# Collibra vs IBM Cloud Pak for Data Comparison

| | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 102 | 88 | 
| **Largest Market Segment** | Enterprise (70.7% of reviews) | Enterprise (50.0% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | 

---
## Top Pros & Cons

### Collibra

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

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

### IBM Cloud Pak for Data

**Not enough data**

---
## Ratings Comparison
| Rating | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
  | **Meets Requirements** | 8.4 (87 reviews) | 8.5 (47 reviews) | 
  | **Ease of Use** | 8.0 (89 reviews) | 8.1 (47 reviews) | 
  | **Ease of Setup** | 7.7 (68 reviews) | 7.2 (26 reviews) | 
  | **Ease of Admin** | 8.0 (65 reviews) | 7.6 (27 reviews) | 
  | **Quality of Support** | 8.2 (89 reviews) | 8.3 (42 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.7 (66 reviews) | 8.1 (25 reviews) | 
  | **Product Direction (% positive)** | 9.3 (86 reviews) | 8.8 (47 reviews) | 

---
## Pricing

### Collibra

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### IBM Cloud Pak for Data

#### 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 |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Data Governance

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **User Access Management** | 7.9 (7 reviews) | Not enough data | 
| **Dynamic Data Masking** | 6.9 (7 reviews) | Not enough data | 
| **Data Lineage** | 8.0 (9 reviews) | Not enough data | 

#### Data Preparation

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Search** | 8.0 (9 reviews) | Not enough data | 
| **Data Quality and Cleansing** | 6.7 (8 reviews) | Not enough data | 
| **Data Transformation** | Feature Not Available | Not enough data | 
| **Data Modeling** | Feature Not Available | Not enough data | 

#### Collaboration

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Commenting** | 7.9 (8 reviews) | Not enough data | 
| **Profiling and Classification** | 7.8 (9 reviews) | Not enough data | 
| **Business and Data Glossary** | 8.3 (9 reviews) | Not enough data | 
| **Metadata Management ** | 8.0 (9 reviews) | Not enough data | 

#### Artificial Intelligence

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Machine Learning Recommendations** | 7.3 (8 reviews) | Not enough data | 
| **Natural Language Query** | Feature Not Available | Not enough data | 
| **Automatic Data Cleansing** | Feature Not Available | Not enough data | 

#### Generative AI

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Machine Learning Data Catalog

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

### Virtual Private Cloud (VPC)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **IBM Cloud Pak for Data** | 8.5/10 | 7 |

#### Customization

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Custom VMs** | Not enough data | 8.0 (5 reviews) | 
| **Console Configuration** | Not enough data | Not enough data | 
| **Operating Systems** | Not enough data | Not enough data | 

#### Infrastructure

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Network Management** | Not enough data | Not enough data | 
| **Virtual Machines** | Not enough data | 9.0 (5 reviews) | 
| **Security** | Not enough data | Not enough data | 
| **Maintenance** | Not enough data | Not enough data | 
| **Scalability** | Not enough data | Not enough data | 

#### Management

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Cloud Migration** | Not enough data | Not enough data | 
| **Storage Management** | Not enough data | Not enough data | 
| **Analytics** | Not enough data | Not enough data | 
| **Database Management** | Not enough data | Not enough data | 
| **Logging** | Not enough data | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.5/10 | 67 |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Administration

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

#### Management

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Business Glossary** | 8.5 (55 reviews) | Not enough data | 
| **Data Discovery** | 8.4 (51 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 | 

#### Compliance

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

#### Security

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Access Control** | 7.7 (44 reviews) | Not enough data | 
| **Roles Management** | 7.8 (51 reviews) | Not enough data | 
| **Compliance Management** | 7.7 (38 reviews) | Not enough data | 

#### Data Quality

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | IBM Cloud Pak for Data | 
|---|---|---|
| **Data Quality Management** | 6.7 (39 reviews) | Not enough data | 
| **Policy Management** | 7.5 (43 reviews) | Not enough data | 

#### Generative AI

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Text Generation** | 6.3 (8 reviews) | Not enough data | 
| **AI Text Summarization** | 6.5 (8 reviews) | Not enough data | 

#### Agentic AI - Data Governance

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

### Data Privacy Management

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 8.3/10 | 23 |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Functionality

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

### Privacy Impact Assessment (PIA)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.6/10 | 9 |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Functionality

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

### Infrastructure as a Service (IaaS)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **IBM Cloud Pak for Data** | 8.2/10 | 9 |

#### Infrastructure Provision

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Public Cloud** | Not enough data | 7.7 (8 reviews) | 
| **Private Cloud** | Not enough data | 8.1 (7 reviews) | 
| **Hybrid Cloud** | Not enough data | 7.9 (7 reviews) | 
| **Bare Metal** | Not enough data | 8.3 (6 reviews) | 
| **High-Performance Computing (HPC)** | Not enough data | 8.5 (8 reviews) | 
| **Virtual Machines (VMs)** | Not enough data | 7.9 (8 reviews) | 
| **Edge Computing** | Not enough data | 8.3 (8 reviews) | 
| **Virtual Networks** | Not enough data | 8.3 (7 reviews) | 

#### Management

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Pay by Usage** | Not enough data | 8.6 (7 reviews) | 
| **Usage Tracking** | Not enough data | 8.3 (7 reviews) | 
| **Performance Tracking** | Not enough data | 8.1 (8 reviews) | 

#### Functionality

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Resource Auto-Scaling** | Not enough data | 8.3 (8 reviews) | 

### Sensitive Data Discovery

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.5/10 | 18 |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Functionality

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

#### Agentic AI - Sensitive Data Discovery

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

### Data Science and Machine Learning Platforms

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **IBM Cloud Pak for Data** | 8.9/10 | 14 |

#### System

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Data Ingestion & Wrangling** | Not enough data | 9.5 (11 reviews) | 

#### Model Development

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Language Support** | Not enough data | 8.3 (8 reviews) | 
| **Drag and Drop** | Not enough data | 8.5 (8 reviews) | 
| **Pre-Built Algorithms** | Not enough data | 9.1 (9 reviews) | 
| **Model Training** | Not enough data | 8.8 (8 reviews) | 

#### Model Development

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Feature Engineering** | Not enough data | 8.5 (12 reviews) | 

#### Machine/Deep Learning Services

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Computer Vision** | Not enough data | 8.7 (9 reviews) | 
| **Natural Language Processing** | Not enough data | 9.4 (8 reviews) | 
| **Natural Language Generation** | Not enough data | 9.6 (8 reviews) | 
| **Artificial Neural Networks** | Not enough data | 9.0 (7 reviews) | 

#### Machine/Deep Learning Services

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Natural Language Understanding** | Not enough data | 9.2 (8 reviews) | 
| **Deep Learning** | Not enough data | 9.3 (7 reviews) | 

#### Deployment

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Managed Service** | Not enough data | 9.3 (9 reviews) | 
| **Application** | Not enough data | 9.3 (9 reviews) | 
| **Scalability** | Not enough data | 8.9 (9 reviews) | 

#### Generative AI

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Text Generation** | Not enough data | 8.3 (5 reviews) | 
| **AI Text Summarization** | Not enough data | 8.3 (5 reviews) | 
| **AI Text-to-Image** | Not enough data | 8.3 (5 reviews) | 

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

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Fabric

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **IBM Cloud Pak for Data** | 8.7/10 | 7 |

#### Data Management

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 8.3 (5 reviews) | 

#### Analytics

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Data Analytics** | Not enough data | Not enough data | 

#### Security

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Compliance** | Not enough data | 9.0 (5 reviews) | 
| **Governance** | Not enough data | Not enough data | 
| **Data Protection** | Not enough data | Not enough data | 

#### Generative AI

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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** | 7.6/10 | 37 |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Data management

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Text Generation** | 6.3 (5 reviews) | Not enough data | 
| **AI Text Summarization** | 6.3 (5 reviews) | Not enough data | 

### Generative AI Infrastructure

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Scalability and Performance - Generative AI Infrastructure

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **AI High Availability** | Not enough data | Not enough data | 
| **AI Model Training Scalability** | Not enough data | Not enough data | 
| **AI Inference Speed** | Not enough data | Not enough data | 

#### Cost and Efficiency - Generative AI Infrastructure

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Cost per API Call** | Not enough data | Not enough data | 
| **AI Resource Allocation Flexibility** | Not enough data | Not enough data | 
| **AI Energy Efficiency** | Not enough data | Not enough data | 

#### Integration and Extensibility - Generative AI Infrastructure

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Multi-cloud Support** | Not enough data | Not enough data | 
| **AI Data Pipeline Integration** | Not enough data | Not enough data | 
| **AI API Support and Flexibility** | Not enough data | Not enough data | 

#### Security and Compliance - Generative AI Infrastructure

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **AI GDPR and Regulatory Compliance** | Not enough data | Not enough data | 
| **AI Role-based Access Control** | Not enough data | Not enough data | 
| **AI Data Encryption** | Not enough data | Not enough data | 

#### Usability and Support - Generative AI Infrastructure

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Documentation Quality** | Not enough data | Not enough data | 
| **AI Community Activity** | Not enough data | Not enough data | 

### SAP Store

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Agentic AI - SAP Store

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

### Predictive Analytics

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **IBM Cloud Pak for Data** | 8.6/10 | 11 |

#### Statistical Tool

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Scripting** | Not enough data | 8.3 (5 reviews) | 
| **Data Mining** | Not enough data | 8.8 (8 reviews) | 
| **Algorithms** | Not enough data | 8.6 (7 reviews) | 

#### Data Analysis

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Analysis** | Not enough data | 8.7 (9 reviews) | 
| **Data Interaction** | Not enough data | 9.0 (7 reviews) | 

#### Decision Making

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Modeling** | Not enough data | 8.3 (6 reviews) | 
| **Data Visualizations** | Not enough data | 8.8 (7 reviews) | 
| **Report Generation** | Not enough data | 8.8 (8 reviews) | 
| **Data Unification** | Not enough data | 8.3 (8 reviews) | 

#### Generative AI

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **IBM Cloud Pak for Data** | 8.6/10 | 34 |

#### Data Transformation

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.5 (27 reviews) ✓ Verified | 
| **Data Querying** | Not enough data | 9.1 (15 reviews) ✓ Verified | 

#### Connectivity

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.0 (23 reviews) ✓ Verified | 
| **Spark Integration** | Not enough data | 8.6 (22 reviews) ✓ Verified | 
| **Multi-Source Analysis** | Not enough data | 8.1 (25 reviews) ✓ Verified | 
| **Data Lake** | Not enough data | 8.7 (24 reviews) ✓ Verified | 

#### Operations

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Data Visualization** | Not enough data | 8.7 (26 reviews) ✓ Verified | 
| **Data Workflow** | Not enough data | 8.9 (25 reviews) ✓ Verified | 
| **Governed Discovery** | Not enough data | 8.4 (23 reviews) ✓ Verified | 
| **Embedded Analytics** | Not enough data | 8.8 (24 reviews) ✓ Verified | 
| **Notebooks** | Not enough data | 8.7 (13 reviews) ✓ Verified | 

### Data Subject Access Request (DSAR)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.9/10 | 16 |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Functionality

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Functionality

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | 

#### Management

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **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 | IBM Cloud Pak for Data | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **IBM Cloud Pak for Data** | N/A | N/A |

#### Building Reports

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Data Transformation** | Not enough data | Not enough data | 
| **Data Modeling** | Not enough data | Not enough data | 
| **WYSIWYG Report Design** | Not enough data | Not enough data | 
| **Integration APIs** | Not enough data | Not enough data | 

#### Platform

| Feature | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Mobile User Support** | Not enough data | Not enough data | 
| **Customization ** | Not enough data | Not enough data | 
| **User, Role, and Access Management** | Not enough data | Not enough data | 
| **Internationalization** | Not enough data | Not enough data | 
| **Sandbox / Test Environments** | Not enough data | Not enough data | 
| **Performance and Reliability** | Not enough data | Not enough data | 
| **Breadth of Partner Applications** | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (1):** [Data Fabric Software](https://www.g2.com/categories/data-fabric)

**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), [Machine Learning Data Catalog Software](https://www.g2.com/categories/machine-learning-data-catalog), [Data Quality Tools](https://www.g2.com/categories/data-quality)

**Unique to IBM Cloud Pak for Data (6):** [Virtual Private Cloud (VPC) Software](https://www.g2.com/categories/virtual-private-cloud-vpc), [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Predictive Analytics Software](https://www.g2.com/categories/predictive-analytics), [Infrastructure as a Service (IaaS) Software](https://www.g2.com/categories/infrastructure-as-a-service-iaas), [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure)


---
## Reviewer Demographics

### By Company Size

| Segment | Collibra | IBM Cloud Pak for Data | 
|---|---|---|
| **Small-Business** | 10.1% | 31.4% | 
| **Mid-Market** | 19.2% | 18.6% | 
| **Enterprise** | 70.7% | 50.0% | 

### By Industry

#### Collibra

- **Financial Services:** 12.1%
- **Banking:** 9.1%
- **Pharmaceuticals:** 8.1%
- **Telecommunications:** 6.1%
- **Insurance:** 6.1%
- **Automotive:** 4.0%
- **Computer Software:** 4.0%
- **Retail:** 4.0%
- **Oil & Energy:** 4.0%
- **Mining & Metals:** 4.0%
- **Other:** 38.4%

#### IBM Cloud Pak for Data

- **Computer Software:** 12.9%
- **Banking:** 8.6%
- **Information Technology and Services:** 8.6%
- **Education Management:** 5.7%
- **Financial Services:** 5.7%
- **Accounting:** 4.3%
- **Computer & Network Security:** 2.9%
- **Computer Networking:** 2.9%
- **Entertainment:** 2.9%
- **Government Administration:** 2.9%
- **Other:** 42.9%

---
## Alternatives

### Alternatives to Collibra

- [Atlan](https://www.g2.com/products/atlan/reviews) — 4.5/5 stars (131 reviews)
- [Twilio Segment](https://www.g2.com/products/twilio-segment/reviews) — 4.5/5 stars (566 reviews)
- [Alation](https://www.g2.com/products/alation/reviews) — 4.4/5 stars (91 reviews)
- [Egnyte](https://www.g2.com/products/egnyte/reviews) — 4.4/5 stars (1162 reviews)
- [TrustArc](https://www.g2.com/products/trustarc/reviews) — 4.2/5 stars (314 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)
- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (525 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (802 reviews)
- [Smartsheet](https://www.g2.com/products/smartsheet/reviews) — 4.4/5 stars (22265 reviews)

### Alternatives to IBM Cloud Pak for Data

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (802 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.5/5 stars (754 reviews)
- [Cloudera Platform](https://www.g2.com/products/cloudera-platform/reviews) — 4.1/5 stars (136 reviews)
- [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (658 reviews)
- [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (201 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1227 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (817 reviews)
- [Splunk Enterprise](https://www.g2.com/products/splunk-enterprise/reviews) — 4.3/5 stars (433 reviews)
- [Azure Databricks](https://www.g2.com/products/azure-databricks/reviews) — 4.5/5 stars (236 reviews)
- [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (520 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""

### IBM Cloud Pak for Data

No discussions available for this product.

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