# Collibra vs Informatica Data & AI Governance, Privacy Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Collibra excels in integrating various aspects of data management, with users appreciating its ability to combine **Data Governance** , **Data Quality** , and a **Data Product Store** into a single platform, which enhances transparency and ownership.
- **Users say** that Informatica Cloud Data Governance and Catalog is particularly effective for automating complex manual processes, making it a valuable tool for organizations looking to streamline their data lifecycle management.
- **Reviewers mention** that Collibra's user interface is intuitive, which contributes to a smoother onboarding experience, although some users have noted challenges with specific configurations that may require additional support.
- **According to verified reviews** , Informatica Cloud Data Governance and Catalog scores higher in areas like **Data Discovery** and **Dashboards** , with users highlighting its robust visualization capabilities that aid in data analysis and reporting.
- **G2 reviewers highlight** that while Collibra has a strong focus on data governance, it sometimes falls short in **Data Quality Management** , where users feel Informatica offers more comprehensive tools and features.
- **Users report** that both platforms have strong support systems, but Informatica's customer service is noted for being slightly more responsive, which can be crucial for organizations needing quick resolutions to issues.




| | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.1 out of 5 | 
| **Total Reviews** | 105 | 152 | 

---
## Top Pros & Cons

### Collibra

Pros:
- Features (10 reviews)
- Data Governance (9 reviews)

Cons:
- Complexity Issues (7 reviews)
- Complexity (6 reviews)

### Informatica Data & AI Governance, Privacy

Pros:
- Data Governance (1 reviews)

Cons:
- Integration Issues (1 reviews)

---
## Ratings Comparison
| Rating | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
  | **Meets Requirements** | 8.3 (90 reviews) | 8.5 (77 reviews) | 
  | **Ease of Use** | 8.1 (92 reviews) | 8.2 (104 reviews) | 
  | **Ease of Setup** | 7.7 (71 reviews) | 7.3 (66 reviews) | 
  | **Ease of Admin** | 8.0 (68 reviews) | 7.8 (41 reviews) | 
  | **Quality of Support** | 8.2 (92 reviews) | 8.2 (75 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.7 (69 reviews) | 8.2 (41 reviews) | 
  | **Product Direction (% positive)** | 9.3 (88 reviews) | 8.7 (70 reviews) | 

---
## Pricing

### Collibra

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Informatica Data & AI Governance, Privacy

#### Entry-Level Pricing

Plan: Intelligent Data Management Cloud (July 2026)

Price: Contact Us

Description:  The Intelligent Data Management Cloud (IDMC) is a cloud-native, AI-powered data management platform that offers data and AI governance, privacy and security products and services. The pricing if based on the the latest release edition of IDMC.

Key Features:
-  Flexible pricing model options
- Access any capability you need across a  range of IPU-eligible cloud services
- Get transparency and control into usage

[Learn more about Informatica Data & AI Governance, Privacy](https://www.g2.com/products/informatica-data-ai-governance-privacy/reviews)

#### Free Trial

Yes

---
## Features Comparison By Category

### Artificial Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Additional Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **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 | 

### Governance, Risk & Compliance

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Additional Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Incident Management** | Not enough data | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 
| **Evidence Management** | Not enough data | Not enough data | 
| **Risk Alerts** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Risk Analysis** | Not enough data | Not enough data | 
| **Sarbanes-Oxley Compliance** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Policy Management** | Not enough data | Not enough data | 
| **Real-Time Reporting** | Not enough data | Not enough data | 
| **Audit Trail** | Not enough data | Not enough data | 
| **Assessment Management** | Not enough data | Not enough data | 
| **HIPAA Compliant** | Not enough data | Not enough data | 
| **Operational Risk Management** | Not enough data | Not enough data | 
| **Document Storage** | Not enough data | Not enough data | 
| **Enterprise Risk Management** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Vendor Management** | Not enough data | Not enough data | 
| **IT Risk Management** | Not enough data | Not enough data | 
| **User Management** | Not enough data | Not enough data | 
| **Issue Management** | Not enough data | Not enough data | 
| **Internal Controls Management** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Environmental Compliance** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Risk Management** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Not enough data | 
| **Risk Assessment** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Task Management** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Governance** | Not enough data | Not enough data | 
| **Corrective and Preventive Actions (CAPA)** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **FDA Compliance** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Not enough data | 
| **Approval Process Control** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 

### AI Governance Tools

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### AI/Machine Learning

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **AI/Machine Learning** | Not enough data | Not enough data | 

#### Decision Support

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Decision Support** | Not enough data | Feature Not Available | 

#### Collaboration Tools

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Collaboration Tools** | Not enough data | Not enough data | 

#### Access Controls/Permissions

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Access Controls/Permissions** | Not enough data | Not enough data | 

#### Task Management

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Task Management** | Not enough data | Not enough data | 

#### Real-Time Monitoring

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Real-Time Monitoring** | Not enough data | Feature Not Available | 

#### Natural Language Processing

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Natural Language Processing** | Not enough data | Not enough data | 

#### AI Policy Mapping

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **AI Policy Mapping** | Not enough data | Not enough data | 

#### AI Risk Management

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **AI Risk Management** | Not enough data | Not enough data | 

#### Ethical AI Monitoring

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Ethical AI Monitoring** | Not enough data | Not enough data | 

#### Audit Trail

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Audit Trail** | Not enough data | Not enough data | 

#### Integration into Third Party Applications

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Integration into Third Party Applications** | Not enough data | Not enough data | 

#### Product Lifecycle Management

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Product Lifecycle Management** | Not enough data | Not enough data | 

#### Proactive Recommendations

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Proactive Recommendations** | Not enough data | Not enough data | 

#### AI Compliance

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Regulatory Reporting** | Not enough data | Not enough data | 
| **Automated Compliance** | Not enough data | Not enough data | 
| **Audit Trails** | Not enough data | Not enough data | 

#### Risk Management & Monitoring

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **AI Risk Management** | Not enough data | Not enough data | 
| **Real-time Monitoring** | Not enough data | Not enough data | 

#### AI Lifecycle Management

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Lifecycle Automation** | Not enough data | Feature Not Available | 

#### Access Control and Security

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Pole-based Access Control (RBAC)** | Not enough data | Not enough data | 

#### Collaboration and Communication 

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Model Sharing and Reuse** | Not enough data | Not enough data | 

#### Agentic AI - AI Governance Tools

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **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 | 

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.7/10 | 11 |
| **Informatica Data & AI Governance, Privacy** | 8.3/10 | 6 |

#### Data Governance

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **User Access Management** | 7.9 (7 reviews) | 7.2 (6 reviews) | 
| **Dynamic Data Masking** | 6.9 (7 reviews) | 8.1 (6 reviews) | 
| **Data Lineage** | 8.0 (9 reviews) | 8.6 (6 reviews) | 
| **Workflow Management** | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Search** | 8.0 (9 reviews) | 8.1 (6 reviews) | 
| **Data Quality and Cleansing** | 6.7 (8 reviews) | 9.0 (5 reviews) | 
| **Data Transformation** | Feature Not Available | Not enough data | 
| **Data Modeling** | Feature Not Available | 8.0 (5 reviews) | 

#### Collaboration

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Commenting** | 7.9 (8 reviews) | Not enough data | 
| **Profiling and Classification** | 7.8 (9 reviews) | 8.9 (6 reviews) | 
| **Business and Data Glossary** | 8.3 (9 reviews) | 8.1 (6 reviews) | 
| **Metadata Management ** | 8.0 (9 reviews) | 8.1 (6 reviews) | 
| **Master Data Management** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Feature Not Available | 
| **Data Management** | Not enough data | Not enough data | 

#### Artificial Intelligence

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Machine Learning Recommendations** | 7.3 (8 reviews) | 9.0 (5 reviews) | 
| **Natural Language Query** | Feature Not Available | 8.0 (5 reviews) | 
| **Automatic Data Cleansing** | Feature Not Available | 8.0 (5 reviews) | 

#### Generative AI

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **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 - Machine Learning Data Catalog

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **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 | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Metadata Extraction** | Not enough data | Not enough data | 
| **Automatic Backup** | Not enough data | Feature Not Available | 
| **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 | 

### Data Masking

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | 8.4/10 | 34 |

#### Data Masking

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Sensitive Fields** | Not enough data | 8.7 (32 reviews) | 
| **Dynamic Masking** | Not enough data | 8.4 (31 reviews) | 
| **Static Masking** | Not enough data | 8.1 (31 reviews) | 
| **Consistent Masking** | Not enough data | 8.6 (30 reviews) | 
| **Random Masking** | Not enough data | 8.3 (28 reviews) | 

### Data Extraction

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Diverse Extraction Points** | Not enough data | Not enough data | 
| **Data Structuring** | Not enough data | Feature Not Available | 
| **Consolidation** | Not enough data | Not enough data | 
| **Data Cleaning** | Not enough data | Not enough data | 
| **Cloud Extraction** | Not enough data | Feature Not Available | 
| **Visualization** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 
| **Image Extraction** | Not enough data | Feature Not Available | 
| **IP Address Extraction** | Not enough data | Feature Not Available | 
| **Email Address Extraction** | Not enough data | Not enough data | 
| **Metadata Extraction** | Not enough data | Not enough data | 
| **Document Extraction** | Not enough data | Not enough data | 
| **Phone Number Extraction** | Not enough data | Not enough data | 
| **Auto Extraction** | Not enough data | Feature Not Available | 
| **IP Address Extraction** | Not enough data | Feature Not Available | 
| **Email Address Extraction** | Not enough data | Not enough data | 
| **Image Extraction** | Not enough data | Feature Not Available | 
| **Web Data Extraction** | Not enough data | Feature Not Available | 

#### Diverse Extraction Points

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Diverse Extraction Points** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Data Storage Management** | Not enough data | Feature Not Available | 
| **Customizable Templates** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Not enough data | 
| **Reminders** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 
| **Visual Discovery** | Not enough data | Not enough data | 
| **Mobile Access** | Not enough data | Feature Not Available | 
| **Rules-Based Workflow** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Customizable Forms** | Not enough data | Feature Not Available | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Multi-Channel Distribution** | Not enough data | Feature Not Available | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Feature Not Available | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Surveys & Feedback** | Not enough data | Feature Not Available | 
| **Customizable Fields** | Not enough data | Not enough data | 
| **Forms Management** | Not enough data | Feature Not Available | 
| **Multi-Channel Data Collection** | Not enough data | Not enough data | 
| **HIPAA Compliant** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Feature Not Available | 
| **Generative AI** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Multi-Device Support** | Not enough data | Feature Not Available | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Audience Targeting** | Not enough data | Feature Not Available | 
| **Offline Response Collection** | Not enough data | Feature Not Available | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Activity Dashboard** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **Query Builder** | Not enough data | Not enough data | 
| **IP Rotation** | Not enough data | Feature Not Available | 
| **AI/Machine Learning** | Not enough data | Not enough data | 
| **Data Verification** | Not enough data | Not enough data | 
| **Optical Character Recognition** | Not enough data | Not enough data | 
| **Batch Processing** | Not enough data | Not enough data | 
| **Data Aggregation and Publishing** | Not enough data | Not enough data | 
| **Job Scheduling** | Not enough data | Not enough data | 
| **Data Mining** | Not enough data | Not enough data | 
| **Proxy Rotation** | Not enough data | Feature Not Available | 
| **Geotargeting** | Not enough data | Feature Not Available | 
| **Data Aggregation** | Not enough data | Not enough data | 
| **JavaScript Rendering** | Not enough data | Feature Not Available | 
| **HTML Parsing** | Not enough data | Not enough data | 
| **Multiple File Format Support** | Not enough data | Not enough data | 
| **Data Cleansing** | Not enough data | Not enough data | 
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Natural Language Processing** | Not enough data | Not enough data | 
| **CAPTCHA Solving** | Not enough data | Feature Not Available | 
| **Integration Management** | Not enough data | Not enough data | 
| **Website Crawling** | Not enough data | Feature Not Available | 
| **Scheduling** | Not enough data | Not enough data | 
| **Bot Mitigation** | Not enough data | Feature Not Available | 
| **User Management** | Not enough data | Not enough data | 
| **Customization** | Not enough data | Not enough data | 
| **Proactive Error Detection** | Not enough data | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.5/10 | 70 |
| **Informatica Data & AI Governance, Privacy** | 8.3/10 | 40 |

#### Administration

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Data Modelling** | 7.4 (54 reviews) | 8.5 (10 reviews) | 
| **Recommendations** | Feature Not Available | 8.1 (9 reviews) | 
| **Workflow Management** | 7.8 (63 reviews) | 7.1 (11 reviews) | 
| **Dashboards and Visualizations** | 7.0 (61 reviews) | 8.9 (9 reviews) | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Rules-Based Workflow** | Not enough data | Not enough data | 

#### Management

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Business Glossary** | 8.5 (57 reviews) | 7.3 (10 reviews) | 
| **Data Discovery** | 8.4 (52 reviews) | 9.0 (12 reviews) | 
| **Data Profililng** | 7.4 (43 reviews) | 8.5 (12 reviews) | 
| **Reporting and Visualization** | 7.0 (49 reviews) | 7.7 (10 reviews) | 
| **Data Lineage** | 7.9 (51 reviews) | 8.2 (13 reviews) | 
| **Data Visualization** | Not enough data | Not enough data | 

#### Compliance

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Sensitive Data Compliance** | 7.8 (49 reviews) | 9.3 (23 reviews) | 
| **Training and Guidelines** | 7.8 (54 reviews) | 8.1 (12 reviews) | 
| **Policy Enforcement** | 7.5 (48 reviews) | 8.5 (16 reviews) | 
| **Compliance Monitoring** | 7.7 (44 reviews) | 8.2 (10 reviews) | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 

#### Security

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Access Control** | 7.7 (44 reviews) | 8.3 (12 reviews) | 
| **Roles Management** | 7.9 (53 reviews) | 8.5 (11 reviews) | 
| **Compliance Management** | 7.7 (38 reviews) | 9.0 (19 reviews) | 
| **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 | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Data Preparation** | 7.3 (39 reviews) | 8.5 (11 reviews) | 
| **Data Distribution** | Feature Not Available | 7.6 (9 reviews) | 
| **Data Unification** | 7.6 (40 reviews) | 8.3 (10 reviews) | 

#### Maintainence

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Data Quality Management** | 6.7 (39 reviews) | 9.2 (17 reviews) | 
| **Policy Management** | 7.5 (43 reviews) | 7.8 (12 reviews) | 
| **Data Storage Management** | Not enough data | Feature Not Available | 

#### Generative AI

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **AI Text Generation** | 6.3 (8 reviews) | Not enough data | 
| **AI Text Summarization** | 6.5 (8 reviews) | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **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 | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **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 | Feature Not Available | 
| **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 | Feature Not Available | 
| **API** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Feature Not Available | 
| **Automatic Backup** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 

### Data Privacy Management

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 8.3/10 | 23 |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Data Subject Access Requests** | 8.7 (14 reviews) | Not enough data | 
| **Identity Verification** | 7.7 (10 reviews) | Not enough data | 
| **Privacy Impact Assessments** | 8.2 (14 reviews) | Not enough data | 
| **Data Mapping - survey-based** | 8.5 (12 reviews) | Not enough data | 
| **Data Mapping - automated** | 8.3 (12 reviews) | Not enough data | 
| **Data Discovery** | 8.3 (17 reviews) | Not enough data | 
| **Data Classification** | 8.4 (16 reviews) | Not enough data | 
| **De-identification/pseudonymization** | 8.3 (8 reviews) | Not enough data | 
| **Breach notification** | 8.2 (11 reviews) | Not enough data | 
| **Consent management** | 8.7 (9 reviews) | Not enough data | 
| **Website tracking scanning** | 7.2 (9 reviews) | Feature Not Available | 
| **Data access governance** | 8.6 (18 reviews) | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Policy Management** | Not enough data | Not enough data | 
| **Vendor Risk Management** | Not enough data | Not enough data | 
| **Audit Management** | Not enough data | Not enough data | 
| **Customer Data Management** | Not enough data | Not enough data | 
| **Internal Controls Management** | Not enough data | Not enough data | 
| **Vulnerability Management** | Not enough data | Not enough data | 
| **Risk Management** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Data Storage Management** | Not enough data | Feature Not Available | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Sensitive Data Identification** | Not enough data | Not enough data | 
| **Risk Assessment** | Not enough data | Not enough data | 
| **Deletion Management** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Reporting & Statistics** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Automatic Backup** | Not enough data | Not enough data | 
| **Authentication** | Not enough data | Not enough data | 
| **Archiving & Retention** | Not enough data | Not enough data | 
| **HIPAA Compliant** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Security Breach Monitoring** | Not enough data | Not enough data | 
| **Data Masking** | Not enough data | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Data Recovery** | Not enough data | Feature Not Available | 
| **Third-Party Integration** | Not enough data | Not enough data | 
| **Privacy Options** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Security** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Feature Not Available | 
| **Data Subject Requests (DSR/DSAR)** | Not enough data | Not enough data | 
| **PIA/DPIA** | Not enough data | Not enough data | 
| **Encryption** | Not enough data | Not enough data | 
| **GDPR Compliance** | Not enough data | Not enough data | 

### Data De-Identification

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | 8.4/10 | 18 |

#### Compliance

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **GDPR compliant** | Not enough data | 8.4 (15 reviews) | 
| **CCPA compliant** | Not enough data | 8.5 (12 reviews) | 

#### Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Static pseudonymization** | Not enough data | 8.3 (14 reviews) | 
| **Dynamic pseudonymization** | Not enough data | 8.2 (14 reviews) | 
| **Batch de-identification** | Not enough data | 8.5 (16 reviews) | 

#### Connectivity

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Mobile SDK** | Not enough data | Feature Not Available | 
| **Web services APIs** | Not enough data | 8.6 (13 reviews) | 

### Privacy Impact Assessment (PIA)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.6/10 | 9 |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Centralized platform** | 8.3 (8 reviews) | Not enough data | 
| **Tracking** | 7.7 (8 reviews) | Not enough data | 
| **Templates** | 6.9 (7 reviews) | Not enough data | 
| **Workflow** | 8.1 (8 reviews) | Not enough data | 
| **Reporting and analytics** | 6.9 (8 reviews) | Not enough data | 

### Sensitive Data Discovery

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.5/10 | 18 |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Structure type** | 8.1 (13 reviews) | Not enough data | 
| **Contextual search** | 8.3 (13 reviews) | Not enough data | 
| **Template algorithms** | 6.5 (11 reviews) | Not enough data | 
| **Custom algorithms** | 6.8 (12 reviews) | Not enough data | 
| **False-positive management** | 6.7 (11 reviews) | Not enough data | 
| **Multiple file and location types** | 6.7 (12 reviews) | Not enough data | 
| **Real-time monitoring** | 7.5 (12 reviews) | Not enough data | 
| **Dashboard** | 8.2 (15 reviews) | Not enough data | 
| **Compliance** | 7.7 (14 reviews) | Not enough data | 
| **Reporting** | 8.0 (14 reviews) | Not enough data | 
| **Data Dictionary Management** | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 

#### Agentic AI - Sensitive Data Discovery

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **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 | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Data Visualization** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Sensitive Data Identification** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Trend Analysis** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **File Sharing** | Not enough data | Feature Not Available | 
| **API** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Dashboard Creation** | Not enough data | Not enough data | 
| **Forecasting** | Not enough data | Feature Not Available | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Self Service Data Preparation** | Not enough data | Not enough data | 
| **Data Connectors** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Activity Tracking** | Not enough data | Not enough data | 
| **Data Cleansing** | Not enough data | Not enough data | 
| **Drag & Drop** | Not enough data | Not enough data | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Publishing/Sharing** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Feature Not Available | 
| **Big Data Analytics** | Not enough data | Not enough data | 
| **Ad hoc Query** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **AI/Machine Learning** | Not enough data | Not enough data | 

### Data Fabric

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Data Management

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Data Integration** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Multi - Platform** | Not enough data | Not enough data | 
| **Metadata** | Not enough data | Not enough data | 

#### Analytics

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Data Analytics** | Not enough data | Not enough data | 

#### Security

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Compliance** | Not enough data | Not enough data | 
| **Governance** | Not enough data | Not enough data | 
| **Data Protection** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **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 | 

### Active Metadata Management

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.7/10 | 37 |
| **Informatica Data & AI Governance, Privacy** | 7.7/10 | 5 |

#### Data management

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Metadata Management** | 8.5 (35 reviews) | 7.7 (5 reviews) | 
| **Automation Features** | 7.3 (31 reviews) | 7.0 (5 reviews) | 
| **Collaboration** | 7.8 (32 reviews) | 7.7 (5 reviews) | 
| **Data Lineage** | 7.9 (36 reviews) | 8.0 (5 reviews) | 
| **Data Discovery** | 8.3 (30 reviews) | 8.0 (5 reviews) | 

#### Reporting

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Intelligent Insights** | 7.7 (29 reviews) | 8.0 (5 reviews) | 
| **Actionable Insights** | 7.7 (27 reviews) | 7.3 (5 reviews) | 
| **Dashboards** | 7.7 (35 reviews) | 7.3 (5 reviews) | 

#### Generative AI

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **AI Text Generation** | 6.3 (5 reviews) | Not enough data | 
| **AI Text Summarization** | 6.3 (5 reviews) | Not enough data | 

#### Additional Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Metadata Management** | 8.5 (35 reviews) | 7.7 (5 reviews) | 
| **Data Lineage** | 7.9 (36 reviews) | 8.0 (5 reviews) | 
| **Data Discovery** | 8.3 (30 reviews) | 8.0 (5 reviews) | 
| **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 | Feature Not Available | 
| **Version Control** | Not enough data | Not enough data | 
| **Document Database** | Not enough data | Feature Not Available | 
| **Access Control** | Not enough data | Not enough data | 

### Environmental, Social, and Governance (ESG) Reporting

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Data Collection

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Data Types** | Not enough data | Not enough data | 
| **Data Sources** | Not enough data | Not enough data | 
| **Third Party** | Not enough data | Not enough data | 

#### Reporting

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Ratings** | Not enough data | Feature Not Available | 
| **Investment** | Not enough data | Feature Not Available | 
| **Public** | Not enough data | Feature Not Available | 

#### Integration

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Governance, Risk & Compliance** | Not enough data | Not enough data | 
| **Finance** | Not enough data | Not enough data | 
| **Environmental, Quality and Safety Management** | Not enough data | Not enough data | 
| **Sustainability Management** | Not enough data | Not enough data | 
| **Emissions Management** | Not enough data | Feature Not Available | 
| **Policy Management** | Not enough data | Not enough data | 
| **Risk Management** | Not enough data | Not enough data | 
| **Internal Controls Management** | Not enough data | Not enough data | 
| **Document Management** | Not enough data | Feature Not Available | 
| **Data Management** | Not enough data | Not enough data | 
| **Conflict Minerals Management** | Not enough data | Feature Not Available | 
| **Assessment Management** | Not enough data | Feature Not Available | 
| **Initiative Management** | Not enough data | Feature Not Available | 
| **Task Management** | Not enough data | Not enough data | 
| **Program Management** | Not enough data | Feature Not Available | 
| **Framework Management** | Not enough data | Not enough data | 
| **Disclosure Management** | Not enough data | Feature Not Available | 
| **Survey/Poll Management** | Not enough data | Feature Not Available | 
| **Compliance Management** | Not enough data | Not enough data | 

#### Risk Management - Environmental, Social, and Governance (ESG) Reporting

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Communications** | Not enough data | Not enough data | 
| **Risk Identification** | Not enough data | Not enough data | 
| **Risk Assessment** | Not enough data | Not enough data | 
| **Strategic Planning** | Not enough data | Feature Not Available | 
| **Scenario Planning** | Not enough data | Feature Not Available | 

#### Reporting - Environmental, Social, and Governance (ESG) Reporting

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Benchmarking & Competitive Analysis** | Not enough data | Feature Not Available | 
| **Actionable Insights** | Not enough data | Feature Not Available | 
| **AI-Enabled ESG Reporting** | Not enough data | Not enough data | 
| **Performance Tracking** | Not enough data | Feature Not Available | 
| **Compliance Reporting** | Not enough data | Not enough data | 
| **Generative AI** | Not enough data | Not enough data | 
| **Compliance Tracking** | Not enough data | Not enough data | 
| **Progress Tracking** | Not enough data | Feature Not Available | 

#### Agentic AI - Environmental, Social, and Governance (ESG) Reporting

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **KPI Monitoring** | Not enough data | Not enough data | 
| **Emission Calculations** | Not enough data | Feature Not Available | 
| **Environmental Metrics** | Not enough data | Feature Not Available | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Scoring** | Not enough data | Feature Not Available | 
| **AI/Machine Learning** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Customizable Dashboard** | Not enough data | Not enough data | 
| **Benchmarking** | Not enough data | Feature Not Available | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Auditing** | Not enough data | Not enough data | 
| **Workflow Automation** | Not enough data | Not enough data | 

### Data as a Service (DaaS)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Data Management

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Data Migration** | Not enough data | Not enough data | 
| **Managing Data** | Not enough data | Not enough data | 
| **Secured Data Storage** | Not enough data | Feature Not Available | 

#### Data as a Service

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Self-Service Isights** | Not enough data | Not enough data | 
| **DaaS Quality** | Not enough data | Not enough data | 

#### Architecture

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Data Fabric Creation** | Not enough data | Not enough data | 
| **DaaS Architecture** | Not enough data | Not enough data | 

### Policy Management

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Generative AI

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **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 | 
| **Approval Process Control** | Not enough data | Not enough data | 

#### Platform AI Features - Policy Management

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Reports** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **Customizable Reports** | Not enough data | Not enough data | 
| **Content Management** | Not enough data | Feature Not Available | 
| **Renewal Management** | Not enough data | Feature Not Available | 
| **Document Management** | Not enough data | Feature Not Available | 
| **Forms Management** | Not enough data | Feature Not Available | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Incident Management** | Not enough data | Not enough data | 
| **Lifecycle Management** | Not enough data | Feature Not Available | 
| **Template Management** | Not enough data | Feature Not Available | 
| **Audit Management** | Not enough data | Not enough data | 
| **Assessment Management** | Not enough data | Feature Not Available | 
| **Policy Metadata Management** | Not enough data | Not enough data | 
| **Expiration Management** | Not enough data | Feature Not Available | 
| **Configurable Workflow** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Version Control** | Not enough data | Not enough data | 
| **Secure Data Storage** | Not enough data | Feature Not Available | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Reminders** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Activity Tracking** | 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 | 
| **Policy Training** | Not enough data | Feature Not Available | 
| **Archiving & Retention** | Not enough data | Not enough data | 
| **Audit Trail** | Not enough data | Not enough data | 
| **Attestation** | Not enough data | Feature Not Available | 
| **AI/Machine Learning** | Not enough data | Not enough data | 
| **Chatbot** | Not enough data | Feature Not Available | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Risk Analysis** | Not enough data | Not enough data | 
| **Self Service Portal** | Not enough data | Not enough data | 
| **Document Analysis** | Not enough data | Feature Not Available | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Policy Creation** | Not enough data | Not enough data | 
| **Digital Signature** | Not enough data | Feature Not Available | 
| **Alerts/Notifications** | Not enough data | Not enough data | 
| **Policy Library** | Not enough data | Not enough data | 
| **Real-Time Notifications** | Not enough data | Not enough data | 
| **Document Review** | Not enough data | Feature Not Available | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Customizable Templates** | Not enough data | Not enough data | 

### SAP Store

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Agentic AI - SAP Store

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **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 Security Posture Management (DSPM)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Discovery & Classification - Data Security Posture Management (DSPM)

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Continuous real‑time monitoring** | Not enough data | Not enough data | 
| **Discover & classify sensitive data** | Not enough data | Not enough data | 
| **Custom classification support** | Not enough data | Not enough data | 

#### Risk Prioritization - Data Security Posture Management (DSPM)

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Detect excessive entitlements & toxic combinations** | Not enough data | Feature Not Available | 
| **Compliance posture assessment** | Not enough data | Not enough data | 
| **Risk‑based exposure scoring** | Not enough data | Not enough data | 

#### Remediation & Governance - Data Security Posture Management (DSPM)

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Guided remediation actions** | Not enough data | Not enough data | 
| **Integration with enforcement tools** | Not enough data | Not enough data | 
| **Track remediation progress & trends** | Not enough data | Feature Not Available | 

### Data Security

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Compliance

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Access Management** | Not enough data | Not enough data | 
| **At-Risk Analysis** | Not enough data | Not enough data | 
| **DLP Configuration** | Not enough data | Not enough data | 
| **Sensitive Data Compliance** | Not enough data | Not enough data | 

#### Administration

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Database Management** | Not enough data | Not enough data | 
| **Deduplication ** | Not enough data | Not enough data | 
| **Backup** | Not enough data | Not enough data | 
| **API / integrations** | Not enough data | Not enough data | 

#### Security 

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Multi-Factor Authentication** | Not enough data | Not enough data | 
| **Data Transport** | Not enough data | Not enough data | 
| **Data Types** | Not enough data | Not enough data | 
| **Security Tools** | Not enough data | Not enough data | 

### Data Subject Access Request (DSAR)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.9/10 | 16 |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Identity Verification** | 7.7 (10 reviews) | Not enough data | 
| **Workflow** | 7.3 (10 reviews) | Not enough data | 
| **DSAR Portal** | 8.6 (7 reviews) | Not enough data | 
| **Reporting and logs** | 8.0 (10 reviews) | Not enough data | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.9/10 | 21 |
| **Informatica Data & AI Governance, Privacy** | N/A | N/A |

#### Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Identification** | 8.4 (18 reviews) | Not enough data | 
| **Correction** | 8.1 (16 reviews) | Not enough data | 
| **Normalization** | 8.3 (15 reviews) | Not enough data | 
| **Preventative Cleaning** | 7.1 (14 reviews) | Not enough data | 
| **Data Matching** | 7.9 (15 reviews) | Not enough data | 
| **Real-Time Data** | Not enough data | Not enough data | 

#### Management

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Reporting** | 7.4 (19 reviews) | Not enough data | 
| **Automation** | 7.8 (16 reviews) | Not enough data | 
| **Quality Audits** | 8.1 (15 reviews) | Not enough data | 
| **Dashboard** | 7.3 (20 reviews) | Not enough data | 
| **Governance** | 8.3 (19 reviews) | Not enough data | 

#### Generative AI

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **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 | 

#### Additional Functionality

| Feature | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Metadata Management** | Not enough data | Not enough data | 
| **Collaboration Tools** | Not enough data | Not enough data | 
| **Search/Filter** | Not enough data | Not enough data | 
| **Workflow Management** | Not enough data | Not enough data | 
| **AI Copilot** | Not enough data | Not enough data | 
| **Third-Party Integrations** | Not enough data | Not enough data | 
| **Data Synchronization** | Not enough data | Not enough data | 
| **Data Import/Export** | Not enough data | Not enough data | 
| **Customizable Rules** | Not enough data | Not enough data | 
| **Master Data Management** | Not enough data | Not enough data | 
| **Monitoring** | Not enough data | Not enough data | 
| **Data Transformation** | Not enough data | Not enough data | 
| **Multiple Data Sources** | Not enough data | Not enough data | 
| **Self Service Portal** | Not enough data | Not enough data | 
| **Customer Database** | Not enough data | Not enough data | 
| **Data Verification** | Not enough data | Not enough data | 
| **Data Migration** | Not enough data | Not enough data | 
| **Multi-Language** | Not enough data | Not enough data | 
| **Single Sign On** | Not enough data | Not enough data | 
| **Duplicate Detection** | Not enough data | Not enough data | 
| **Email Address Extraction** | Not enough data | Not enough data | 
| **Reporting/Analytics** | Not enough data | Not enough data | 
| **Data Profiling** | Not enough data | Not enough data | 
| **Data Extraction** | Not enough data | Not enough data | 
| **Data Mapping** | Not enough data | Not enough data | 
| **Address Validation** | Not enough data | Not enough data | 
| **Match & Merge** | Not enough data | Not enough data | 
| **Performance Metrics** | Not enough data | Not enough data | 
| **Visual Analytics** | Not enough data | Not enough data | 
| **Version Control** | Not enough data | Not enough data | 
| **API** | Not enough data | Not enough data | 
| **Data Capture and Transfer** | Not enough data | Not enough data | 
| **Access Controls/Permissions** | Not enough data | Not enough data | 
| **Compliance Management** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (6):** [Active Metadata Management Software](https://www.g2.com/categories/active-metadata-management), [Sensitive Data Discovery Software](https://www.g2.com/categories/sensitive-data-discovery), [Data Subject Access Request (DSAR) Software](https://www.g2.com/categories/data-subject-access-request-dsar), [Data Privacy Management Software](https://www.g2.com/categories/data-privacy-management), [Data Governance Tools](https://www.g2.com/categories/data-governance-tools), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog)

**Unique to Collibra (4):** [SAP Store Software](https://www.g2.com/categories/sap-store), [Privacy Impact Assessment (PIA) Software](https://www.g2.com/categories/privacy-impact-assessment-pia), [Data Quality Tools](https://www.g2.com/categories/data-quality), [Data Fabric Software](https://www.g2.com/categories/data-fabric)

**Unique to Informatica Data & AI Governance, Privacy (8):** [Data as a Service (DaaS) Software](https://www.g2.com/categories/data-as-a-service-daas), [Data De-Identification Tools](https://www.g2.com/categories/data-de-identification), [Data Extraction Tools](https://www.g2.com/categories/data-extraction-tools), [Data Masking Software](https://www.g2.com/categories/data-masking), [ Data Security Posture Management (DSPM)](https://www.g2.com/categories/data-security-posture-management-dspm), [ AI Governance Tools](https://www.g2.com/categories/ai-governance-tools), [Environmental, Social, and Governance (ESG) Reporting Software](https://www.g2.com/categories/environmental-social-and-governance-esg-reporting), [Policy Management Software](https://www.g2.com/categories/policy-management)


---
## Reviewer Demographics

### By Company Size

| Segment | Collibra | Informatica Data & AI Governance, Privacy | 
|---|---|---|
| **Small-Business** | 9.8% | 29.5% | 
| **Mid-Market** | 18.6% | 26.0% | 
| **Enterprise** | 71.6% | 44.5% | 

### By Industry

#### Collibra

- **Financial Services:** 11.8%
- **Banking:** 8.8%
- **Pharmaceuticals:** 7.8%
- **Telecommunications:** 5.9%
- **Insurance:** 5.9%
- **Automotive:** 3.9%
- **Computer Software:** 3.9%
- **Retail:** 3.9%
- **Oil & Energy:** 3.9%
- **Human Resources:** 3.9%
- **Other:** 40.2%

#### Informatica Data & AI Governance, Privacy

- **Information Technology and Services:** 20.1%
- **Computer Software:** 12.5%
- **Computer & Network Security:** 7.6%
- **Financial Services:** 6.3%
- **Banking:** 5.6%
- **Consulting:** 4.9%
- **Hospital & Health Care:** 4.2%
- **Education Management:** 2.8%
- **Non-Profit Organization Management:** 2.8%
- **Accounting:** 2.1%
- **Other:** 31.3%

---
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---
## Top Discussions

### Collibra

- Title: [What is Critical data elements? How to identify CDE.](https://www.g2.com/discussions/what-is-critical-data-elements-how-to-identify-cde) — 2 comments, 1 upvote
  > **Top comment:** "Critical Data Elements are “…those that are determined to be vital to the successful operation of the organization""

### Informatica Data & AI Governance, Privacy

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/collibra-vs-informatica-data-ai-governance-privacy)