# Collibra vs Monte Carlo Comparison
---
## AI Generated Summary
- **G2 reviewers report** that Monte Carlo excels in automation features, allowing users to monitor data in the background effectively. This capability helps expedite resolutions for anomalous conditions, making it a strong choice for teams that prioritize quick data insights.
- **Users say** Collibra stands out for its robust data governance capabilities, enabling organizations to manage and govern their data assets effectively. Reviewers appreciate how easily they can describe their data products, enhancing trust and accessibility.
- **According to verified reviews** , Monte Carlo's user-friendly interface is frequently highlighted, with many users finding it fairly easy to use and functional. This ease of use can significantly reduce the learning curve for new users, making it a practical option for teams looking to get up and running quickly.
- **Reviewers mention** that Collibra provides reliable and efficient solutions tailored to client needs, with seamless integration and robust security features. This focus on user experience is particularly beneficial for enterprises that require a dependable data management solution.
- **G2 reviewers highlight** that while Collibra has a strong presence in the enterprise market, it has received fewer recent reviews compared to Monte Carlo. This could indicate a need for improvement in user engagement or product updates, which may affect its relevance in a rapidly evolving market.
- **Users report** that Monte Carlo's continuous refinement based on competition ensures that updates and new features are rolled out quickly, often within days. This responsiveness to market changes can be a significant advantage for organizations that need to stay ahead in data management.



| | Collibra | Monte Carlo | 
|---|---|---|
| **Star Rating** | 4.2 out of 5 | 4.3 out of 5 | 
| **Total Reviews** | 102 | 519 | 
| **Largest Market Segment** | Enterprise (70.7% of reviews) | Enterprise (51.6% of reviews) | 
| **Entry Level Price** | No pricing available | Contact Us | 

---
## Top Pros & Cons

### Collibra

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

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

### Monte Carlo

Pros:
- Ease of Use (104 reviews)
- Alerts (98 reviews)

Cons:
- Alert Management (58 reviews)
- Alert Overload (57 reviews)

---
## Ratings Comparison
| Rating | Collibra | Monte Carlo | 
|---|---|---|
  | **Meets Requirements** | 8.4 (87 reviews) | 8.3 (468 reviews) | 
  | **Ease of Use** | 8.0 (89 reviews) | 8.3 (476 reviews) | 
  | **Ease of Setup** | 7.7 (68 reviews) | 8.2 (340 reviews) | 
  | **Ease of Admin** | 8.0 (65 reviews) | 8.5 (163 reviews) | 
  | **Quality of Support** | 8.2 (89 reviews) | 9.0 (421 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.7 (66 reviews) | 9.3 (166 reviews) | 
  | **Product Direction (% positive)** | 9.3 (86 reviews) | 8.8 (458 reviews) | 

---
## Pricing

### Collibra

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### Monte Carlo

#### Entry-Level Pricing

Plan: Start

Price: Contact Us

Description: All you need to make data reliable for one team

Key Features:
- Monitoring for Data Warehouse, Business Intelligence, ETL 
- Incident triaging, troubleshooting and root cause analysis  
- Lineage 

[Browse all 4 editions](https://www.g2.com/products/monte-carlo/pricing)

#### Free Trial

No

---
## Features Comparison By Category

### Machine Learning Data Catalog

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.7/10 | 11 |
| **Monte Carlo** | N/A | N/A |

#### Data Governance

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | 

### Data Governance

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.5/10 | 67 |
| **Monte Carlo** | N/A | N/A |

#### Administration

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **Data Quality Management** | 6.7 (39 reviews) | Not enough data | 
| **Policy Management** | 7.5 (43 reviews) | Not enough data | 

#### Generative AI

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **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 | 

### Database Monitoring

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Monte Carlo** | 7.6/10 | 265 |

#### Functionality

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Monitoring** | Not enough data | 9.0 (261 reviews) | 
| **Alerting** | Not enough data | 8.8 (262 reviews) | 
| **Logging** | Not enough data | 7.8 (237 reviews) | 
| **Response Time** | Not enough data | 8.3 (246 reviews) | 
| **Reporting** | Not enough data | 7.7 (241 reviews) | 
| **Data Visualization** | Not enough data | 7.4 (243 reviews) | 

#### Agentic AI - Database Monitoring

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 7.1 (13 reviews) | 
| **Multi-step Planning** | Not enough data | 6.9 (13 reviews) | 
| **Cross-system Integration** | Not enough data | 6.8 (13 reviews) | 
| **Adaptive Learning** | Not enough data | 7.1 (13 reviews) | 
| **Natural Language Interaction** | Not enough data | 6.8 (12 reviews) | 
| **Proactive Assistance** | Not enough data | 6.5 (13 reviews) | 
| **Decision Making** | Not enough data | 7.1 (13 reviews) | 

### Data Privacy Management

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 8.2/10 | 23 |
| **Monte Carlo** | N/A | N/A |

#### Functionality

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 |
| **Monte Carlo** | N/A | N/A |

#### Functionality

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 |
| **Monte Carlo** | N/A | N/A |

#### Functionality

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **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 Fabric

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Monte Carlo** | N/A | N/A |

#### Data Management

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **Data Analytics** | Not enough data | Not enough data | 

#### Security

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 
| **AI Text Summarization** | Not enough data | Not enough data | 

#### Agentic AI - Data Fabric

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Monte Carlo** | 7.6/10 | 57 |

#### Data Management

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Data Integration** | Not enough data | 8.6 (52 reviews) | 
| **Metadata** | Not enough data | 8.4 (48 reviews) | 
| **Self-service** | Not enough data | 8.6 (53 reviews) | 
| **Automated workflows** | Not enough data | 8.0 (51 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 7.6 (7 reviews) | 
| **Multi-step Planning** | Not enough data | 6.7 (6 reviews) | 
| **Cross-system Integration** | Not enough data | 6.9 (6 reviews) | 
| **Adaptive Learning** | Not enough data | 7.4 (7 reviews) | 
| **Decision Making** | Not enough data | 6.9 (6 reviews) | 

#### Analytics

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 7.9 (51 reviews) | 
| **Dasboard visualizations** | Not enough data | 7.7 (48 reviews) | 

#### Monitoring and Management

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Data Observability** | Not enough data | 9.2 (57 reviews) | 
| **Testing capabilities** | Not enough data | 7.7 (49 reviews) | 

#### Cloud Deployment

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 7.5 (44 reviews) | 
| **Cloud migration capabilities** | Not enough data | 7.1 (42 reviews) | 

#### Generative AI

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **AI Text Generation** | Not enough data | 6.3 (35 reviews) | 
| **AI Text Summarization** | Not enough data | 6.2 (35 reviews) | 

### Active Metadata Management

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.5/10 | 37 |
| **Monte Carlo** | N/A | N/A |

#### Data management

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **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 | Monte Carlo | 
|---|---|---|
| **AI Text Generation** | 6.3 (5 reviews) | Not enough data | 
| **AI Text Summarization** | 6.3 (5 reviews) | Not enough data | 

### Data Observability

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Monte Carlo** | 7.5/10 | 367 |

#### Functionality

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Real-time Analytics** | Not enough data | 7.4 (292 reviews) | 
| **Data quality monitoring** | Not enough data | 8.8 (336 reviews) | 
| **Automation** | Not enough data | 8.1 (300 reviews) | 
| **End to End visiblity** | Not enough data | 8.0 (308 reviews) | 

#### Management

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Anomaly identification** | Not enough data | 8.7 (333 reviews) | 
| **Single pane view** | Not enough data | 7.7 (287 reviews) | 
| **Real-time alerts** | Not enough data | 8.2 (326 reviews) | 
| **Data lineage** | Not enough data | 8.0 (311 reviews) | 
| **Integrations** | Not enough data | 8.1 (317 reviews) | 

#### Generative AI

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **AI Text Generation** | Not enough data | 5.8 (232 reviews) | 

#### Agentic AI - Data Observability

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 6.6 (29 reviews) | 
| **Multi-step Planning** | Not enough data | 6.5 (28 reviews) | 
| **Cross-system Integration** | Not enough data | 7.1 (29 reviews) | 
| **Natural Language Interaction** | Not enough data | 6.5 (26 reviews) | 
| **Proactive Assistance** | Not enough data | 6.9 (30 reviews) | 

### SAP Store

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Monte Carlo** | N/A | N/A |

#### Agentic AI - SAP Store

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 | 

### AI Agent Observability

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | N/A | N/A |
| **Monte Carlo** | 9.3/10 | 7 |

#### Tracing & Debugging

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Agent Debugging** | Not enough data | Not enough data | 
| **Trace Visualization** | Not enough data | Not enough data | 
| **End-to-End Agent Tracing** | Not enough data | Not enough data | 

#### Evaluation & Quality

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Regression Testing** | Not enough data | Not enough data | 
| **Hallucination Detection** | Not enough data | Not enough data | 
| **Automated Output Evaluation** | Not enough data | Not enough data | 

#### Production Monitoring

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Alerts & Notifications** | Not enough data | 9.3 (5 reviews) | 
| **Latency Monitoring** | Not enough data | Not enough data | 
| **Token Usage & Cost Tracking** | Not enough data | Not enough data | 

#### Agent Discovery & Governance

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Audit Logging** | Not enough data | Not enough data | 
| **Agent Discovery** | Not enough data | Not enough data | 
| **Policy Compliance Monitoring** | Not enough data | Not enough data | 

### Data Subject Access Request (DSAR)

| Product | Score | Reviews |
|---|---|---|
| **Collibra** | 7.9/10 | 16 |
| **Monte Carlo** | N/A | N/A |

#### Functionality

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **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 |
| **Monte Carlo** | 7.0/10 | 200 |

#### Functionality

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Identification** | 8.4 (18 reviews) | 8.1 (191 reviews) | 
| **Correction** | 8.1 (16 reviews) | 6.4 (174 reviews) | 
| **Normalization** | 8.3 (15 reviews) | 6.7 (169 reviews) | 
| **Preventative Cleaning** | 7.1 (14 reviews) | 6.1 (164 reviews) | 
| **Data Matching** | 7.9 (15 reviews) | 6.4 (165 reviews) | 

#### Management

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **Reporting** | 7.4 (19 reviews) | 7.2 (169 reviews) | 
| **Automation** | 7.8 (16 reviews) | 7.5 (170 reviews) | 
| **Quality Audits** | 8.1 (15 reviews) | 8.0 (169 reviews) | 
| **Dashboard** | 7.3 (20 reviews) | 7.4 (177 reviews) | 
| **Governance** | 8.3 (19 reviews) | 7.6 (170 reviews) | 

#### Generative AI

| Feature | Collibra | Monte Carlo | 
|---|---|---|
| **AI Text Generation** | Not enough data | 5.2 (145 reviews) | 
| **AI Text Summarization** | Not enough data | 5.3 (145 reviews) | 

---
## Categories
**Shared Categories (1):** [Data Quality Tools](https://www.g2.com/categories/data-quality)

**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 Fabric Software](https://www.g2.com/categories/data-fabric)

**Unique to Monte Carlo (4):** [AI Agent Observability Software](https://www.g2.com/categories/ai-agent-observability), [Data Observability Software](https://www.g2.com/categories/data-observability), [Database Monitoring Tools](https://www.g2.com/categories/database-monitoring), [DataOps Platforms](https://www.g2.com/categories/dataops-platforms)


---
## Reviewer Demographics

### By Company Size

| Segment | Collibra | Monte Carlo | 
|---|---|---|
| **Small-Business** | 10.1% | 4.0% | 
| **Mid-Market** | 19.2% | 44.4% | 
| **Enterprise** | 70.7% | 51.6% | 

### 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%

#### Monte Carlo

- **Financial Services:** 13.5%
- **Computer Software:** 11.4%
- **Information Technology and Services:** 11.2%
- **Marketing and Advertising:** 3.7%
- **Manufacturing:** 3.7%
- **Pharmaceuticals:** 3.3%
- **Oil & Energy:** 3.1%
- **Retail:** 2.9%
- **Online Media:** 2.9%
- **Internet:** 2.7%
- **Other:** 41.8%

---
## Alternatives

### Alternatives to Collibra

- [Atlan](https://www.g2.com/products/atlan/reviews) — 4.5/5 stars (130 reviews)
- [Ataccama ONE](https://www.g2.com/products/ataccama-one/reviews) — 4.2/5 stars (11 reviews)
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- [Egnyte](https://www.g2.com/products/egnyte/reviews) — 4.4/5 stars (1159 reviews)
- [TrustArc](https://www.g2.com/products/trustarc/reviews) — 4.2/5 stars (314 reviews)
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### Alternatives to Monte Carlo

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- [Anomalo](https://www.g2.com/products/anomalo/reviews) — 4.4/5 stars (41 reviews)
- [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (705 reviews)
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- [Dynatrace](https://www.g2.com/products/dynatrace/reviews) — 4.5/5 stars (1363 reviews)
- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (775 reviews)
- [Hightouch](https://www.g2.com/products/hightouch/reviews) — 4.6/5 stars (392 reviews)
- [Site24x7](https://www.g2.com/products/site24x7/reviews) — 4.6/5 stars (432 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""

### Monte Carlo

- Title: [What is Monte Carlo software?](https://www.g2.com/discussions/what-is-monte-carlo-software) — 1 comment
  > **Top comment:** "Monte Carlo is a fully automated, end-to-end data observability platform that helps data engineering teams reduce time to detection and resolution for data..."

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