# Collibra vs Google Cloud Data Catalog Comparison

---
## Frequently Asked Questions

### What is the difference between Collibra vs Google Cloud Data Catalog?

Google Cloud Data Catalog stands out for its higher G2 rating and superior Quality of Support score compared to Collibra.

| [Collibra](https://www.g2.com/products/collibra/reviews) | [Google Cloud Data Catalog](https://www.g2.com/products/google-cloud-data-catalog/reviews) |
| --- | --- |
| 4.2/5 (102 reviews) | 4.4/5 (28 reviews) |
| — | — |
| 7.7 | 8.1 |
| 8.2 | 9.2 |
| Features (10 all-time mentions) | Centralized metadata management and search |



### How do the pricing models of Collibra and Google Cloud Data Catalog compare?

Google Cloud Data Catalog is rated higher for value, with a stronger Price/Cost satisfaction score than Collibra.

- **Collibra:** In recent reviews, several reviewers cite high license cost and complexity as a drawback, especially for small and medium-sized businesses.
- **Google Cloud Data Catalog:** Reviewers highlight the platform's cost-effectiveness for organizations already using Google Cloud, though large metadata volumes and frequent updates can increase costs.



### What are the best alternatives to Collibra and Google Cloud Data Catalog?

The top 3 alternatives to Collibra and Google Cloud Data Catalog are Atlan, Twilio Segment, and Alation.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Collibra](https://www.g2.com/products/collibra/reviews) | 4.2/5 (102 reviews) | — | High license cost and complexity noted in recent reviews | Features (10 all-time mentions) |
| [Google Cloud Data Catalog](https://www.g2.com/products/google-cloud-data-catalog/reviews) | 4.4/5 (28 reviews) | — | Cost-effective for Google Cloud users; costs can rise with large metadata volumes | Centralized metadata management and search |
| [Atlan](https://www.g2.com/products/atlan/reviews) | 4.5/5 (134 reviews) | Mid-Market | — | — |
| [Twilio Segment](https://www.g2.com/products/twilio-segment/reviews) | 4.5/5 (567 reviews) | Mid-Market | — | — |
| [Alation](https://www.g2.com/products/alation/reviews) | 4.4/5 (91 reviews) | Enterprise | — | — |



### Which Data Governance features should I prioritize when comparing Collibra and Google Cloud Data Catalog?

Buyers should prioritize Search, Integrations, Data Governance, Customizability, and Ease of Setup when comparing Collibra and Google Cloud Data Catalog.

- **Search:** Collibra (Search mentioned in recent reviews, 5 all-time mentions for User Interface Issues); Google Cloud Data Catalog (search and find functionality highlighted in recent reviews)
- **Integrations:** Collibra (Integrations, 7 all-time mentions; Easy Integrations, 6 all-time mentions); Google Cloud Data Catalog (integration with Google Cloud services and DLP cited in recent reviews)
- **Data Governance:** Collibra (Data Governance, 6 all-time mentions); Google Cloud Data Catalog (policy tagging and governance features cited in recent reviews)
- **Customizability:** Collibra (Customizability, 4 all-time mentions; Customization, 4 all-time mentions)
- **Ease of Setup:** Collibra (Ease of Setup score: 7.7); Google Cloud Data Catalog (Ease of Setup score: 8.1)



### What are the pros and cons of Collibra vs Google Cloud Data Catalog?

Collibra's headline strength is its comprehensive feature set, while Google Cloud Data Catalog excels in centralized metadata management and search.

- **Collibra strengths:** Features (10 all-time mentions), Data Management (9), Collaboration (7), Ease of Use (7), Integrations (7), Product Improvement (7), Data Governance (6), Easy Integrations (6), Efficiency (6), Customer Support (5), User Interface (5), Automation (4), Customizability (4), Customization (4)
- **Collibra trade-offs:** Complexity Issues (7), Limited Functionality (6), Complexity (5), Integration Issues (5), User Interface Issues (5), Complex Setup (4)
- **Google Cloud Data Catalog strengths:** Centralized metadata management and search, strong integration with Google Cloud services, robust access controls, and policy tagging highlighted in recent reviews
- **Google Cloud Data Catalog trade-offs:** Integration with non-Google platforms can be challenging, costs can increase with large metadata volumes, and some reviewers note UI/UX improvements are needed



### Is Collibra or Google Cloud Data Catalog better for small businesses?

Google Cloud Data Catalog is a better fit for small businesses, as reflected in reviewer sentiment and cost-effectiveness for organizations already using Google Cloud.

- **Collibra:** No small-business segment share available; reviewers frequently cite high license cost and complexity as barriers for smaller organizations.
- **Google Cloud Data Catalog:** No small-business segment share available; reviewers highlight ease of use, centralized search, and cost-effectiveness for small businesses leveraging Google Cloud infrastructure.



### Which Data Governance platform has better integrations?

Collibra is favored for integrations, with more reviewer-cited mentions and a broader range of supported tools.

- **Collibra:** Integrations (7 all-time mentions), Easy Integrations (6 all-time mentions), with recent reviews citing integration with Snowflake, Tableau, and SQL Server.
- **Google Cloud Data Catalog:** Reviewers highlight integration with Google Cloud services and DLP, with recent mentions of BigQuery and other Google platforms.



### How do Collibra and Google Cloud Data Catalog compare on customer support?

Google Cloud Data Catalog leads on Quality of Support, with a 1.0-point advantage over Collibra (9.2 vs 8.2).

- **Collibra:** Reviewers mention timely customer support and helpful documentation, but some note limited support during technical issues and onboarding.
- **Google Cloud Data Catalog:** Reviewers consistently praise responsive and high-quality support, with multiple reviews rating support at the highest level.



### Which is easier to implement, Collibra or Google Cloud Data Catalog?

Google Cloud Data Catalog is easier to implement, with a 0.4-point higher Ease of Setup score (8.1 vs 7.7 for Collibra).

- **Collibra:** Reviewers describe setup as complex and resource-intensive, with a steep learning curve and configuration challenges, though some note improvements in recent versions.
- **Google Cloud Data Catalog:** Reviewers highlight quick setup, especially for organizations already using Google Cloud, though initial configuration can be time-consuming for large metadata volumes.



### Which product has better Search?

Google Cloud Data Catalog is favored for Search, with reviewers highlighting its helpful search and find functionality and a higher Ease of Use score.

- **Collibra:** Search is frequently mentioned in recent reviews, with 5 all-time mentions for User Interface Issues; Ease of Use score: 8.0.
- **Google Cloud Data Catalog:** Reviewers consistently praise the platform's search capabilities; Ease of Use score: 8.7.



| | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 105 | 28 | 

---
## Top Pros & Cons

### Collibra

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

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

### Google Cloud Data Catalog

**Not enough data**

---
## Ratings Comparison
| Rating | Collibra | Google Cloud Data Catalog | 
|---|---|---|
  | **Meets Requirements** | 8.3 (90 reviews) | 8.8 (15 reviews) | 
  | **Ease of Use** | 8.1 (92 reviews) | 8.7 (15 reviews) | 
  | **Ease of Setup** | 7.7 (71 reviews) | 8.1 (8 reviews) | 
  | **Ease of Admin** | 8.0 (68 reviews) | 8.3 (7 reviews) | 
  | **Quality of Support** | 8.2 (92 reviews) | 9.2 (13 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.7 (69 reviews) | 9.0 (8 reviews) | 
  | **Product Direction (% positive)** | 9.3 (88 reviews) | 8.1 (12 reviews) | 

---
## Pricing

### Collibra

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Google Cloud Data Catalog

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

---
## Features Comparison By Category

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.7/10 | 11 |
| **Google Cloud Data Catalog** | 8.7/10 | 14 |

#### Data Governance

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **User Access Management** | 7.9 (7 reviews) | 7.8 (12 reviews) | 
| **Dynamic Data Masking** | 6.9 (7 reviews) | 8.3 (10 reviews) | 
| **Data Lineage** | 8.0 (9 reviews) | 7.8 (12 reviews) | 
| **Workflow Management** | Not enough data | Not enough data | 

#### Data Preparation

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Search** | 8.0 (9 reviews) | 8.9 (12 reviews) | 
| **Data Quality and Cleansing** | 6.7 (8 reviews) | 8.7 (10 reviews) | 
| **Data Transformation** | Feature Not Available | 9.1 (9 reviews) | 
| **Data Modeling** | Feature Not Available | 9.1 (9 reviews) | 

#### Collaboration

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Commenting** | 7.9 (8 reviews) | 8.7 (10 reviews) | 
| **Profiling and Classification** | 7.8 (9 reviews) | 8.9 (12 reviews) | 
| **Business and Data Glossary** | 8.3 (9 reviews) | 8.5 (9 reviews) | 
| **Metadata Management ** | 8.0 (9 reviews) | 9.1 (11 reviews) | 
| **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 | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Machine Learning Recommendations** | 7.3 (8 reviews) | 9.2 (8 reviews) | 
| **Natural Language Query** | Feature Not Available | 9.4 (8 reviews) | 
| **Automatic Data Cleansing** | Feature Not Available | 8.8 (10 reviews) | 

#### Generative AI

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **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 | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.5/10 | 70 |
| **Google Cloud Data Catalog** | N/A | N/A |

#### Administration

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Data Modelling** | 7.4 (54 reviews) | Not enough data | 
| **Recommendations** | Feature Not Available | Not enough data | 
| **Workflow Management** | 7.8 (63 reviews) | Not enough data | 
| **Dashboards and Visualizations** | 7.0 (61 reviews) | Not enough data | 
| **Configurable Workflow** | Not enough data | Not enough data | 
| **Rules-Based Workflow** | Not enough data | Not enough data | 

#### Management

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Business Glossary** | 8.5 (57 reviews) | Not enough data | 
| **Data Discovery** | 8.4 (52 reviews) | Not enough data | 
| **Data Profililng** | 7.4 (43 reviews) | Not enough data | 
| **Reporting and Visualization** | 7.0 (49 reviews) | Not enough data | 
| **Data Lineage** | 7.9 (51 reviews) | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 

#### Compliance

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Sensitive Data Compliance** | 7.8 (49 reviews) | Not enough data | 
| **Training and Guidelines** | 7.8 (54 reviews) | Not enough data | 
| **Policy Enforcement** | 7.5 (48 reviews) | Not enough data | 
| **Compliance Monitoring** | 7.7 (44 reviews) | Not enough data | 
| **Real-Time Monitoring** | Not enough data | Not enough data | 

#### Security

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Access Control** | 7.7 (44 reviews) | Not enough data | 
| **Roles Management** | 7.9 (53 reviews) | Not enough data | 
| **Compliance Management** | 7.7 (38 reviews) | 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 | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Data Preparation** | 7.3 (39 reviews) | Not enough data | 
| **Data Distribution** | Feature Not Available | Not enough data | 
| **Data Unification** | 7.6 (40 reviews) | Not enough data | 

#### Maintainence

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Data Quality Management** | 6.7 (39 reviews) | Not enough data | 
| **Policy Management** | 7.5 (43 reviews) | Not enough data | 
| **Data Storage Management** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **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 | 

### Data Privacy Management

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 8.3/10 | 23 |
| **Google Cloud Data Catalog** | N/A | N/A |

#### Functionality

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **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) | Not enough data | 
| **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 | Not enough data | 
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Not enough data | 
| **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 | Not enough data | 
| **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 | 

### Privacy Impact Assessment (PIA)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.6/10 | 9 |
| **Google Cloud Data Catalog** | N/A | N/A |

#### Functionality

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **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 |
| **Google Cloud Data Catalog** | N/A | N/A |

#### Functionality

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Not enough data | 
| **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 | Not enough data | 
| **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 | Not enough data | 
| **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 |
| **Google Cloud Data Catalog** | N/A | N/A |

#### Data Management

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **Data Analytics** | Not enough data | Not enough data | 

#### Security

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **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 |
| **Google Cloud Data Catalog** | N/A | N/A |

#### Data management

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Metadata Management** | 8.5 (35 reviews) | Not enough data | 
| **Automation Features** | 7.3 (31 reviews) | Not enough data | 
| **Collaboration** | 7.8 (32 reviews) | Not enough data | 
| **Data Lineage** | 7.9 (36 reviews) | Not enough data | 
| **Data Discovery** | 8.3 (30 reviews) | Not enough data | 

#### Reporting

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Intelligent Insights** | 7.7 (29 reviews) | Not enough data | 
| **Actionable Insights** | 7.7 (27 reviews) | Not enough data | 
| **Dashboards** | 7.7 (35 reviews) | Not enough data | 

#### Generative AI

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **AI Text Generation** | 6.3 (5 reviews) | Not enough data | 
| **AI Text Summarization** | 6.3 (5 reviews) | Not enough data | 

#### Additional Functionality

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Metadata Management** | 8.5 (35 reviews) | Not enough data | 
| **Data Lineage** | 7.9 (36 reviews) | Not enough data | 
| **Data Discovery** | 8.3 (30 reviews) | 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 | 

### SAP Store

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Google Cloud Data Catalog** | N/A | N/A |

#### Agentic AI - SAP Store

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **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 Subject Access Request (DSAR)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.9/10 | 16 |
| **Google Cloud Data Catalog** | N/A | N/A |

#### Functionality

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **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 |
| **Google Cloud Data Catalog** | N/A | N/A |

#### Functionality

| Feature | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **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 | Google Cloud Data Catalog | 
|---|---|---|
| **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 (1):** [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog)

**Unique to Collibra (9):** [SAP Store Software](https://www.g2.com/categories/sap-store), [Active Metadata Management Software](https://www.g2.com/categories/active-metadata-management), [Sensitive Data Discovery Software](https://www.g2.com/categories/sensitive-data-discovery), [Privacy Impact Assessment (PIA) Software](https://www.g2.com/categories/privacy-impact-assessment-pia), [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), [Data Quality Tools](https://www.g2.com/categories/data-quality), [Data Fabric Software](https://www.g2.com/categories/data-fabric)



---
## Reviewer Demographics

### By Company Size

| Segment | Collibra | Google Cloud Data Catalog | 
|---|---|---|
| **Small-Business** | 9.8% | 48.0% | 
| **Mid-Market** | 18.6% | 28.0% | 
| **Enterprise** | 71.6% | 24.0% | 

### 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%

#### Google Cloud Data Catalog

- **Computer Software:** 20.0%
- **Retail:** 12.0%
- **Information Technology and Services:** 12.0%
- **Hospital & Health Care:** 12.0%
- **Computer & Network Security:** 8.0%
- **Airlines/Aviation:** 8.0%
- **Telecommunications:** 4.0%
- **Marketing and Advertising:** 4.0%
- **Insurance:** 4.0%
- **Food & Beverages:** 4.0%
- **Other:** 12.0%

---
## Alternatives

### Alternatives to Collibra

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- [TrustArc](https://www.g2.com/products/trustarc/reviews) — 4.2/5 stars (328 reviews)
- [SAP Master Data Governance (MDG)](https://www.g2.com/products/sap-master-data-governance-mdg/reviews) — 4.4/5 stars (283 reviews)
- [Ataccama ONE](https://www.g2.com/products/ataccama-one/reviews) — 4.2/5 stars (12 reviews)
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### Alternatives to Google Cloud Data Catalog

- [Atlan](https://www.g2.com/products/atlan/reviews) — 4.5/5 stars (134 reviews)
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- [AWS Glue](https://www.g2.com/products/aws-glue/reviews) — 4.3/5 stars (202 reviews)
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- [ServiceNow Workflow Data Fabric](https://www.g2.com/products/servicenow-workflow-data-fabric/reviews) — 4.3/5 stars (154 reviews)
- [Informatica Data & AI Governance, Privacy](https://www.g2.com/products/informatica-data-ai-governance-privacy/reviews) — 4.1/5 stars (152 reviews)
- [erwin Data Modeler](https://www.g2.com/products/quest-software-erwin-data-modeler/reviews) — 4.2/5 stars (140 reviews)
- [Coalesce Catalog (formerly CastorDoc)](https://www.g2.com/products/castor-doc/reviews) — 4.7/5 stars (64 reviews)
- [DataGalaxy](https://www.g2.com/products/datagalaxy/reviews) — 4.8/5 stars (63 reviews)
- [Secoda](https://www.g2.com/products/secoda/reviews) — 4.5/5 stars (55 reviews)

---
## 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""

### Google Cloud Data Catalog

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/collibra-vs-google-cloud-data-catalog)