enough data | 
| **Dashboards** | 6.7 (14 reviews) | Not enough data | 

#### Data Preparation

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Connectors** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | 

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.9/10 | 10 |
| **Hadoop HDFS** | N/A | N/A |

#### Data Governance

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 Governance

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Hadoop HDFS** | N/A | N/A |

#### Administration

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | 
| **Policy Management** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 |
| **Hadoop HDFS** | N/A | N/A |

#### Management

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Functionality

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 |
| **Hadoop HDFS** | N/A | N/A |

#### Deployment

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 |
| **Hadoop HDFS** | N/A | N/A |

#### System

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Data Ingestion & Wrangling** | 9.7 (15 reviews) | Not enough data | 

#### Model Development

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **Feature Engineering** | 9.4 (14 reviews) | Not enough data | 

#### Machine/Deep Learning Services

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

#### Deployment

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 |
| **Hadoop HDFS** | N/A | N/A |

#### Data Management

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **Data Analytics** | 6.4 (6 reviews) | Not enough data | 

#### Security

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 |
| **Hadoop HDFS** | N/A | N/A |

#### Data Management

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

#### Performance 

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Scalability** | 9.2 (14 reviews) ✓ Verified | Not enough data | 

#### Security

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

#### Generative AI

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 |
| **Hadoop HDFS** | N/A | N/A |

#### Management

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 
| **Backup and Recovery** | Not enough data | Not enough data | 
| **Multi-User Environment** | Not enough data | Not enough data | 

#### Security

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 

### Relational Databases

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.8/10 | 20 |
| **Hadoop HDFS** | N/A | N/A |

#### Management 

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Data Schema** | 8.8 (11 reviews) | Not enough data | 
| **Query Language** | 9.4 (11 reviews) | Not enough data | 
| **ACID - Complaint** | 9.4 (8 reviews) | Not enough data | 
| **Data Replication** | 9.4 (9 reviews) | Not enough data | 

#### Support 

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Text Search** | 8.0 (11 reviews) | Not enough data | 
| **Data Types** | 8.5 (11 reviews) | Not enough data | 
| **Languages** | 8.7 (10 reviews) | Not enough data | 
| **Operating Systems** | 8.0 (10 reviews) | Not enough data | 

#### Security

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Database Locking** | 9.0 (10 reviews) | Not enough data | 
| **Access Control** | 9.2 (10 reviews) | Not enough data | 
| **Encryption** | 8.7 (9 reviews) | Not enough data | 
| **Authentication** | 9.0 (10 reviews) | Not enough data | 

#### Performance 

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Disaster Recovery** | 8.8 (8 reviews) | Not enough data | 
| **Data Concurrency** | 8.9 (9 reviews) | Not enough data | 
| **Workload Management** | 8.7 (9 reviews) | Not enough data | 
| **Advanced Indexing** | 8.7 (9 reviews) | Not enough data | 
| **Query Optimizer** | 8.8 (10 reviews) | Not enough data | 

#### Database Features

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Storage** | 8.9 (19 reviews) | Not enough data | 
| **Availability** | 8.4 (19 reviews) | Not enough data | 
| **Stability** | 8.5 (17 reviews) | Not enough data | 
| **Scalability** | 9.0 (18 reviews) | Not enough data | 
| **Security** | 9.0 (16 reviews) | Not enough data | 
| **Data Manipulation** | 8.7 (17 reviews) | Not enough data | 
| **Query Language** | 9.2 (18 reviews) | Not enough data | 

### Key Value Databases

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Hadoop HDFS** | N/A | N/A |

#### Data Management

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Data Model** | Not enough data | Not enough data | 
| **Data Types** | Not enough data | Not enough data | 

#### Availability

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **Integrated Cache** | Feature Not Available | Not enough data | 

#### Security

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 |
| **Hadoop HDFS** | N/A | N/A |

#### Data Management

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **Analytics capabilities** | Not enough data | Not enough data | 
| **Dasboard visualizations** | Not enough data | Not enough data | 

#### Monitoring and Management

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Data Observability** | Not enough data | Not enough data | 
| **Testing capabilities** | Not enough data | Not enough data | 

#### Cloud Deployment

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | Not enough data | 
| **Cloud migration capabilities** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 |
| **Hadoop HDFS** | N/A | N/A |

#### Data management

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.3/10 | 14 |
| **Hadoop HDFS** | 8.7/10 | 49 |

#### Database

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Real-Time Data Collection** | 7.9 (12 reviews) | 8.6 (42 reviews) | 
| **Data Distribution** | 8.6 (13 reviews) | 9.1 (46 reviews) | 
| **Data Lake** | 8.3 (11 reviews) | 9.0 (40 reviews) | 

#### Integrations

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Hadoop Integration** | 8.8 (13 reviews) | 9.1 (44 reviews) | 
| **Spark Integration** | 8.3 (11 reviews) | 8.8 (40 reviews) | 

#### Platform

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Machine Scaling** | 9.2 (8 reviews) | 8.3 (40 reviews) | 
| **Data Preparation** | 7.7 (11 reviews) | 8.4 (43 reviews) | 
| **Spark Integration** | 8.3 (11 reviews) | 8.8 (40 reviews) | 

#### Processing

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Cloud Processing** | 7.7 (8 reviews) | 8.7 (36 reviews) | 
| **Workload Processing** | 7.7 (11 reviews) | 8.5 (41 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.3/10 | 12 |
| **Hadoop HDFS** | N/A | N/A |

#### Data Transformation

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

#### Connectivity

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 |
| **Hadoop HDFS** | N/A | N/A |

#### Building Reports

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **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 | Hadoop HDFS | 
|---|---|---|
| **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 |
| **Hadoop HDFS** | N/A | N/A |

#### Database Features

| Feature | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Storage** | 8.9 (19 reviews) | Not enough data | 
| **Availability** | 8.4 (19 reviews) | Not enough data | 
| **Stability** | 8.5 (17 reviews) | Not enough data | 
| **Scalability** | 9.0 (18 reviews) | Not enough data | 
| **Security** | 9.0 (16 reviews) | Not enough data | 
| **Data Manipulation** | 8.7 (17 reviews) | Not enough data | 
| **Query Language** | 9.2 (18 reviews) | Not enough data | 

---
## Categories
**Shared Categories (1):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution)

**Unique to Cloudera (16):** [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), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [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), [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), [Key Value Databases](https://www.g2.com/categories/key-value-databases), [Database Management Systems (DBMS)](https://www.g2.com/categories/database-management-systems-dbms), [Relational Databases](https://www.g2.com/categories/relational-databases)



---
## Reviewer Demographics

### By Company Size

| Segment | Cloudera | Hadoop HDFS | 
|---|---|---|
| **Small-Business** | 32.3% | 21.7% | 
| **Mid-Market** | 25.4% | 23.3% | 
| **Enterprise** | 42.3% | 55.0% | 

### 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%

#### Hadoop HDFS

- **Computer Software:** 24.0%
- **Information Technology and Services:** 21.7%
- **Internet:** 7.8%
- **Financial Services:** 4.7%
- **Banking:** 3.9%
- **Higher Education:** 3.9%
- **Research:** 3.1%
- **Computer Networking:** 3.1%
- **Computer & Network Security:** 2.3%
- **Management Consulting:** 2.3%
- **Other:** 23.3%

---
## Alternatives

### Alternatives to Cloudera

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1335 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)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (402 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (857 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (682 reviews)

### Alternatives to Hadoop HDFS

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1335 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1226 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (756 reviews)
- [Google Cloud Managed Service for Apache Spark](https://www.g2.com/products/google-cloud-managed-service-for-apache-spark/reviews) — 4.4/5 stars (17 reviews)
- [Rocket Vertica](https://www.g2.com/products/rocket-vertica/reviews) — 4.3/5 stars (216 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2284 reviews)
- [Dremio](https://www.g2.com/products/dremio/reviews) — 4.6/5 stars (70 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (375 reviews)
- [Posit Team](https://www.g2.com/products/posit-team/reviews) — 4.5/5 stars (572 reviews)
- [Qubole](https://www.g2.com/products/qubole/reviews) — 4.0/5 stars (259 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"

### Hadoop HDFS

- Title: [What is Hadoop HDFS used for?](https://www.g2.com/discussions/what-is-hadoop-hdfs-used-for) — 1 comment, 1 upvote
  > **Top comment:** "Hadoop HDFS is used for storing large volume of data... so called 'Big Data'.
"

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