# Cloudera vs Confluent Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Cloudera Data Platform excels in **collaboration and reliability** , with users appreciating its ability to automate workflows and provide robust analytics for both historical and stream data processing. This makes it a strong choice for teams looking to manage data pipelines effectively.
- **Users say** that Confluent stands out for its **event processing capabilities** , with many highlighting how it handles millions of events seamlessly. The ease of installation and integration with relational databases is often noted as a significant advantage, making it ideal for organizations focused on real-time data integration.
- **According to verified reviews** , Cloudera Data Platform is praised for its **integration with Apache Spark and Airflow** , which enhances batch processing and scheduling efficiency. This feature is particularly beneficial for users who require a solid environment for building and managing data pipelines at scale.
- **Reviewers mention** that Confluent's **user-friendly interface** and extensive range of connectors simplify the process of working with Kafka and Flink. This ease of use is a significant draw for developers and administrators looking for a straightforward solution for real-time data integration.
- **G2 reviewers highlight** that while Cloudera Data Platform has a strong focus on **data lake capabilities** , it may not be as agile in real-time analytics compared to Confluent. Users have noted that Cloudera's real-time data collection features could be improved, which may affect those prioritizing immediate insights.
- **Users say** that Confluent's **documentation and developer resources** are exceptional, making it easier for new users to learn and implement Kafka and Kafka Streams. This support is a key factor for teams looking to quickly ramp up their data streaming capabilities.



---
## Frequently Asked Questions

### What is the difference between Cloudera vs Confluent?

Cloudera and Confluent differ most clearly in their core strengths, with Cloudera excelling in scalability and Confluent in ease of use and integration for real-time streaming.

| [Cloudera](https://www.g2.com/products/cloudera/reviews) | [Confluent](https://www.g2.com/products/confluent/reviews) |
| --- | --- |
| 4.1/5 (136 reviews) | 4.4/5 (114 reviews) |
| Enterprise | Enterprise |
| 8.1 | 8.2 |
| 8.0 | 8.3 |
| Scalability (17 all-time mentions) | Ease of Use (recent reviews) |



### How do the pricing models of Cloudera and Confluent compare?

Confluent is rated higher for price satisfaction, indicating reviewers consider it the stronger value compared to Cloudera.

- **Cloudera:** In recent reviews, many cite Cloudera as expensive, with 16 all-time mentions of high cost and concerns about licensing and operational expenses.
- **Confluent:** Reviewers note that while Confluent's pricing can increase with data volume, they are generally more satisfied with its value, as reflected in its higher price satisfaction score.



### What are the best alternatives to Cloudera and Confluent?

The top three alternatives to Cloudera and Confluent are Databricks, Snowflake, and Lenses.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Cloudera](https://www.g2.com/products/cloudera/reviews) | 4.1/5 (136) | Enterprise | Expensive, high operational cost | Scalability (17 all-time mentions) |
| [Confluent](https://www.g2.com/products/confluent/reviews) | 4.4/5 (114) | Enterprise | Pricing increases with data volume, but higher satisfaction | Ease of Use (recent reviews) |
| [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366) | Enterprise | — | — |
| [Snowflake](https://www.g2.com/products/snowflake/reviews) | 4.5/5 (763) | Mid-Market | — | — |
| [Lenses](https://www.g2.com/products/lenses/reviews) | 4.2/5 (17) | — | — | — |



### Which Big Data Processing and Distribution features should I prioritize when comparing Cloudera and Confluent?

Buyers should prioritize scalability, integration capabilities, ease of use, security, and automation when comparing Cloudera and Confluent.

- **Scalability:** Cloudera (17 all-time mentions), Confluent (recent reviews highlight scalability and reliability)
- **Integration Capabilities:** Cloudera (6 all-time mentions of easy integrations, Spark integration 16 all-time mentions), Confluent (recent reviews highlight connectors and integration features)
- **Ease of Use:** Cloudera (22 all-time mentions), Confluent (recent reviews, 8.4 Ease of Use score)
- **Security:** Cloudera (9 all-time mentions), Confluent (recent reviews mention enterprise security features)
- **Automation:** Cloudera (6 all-time mentions), Confluent (recent reviews cite automation and managed services)



### What are the pros and cons of Cloudera vs Confluent?

Cloudera's headline strength is scalability, while Confluent's is ease of use and integration for real-time streaming.

- **Cloudera strengths:** Scalability (17 all-time mentions), security (9 all-time mentions), robust data management and analytics, automation (6 all-time mentions), and easy integrations (6 all-time mentions).
- **Cloudera trade-offs:** Expensive (16 all-time mentions), complexity (7 all-time mentions), difficult learning curve (5 all-time mentions), and documentation quality (4 all-time mentions).
- **Confluent strengths:** Ease of use (recent reviews), integration capabilities (recent reviews), real-time streaming, and reliability.
- **Confluent trade-offs:** Pricing increases with data volume, learning curve for new users, and some reviewers cite limited features or documentation gaps.



### Is Cloudera or Confluent better for small businesses?

Neither Cloudera nor Confluent is primarily focused on small businesses, but Confluent's ease of use and managed services are more frequently cited as beneficial for lean teams.

- **Cloudera:** Largest segment is Enterprise; reviewers note complexity and higher cost as barriers for smaller organizations.
- **Confluent:** Largest segment is Enterprise; recent reviews highlight ease of setup and reduced operational burden, which can appeal to smaller teams with limited resources.



### Which Big Data Processing and Distribution platform has better integrations?

Cloudera and Confluent are both recognized for strong integration capabilities, with Cloudera having more reviewer-cited integration mentions.

- **Cloudera:** Spark integration (16 all-time mentions), Impala (7 all-time mentions), and multiple recent reviews highlight easy integrations.
- **Confluent:** Recent reviews highlight connectors, integration with Apache Kafka, and managed cloud integrations.



### How do Cloudera and Confluent compare on customer support?

Confluent scores higher on Quality of Support (8.3 vs. 8.0), but the difference is below the materiality threshold, indicating near-parity in support experiences.

- **Cloudera:** Reviewers mention customer support as a strength (6 all-time mentions), with some citing helpfulness during integration and issue resolution.
- **Confluent:** Recent reviews highlight responsive support, knowledgeable teams, and positive experiences with technical assistance.



### Which is easier to implement, Cloudera or Confluent?

Confluent and Cloudera score within 0.1 points on Ease of Setup (8.2 vs. 8.1), indicating parity in implementation difficulty.

- **Cloudera:** Reviewers describe setup as straightforward for experienced teams but note complexity and a learning curve for new users.
- **Confluent:** Recent reviews highlight quick setup, minimal infrastructure management, and ease of provisioning clusters, especially for teams familiar with Kafka.



### Which product has better Integration?

Cloudera is more frequently cited for integration, with higher all-time mention counts for key integrations.

- **Cloudera:** Integration is cited in 6 all-time mentions, with Spark integration (16 all-time mentions) and Impala (7 all-time mentions) highlighted by reviewers.
- **Confluent:** Recent reviews highlight connectors and integration with Apache Kafka, but no all-time mention counts exceed the publish floor.



| | Cloudera | Confluent | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 200 | 114 | 
| **Largest Market Segment** | Enterprise (39.7% of reviews) | Enterprise (35.1% 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)

### Confluent

Pros:
- Cloud Computing (1 reviews)
- Cloud Services (1 reviews)

Cons:
- Cost Estimation (1 reviews)
- Expensive (1 reviews)

---
## Ratings Comparison
| Rating | Cloudera | Confluent | 
|---|---|---|
  | **Meets Requirements** | 8.6 (123 reviews) | 8.7 (88 reviews) | 
  | **Ease of Use** | 8.3 (170 reviews) | 8.4 (89 reviews) | 
  | **Ease of Setup** | 8.0 (110 reviews) | 8.2 (39 reviews) | 
  | **Ease of Admin** | 8.0 (66 reviews) | 8.1 (39 reviews) | 
  | **Quality of Support** | 8.1 (114 reviews) | 8.3 (82 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.4 (63 reviews) | 8.5 (36 reviews) | 
  | **Product Direction (% positive)** | 8.5 (122 reviews) | 9.0 (89 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

### Confluent

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Analytics Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 6.6/10 | 56 |
| **Confluent** | N/A | N/A |

#### Reports

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Marketing Reports** | Not enough data | Not enough data | 
| **Sales Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Interactive Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Connectors** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 

#### Data Modeling and Blending

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Data Querying** | Not enough data | Not enough data | 
| **Data Filtering** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Cloudera | Confluent | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Analytics Platforms

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Natural Language Search** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 

#### Deployment & Integration - Analytics Platforms

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Query Builder** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Predictive Analytics** | 7.4 (13 reviews) | Not enough data | 
| **Data Visualization** | 6.7 (13 reviews) | Not enough data | 
| **Big Data Services** | 8.4 (17 reviews) | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Performance & Scalability - Analytics Platforms

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Large data handling and Query Speed** | Not enough data | Not enough data | 
| **Concurrent User Support** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 

#### Advanced Analytics & Modeling - Analytics Platforms

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Data Transformation** | 8.5 (24 reviews) | Not enough data | 
| **Data Modeling** | 8.1 (25 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 6.9 (13 reviews) | Not enough data | 
| **Integration APIs** | 7.9 (20 reviews) | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | 8.3 (6 reviews) | Not enough data | 
| **Third-Party Integrations** | 8.3 (6 reviews) | Not enough data | 

#### Additional Functionality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Drag & Drop** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Self Service Data Preparation** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **Sales Trend Analysis** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Widgets** | Not enough data | Not enough data | 
| **Storytelling** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Financing Management** | Not enough data | Not enough data | 
| **Self-service Analytics** | Not enough data | Not enough data | 
| **KPI Monitoring** | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Integration** | Not enough data | Not enough data | 
| **Scorecards** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Progress Tracking** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Profitability Analysis** | Not enough data | Not enough data | 
| **Project Tracking** | Not enough data | Not enough data | 
| **Strategic Planning** | Not enough data | Not enough data | 
| **Goal Setting/Tracking** | Not enough data | Not enough data | 
| **Publishing/Sharing** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Templates** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Financial Reporting** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **OLAP** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 

### Artificial Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Confluent** | N/A | N/A |

#### Additional Functionality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Tagging** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Speech Recognition** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Virtual Personal Assistant (VPA)** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Customer Segmentation** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **For eCommerce** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Customizable Branding** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Machine Learning** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Mobile App** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **For Sales Teams/Organizations** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Chatbot** | Not enough data | Not enough data | 
| **Workflow Automation** | Not enough data | Not enough data | 

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.9/10 | 11 |
| **Confluent** | N/A | N/A |

#### Data Governance

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Workflow Management** | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | 
| **Master Data Management** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 

#### Artificial Intelligence

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **AI Text Generation** | 8.1 (9 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (9 reviews) | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Machine Learning Data Catalog

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Metadata Extraction** | Not enough data | Not enough data | 
| **Automatic Backup** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Archiving & Retention** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Data Catalog** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Categorization/Grouping** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 
| **Content Library** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 

### Event Stream Processing

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Confluent** | 8.7/10 | 68 |

#### Data

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Data Processing** | Not enough data | 8.7 (63 reviews) | 
| **Data Sources** | Not enough data | 8.8 (59 reviews) | 
| **Integration** | Not enough data | 8.8 (63 reviews) | 
| **Real-Time Processing** | Not enough data | 9.0 (64 reviews) | 

#### Analytics

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Reporting & Analytics** | Not enough data | 8.2 (57 reviews) | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Confluent** | N/A | N/A |

#### Administration

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Rules-Based Workflow** | Not enough data | Not enough data | 

#### Management

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Data Visualization** | Not enough data | Not enough data | 

#### Compliance

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 

#### Security

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Access Control** | Not enough data | Not enough data | 
| **Roles Management** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Deletion Management** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **Process Management** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 

#### Data Quality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **Data Quality Management** | Not enough data | Not enough data | 
| **Policy Management** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Cloudera | Confluent | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Active Directory Integration** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **AI Copilot** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Archiving & Retention** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Audit Trail** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Data Profiling** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 
| **Role-Based Permissions** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **HIPAA Compliant** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Risk Assessment** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Self Service Portal** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Document Storage** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Automatic Backup** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Confluent** | N/A | N/A |

#### Management

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Reporting** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 

#### Functionality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Non-Relational Transformations** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Data Mapping** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 
| **Integration Management** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Match & Merge** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Pipeline Management** | Not enough data | Not enough data | 
| **Job Scheduling** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Data Quality Control** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Accounting Integration** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **eCommerce Management** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **CRM** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Performance Management** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Data Replication** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Data Analysis Tools** | Not enough data | Not enough data | 

### MLOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Confluent** | N/A | N/A |

#### Deployment

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | 19 |
| **Confluent** | N/A | N/A |

#### System

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Data Ingestion & Wrangling** | 9.7 (15 reviews) | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 

#### Model Development

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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** | 9.3 (17 reviews) | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 

#### Model Development

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

#### Machine/Deep Learning Services

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

#### Deployment

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Managed Service** | 9.4 (16 reviews) | Not enough data | 
| **Application** | 9.7 (17 reviews) | Not enough data | 
| **Scalability** | 9.5 (16 reviews) | Not enough data | 

#### Additional Functionality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Customizable Reports** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Semantic Search** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Statistical Analysis** | Not enough data | Not enough data | 
| **Categorization/Grouping** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Data Profiling** | Not enough data | Not enough data | 
| **Linked Data Management** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Sentiment Analysis** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Text Mining** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Predictive Modeling** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Endpoint Management** | Not enough data | Not enough data | 
| **No-Code** | Not enough data | Not enough data | 
| **Data Preparation** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 
| **Big Data Analytics** | Not enough data | Not enough data | 
| **ML Algorithm Library** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Generative AI** | Not enough data | Not enough data | 

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

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

### Data Fabric

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 6.9/10 | 6 |
| **Confluent** | N/A | N/A |

#### Data Management

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

#### Security

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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** | 8.9/10 | 18 |
| **Confluent** | N/A | N/A |

#### Data Management

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **ETL - Extract Transfer Load** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Real-Time Analytics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 

#### Integration

| Feature | Cloudera | Confluent | 
|---|---|---|
| **AI/ ML Integration** | 8.8 (14 reviews) ✓ Verified | Not enough data | 
| **BI Tool Integration** | 8.5 (14 reviews) ✓ Verified | Not enough data | 
| **Data lake Integration** | 9.2 (13 reviews) ✓ Verified | Not enough data | 

#### Deployment

| Feature | Cloudera | Confluent | 
|---|---|---|
| **On-Premise** | 9.3 (15 reviews) ✓ Verified | Not enough data | 
| **Cloud** | 9.0 (15 reviews) ✓ Verified | Not enough data | 

#### Performance 

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

#### Security

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

#### Generative AI

| Feature | Cloudera | Confluent | 
|---|---|---|
| **AI Text Generation** | 8.8 (10 reviews) | Not enough data | 
| **AI Text Summarization** | 8.5 (10 reviews) | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Parallel Processing** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **In-Database Processing** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Match & Merge** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **In-Memory Processing** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 

### Database Management Systems (DBMS)

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Confluent** | N/A | N/A |

#### Management

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 

#### Maintenance

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Automatic Backup** | Not enough data | Not enough data | 
| **Database Conversion** | Not enough data | Not enough data | 

#### Security

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Data Encryption** | Not enough data | Not enough data | 
| **User Access Control** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Workflow Management** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Relational Database Management** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Full Text Search** | Not enough data | Not enough data | 
| **Data Virtualization** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Customizable Fields** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Multiple Programming Languages Supported** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **NOSQL Database Management** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Calendar Management** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Document Storage** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **Charting** | Not enough data | Not enough data | 

### Relational Databases

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

#### Management 

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 |
| **Confluent** | N/A | N/A |

#### Data Management

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Data Model** | Not enough data | Not enough data | 
| **Data Types** | Not enough data | Not enough data | 

#### Availability

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **Integrated Cache** | Feature Not Available | Not enough data | 

#### Security

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | Confluent | 
|---|---|---|
| **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 |
| **Confluent** | N/A | N/A |

#### Data Management

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

#### Monitoring and Management

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

#### Cloud Deployment

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

#### Generative AI

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 |
| **Confluent** | N/A | N/A |

#### Data management

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

#### Additional Functionality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Metadata Management** | Not enough data | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Data Governance** | Not enough data | Not enough data | 
| **Data Aggregation** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Archiving & Retention** | Not enough data | Not enough data | 
| **Policy Metadata Management** | Not enough data | Not enough data | 
| **Tagging** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Big Data Analytics** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **Metadata Extraction** | Not enough data | Not enough data | 
| **Data Integration** | Not enough data | Not enough data | 
| **Dashboard** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Data Catalog** | Not enough data | Not enough data | 
| **Data Profiling** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Data Glossary** | Not enough data | Not enough data | 
| **Data Quality Control** | Not enough data | Not enough data | 
| **Data Management** | Not enough data | Not enough data | 
| **Data Sampling** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Data Dictionary Management** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **Document Database** | Not enough data | Not enough data | 
| **Access Control** | Not enough data | Not enough data | 

### Big Data Processing and Distribution

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.5/10 | 35 |
| **Confluent** | 8.3/10 | 23 |

#### Database

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Real-Time Data Collection** | 8.1 (13 reviews) | 9.0 (18 reviews) | 
| **Data Distribution** | 8.7 (14 reviews) | 8.7 (17 reviews) | 
| **Data Lake** | 8.7 (14 reviews) | 8.3 (15 reviews) | 

#### Integrations

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Hadoop Integration** | 9.1 (17 reviews) | 8.3 (12 reviews) | 
| **Spark Integration** | 8.5 (12 reviews) | 8.2 (14 reviews) | 

#### Platform

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Machine Scaling** | 9.1 (13 reviews) | 8.2 (17 reviews) | 
| **Data Preparation** | 8.1 (13 reviews) | 7.8 (16 reviews) | 
| **Spark Integration** | 8.5 (12 reviews) | 8.2 (14 reviews) | 

#### Processing

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Cloud Processing** | 8.2 (16 reviews) | 8.2 (16 reviews) | 
| **Workload Processing** | 8.5 (17 reviews) | 8.3 (17 reviews) | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.3/10 | 13 |
| **Confluent** | 8.3/10 | 26 |

#### Data Transformation

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Real-Time Analytics** | 7.0 (11 reviews) ✓ Verified | 8.9 (22 reviews) ✓ Verified | 
| **Data Querying** | 8.6 (7 reviews) ✓ Verified | 8.4 (20 reviews) ✓ Verified | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

#### Connectivity

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Hadoop Integration** | 8.9 (12 reviews) ✓ Verified | 8.2 (17 reviews) ✓ Verified | 
| **Spark Integration** | 8.8 (11 reviews) ✓ Verified | 8.6 (19 reviews) ✓ Verified | 
| **Multi-Source Analysis** | 8.6 (11 reviews) ✓ Verified | 8.3 (22 reviews) ✓ Verified | 
| **Data Lake** | 9.1 (11 reviews) ✓ Verified | 8.1 (19 reviews) ✓ Verified | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **What-if Analysis** | Not enough data | Not enough data | 
| **Statistical Analysis** | Not enough data | Not enough data | 
| **Data Blending** | Not enough data | Not enough data | 
| **Ad hoc Analysis** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Operations

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Data Visualization** | 7.7 (10 reviews) ✓ Verified | 8.3 (22 reviews) ✓ Verified | 
| **Data Workflow** | 8.0 (11 reviews) ✓ Verified | 7.9 (21 reviews) ✓ Verified | 
| **Governed Discovery** | 8.1 (9 reviews) ✓ Verified | 8.2 (18 reviews) ✓ Verified | 
| **Embedded Analytics** | 8.1 (8 reviews) | Feature Not Available | 
| **Notebooks** | 8.7 (5 reviews) ✓ Verified | Feature Not Available | 
| **Data Discovery** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Data Warehousing** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Ad hoc Reporting** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Alerts/Escalation** | Not enough data | Not enough data | 
| **Templates** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Cleansing** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **SSL Security** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **No-Code** | Not enough data | Not enough data | 
| **High Volume Processing** | Not enough data | Not enough data | 
| **Database Support** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | 8.0/10 | 44 |
| **Confluent** | N/A | N/A |

#### Building Reports

| Feature | Cloudera | Confluent | 
|---|---|---|
| **Data Transformation** | 8.5 (24 reviews) | Not enough data | 
| **Data Modeling** | 8.1 (25 reviews) | Not enough data | 
| **WYSIWYG Report Design** | 6.9 (13 reviews) | Not enough data | 
| **Integration APIs** | 7.9 (20 reviews) | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Third-Party Integrations** | 8.3 (6 reviews) | Not enough data | 
| **Third-Party Integrations** | 8.3 (6 reviews) | Not enough data | 

#### Platform

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 | 
| **Mobile Access** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 

### NoSQL Databases

| Product | Score | Reviews |
|---|---|---|
| **Cloudera** | N/A | N/A |
| **Confluent** | N/A | N/A |

#### Database Features

| Feature | Cloudera | Confluent | 
|---|---|---|
| **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 (3):** [Big Data Processing And Distribution Systems](https://www.g2.com/categories/big-data-processing-and-distribution), [Stream Analytics Software](https://www.g2.com/categories/stream-analytics), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics)

**Unique to Cloudera (14):** [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), [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), [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)

**Unique to Confluent (1):** [Event Stream Processing Software](https://www.g2.com/categories/event-stream-processing)


---
## Reviewer Demographics

### By Company Size

| Segment | Cloudera | Confluent | 
|---|---|---|
| **Small-Business** | 34.9% | 33.3% | 
| **Mid-Market** | 25.4% | 31.5% | 
| **Enterprise** | 39.7% | 35.1% | 

### By Industry

#### Cloudera

- **Information Technology and Services:** 22.0%
- **Computer Software:** 13.2%
- **Banking:** 12.1%
- **Financial Services:** 6.6%
- **Telecommunications:** 4.4%
- **Retail:** 4.4%
- **Consulting:** 3.8%
- **Internet:** 3.3%
- **Computer & Network Security:** 2.7%
- **Hospital & Health Care:** 2.2%
- **Other:** 25.3%

#### Confluent

- **Computer Software:** 21.8%
- **Information Technology and Services:** 15.5%
- **Financial Services:** 13.6%
- **Banking:** 5.5%
- **Retail:** 5.5%
- **Telecommunications:** 4.5%
- **Hospital & Health Care:** 2.7%
- **Automotive:** 1.8%
- **Semiconductors:** 1.8%
- **Computer & Network Security:** 1.8%
- **Other:** 25.5%

---
## Alternatives

### Alternatives to Cloudera

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1361 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (762 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (374 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 (404 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (432 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (894 reviews)
- [Microsoft SQL Server](https://www.g2.com/products/microsoft-sql-server/reviews) — 4.4/5 stars (2288 reviews)
- [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (620 reviews)
- [IBM Db2](https://www.g2.com/products/ibm-db2/reviews) — 4.1/5 stars (684 reviews)

### Alternatives to Confluent

- [Lenses](https://www.g2.com/products/lenses/reviews) — 4.2/5 stars (17 reviews)
- [Apache Kafka](https://www.g2.com/products/apache-kafka/reviews) — 4.5/5 stars (131 reviews)
- [Amazon Kinesis Data Streams](https://www.g2.com/products/aws-amazon-kinesis-data-streams/reviews) — 4.3/5 stars (90 reviews)
- [Amazon Managed Streaming for Apache Kafka (Amazon MSK)](https://www.g2.com/products/amazon-managed-streaming-for-apache-kafka-amazon-msk/reviews) — 4.0/5 stars (24 reviews)
- [Aiven for Apache Kafka](https://www.g2.com/products/aiven-for-apache-kafka/reviews) — 4.3/5 stars (245 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (432 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (1361 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (762 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (894 reviews)
- [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews) — 4.3/5 stars (374 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"

### Confluent

No discussions available for this product.

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