# Bigeye, Monte Carlo vs Soda Comparison

| | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **Star Rating** | 4.1 out of 5 | 4.3 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 22 | 522 | 55 | 
| **Largest Market Segment** | Small-Business (54.5% of reviews) | Enterprise (51.7% of reviews) | Mid-Market (43.6% of reviews) | 
| **Entry Level Price** | Contact Us | Contact Us | $0.00 3 Production Datasets Per Month | 

---
## Top Pros & Cons

### Bigeye

Pros:
- Ease of Use (1 reviews)
- Features (1 reviews)

Cons:
- Limited Features (1 reviews)
- Limited Integrations (1 reviews)

### Monte Carlo

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

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

### Soda

Pros:
- Data Quality (2 reviews)
- Customer Support (1 reviews)

Cons:
- Limited Functionality (2 reviews)
- Access Control (1 reviews)

---
## Ratings Comparison
| Rating | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
  | **Meets Requirements** | 8.0 (22 reviews) | 8.3 (469 reviews) | 8.7 (49 reviews) | 
  | **Ease of Use** | 8.5 (22 reviews) | 8.3 (477 reviews) | 8.5 (50 reviews) | 
  | **Ease of Setup** | 8.1 (12 reviews) | 8.2 (341 reviews) | 8.4 (29 reviews) | 
  | **Ease of Admin** | 7.2 (12 reviews) | 8.5 (163 reviews) | 8.6 (22 reviews) | 
  | **Quality of Support** | 8.2 (20 reviews) | 9.0 (422 reviews) | 8.7 (49 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.3 (12 reviews) | 9.3 (166 reviews) | 8.9 (22 reviews) | 
  | **Product Direction (% positive)** | 7.8 (21 reviews) | 8.8 (459 reviews) | 9.0 (49 reviews) | 

---
## Pricing

### Bigeye

#### Entry-Level Pricing

Plan: Enterprise Starter

Price: Contact Us

Key Features:
- End-to-end lineage
- Cloud, on prem, and hybrid support
- Cross-source columnar mapping

[Learn more about Bigeye](https://www.g2.com/products/bigeye/reviews)

#### Free Trial

No

### 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

### Soda

#### Entry-Level Pricing

Plan: Free

Price: $0.00 3 Production Datasets Per Month

Description: Great for small projects

Key Features:
- Pipeline testing
- Metrics observability
- Alerting & ticketing integrations

[Browse all 3 editions](https://www.g2.com/products/soda/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Database Monitoring

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

#### Functionality

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

#### Agentic AI - Database Monitoring

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

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Bigeye** | 9.0/10 | 5 |
| **Monte Carlo** | 7.6/10 | 57 |
| **Soda** | N/A | N/A |

#### Data Management

| Feature | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **Data Integration** | 8.3 (5 reviews) | 8.6 (52 reviews) | Not enough data | 
| **Metadata** | 8.3 (5 reviews) | 8.4 (48 reviews) | Not enough data | 
| **Self-service** | 8.7 (5 reviews) | 8.6 (53 reviews) | Not enough data | 
| **Automated workflows** | 9.3 (5 reviews) | 8.0 (51 reviews) | Not enough data | 

#### Agentic AI - DataOps Platforms

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

#### Analytics

| Feature | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **Analytics capabilities** | 9.0 (5 reviews) | 7.9 (51 reviews) | Not enough data | 
| **Dasboard visualizations** | 9.7 (5 reviews) | 7.7 (48 reviews) | Not enough data | 

#### Monitoring and Management

| Feature | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **Data Observability** | 9.3 (5 reviews) | 9.2 (57 reviews) | Not enough data | 
| **Testing capabilities** | Not enough data | 7.7 (49 reviews) | Not enough data | 

#### Cloud Deployment

| Feature | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **Hybrid cloud support** | 9.0 (5 reviews) | 7.5 (44 reviews) | Not enough data | 
| **Cloud migration capabilities** | 9.0 (5 reviews) | 7.1 (42 reviews) | Not enough data | 

#### Generative AI

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

### Data Observability

| Product | Score | Reviews |
|---|---|---|
| **Bigeye** | 7.8/10 | 19 |
| **Monte Carlo** | 7.5/10 | 368 |
| **Soda** | 8.2/10 | 24 |

#### Functionality

| Feature | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **Real-time Analytics** | 8.2 (19 reviews) | 7.4 (292 reviews) | 8.0 (22 reviews) | 
| **Data quality monitoring** | 9.0 (19 reviews) | 8.8 (336 reviews) | 9.2 (24 reviews) | 
| **Automation** | 8.1 (18 reviews) | 8.2 (301 reviews) | 8.1 (24 reviews) | 
| **End to End visiblity** | 7.8 (18 reviews) | 8.0 (308 reviews) | 8.8 (24 reviews) | 

#### Management

| Feature | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **Anomaly identification** | 8.2 (19 reviews) | 8.7 (334 reviews) | 8.6 (24 reviews) | 
| **Single pane view** | 7.6 (18 reviews) | 7.7 (287 reviews) | 8.3 (20 reviews) | 
| **Real-time alerts** | 7.9 (18 reviews) | 8.2 (326 reviews) | 8.6 (23 reviews) | 
| **Data lineage** | 7.2 (18 reviews) | 8.0 (311 reviews) | 7.5 (21 reviews) | 
| **Integrations** | 8.4 (18 reviews) | 8.1 (317 reviews) | 8.5 (24 reviews) | 

#### Generative AI

| Feature | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **AI Text Generation** | 5.8 (6 reviews) | 5.8 (232 reviews) | 6.1 (14 reviews) | 

#### Agentic AI - Data Observability

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

### AI Agent Observability

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

#### Tracing & Debugging

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

#### Evaluation & Quality

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

#### Production Monitoring

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

#### Agent Discovery & Governance

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

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Bigeye** | N/A | N/A |
| **Monte Carlo** | 7.0/10 | 200 |
| **Soda** | 7.9/10 | 44 |

#### Functionality

| Feature | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **Identification** | Not enough data | 8.1 (191 reviews) | 8.7 (42 reviews) | 
| **Correction** | Not enough data | 6.4 (174 reviews) | Feature Not Available | 
| **Normalization** | Not enough data | 6.7 (169 reviews) | 8.0 (41 reviews) | 
| **Preventative Cleaning** | Not enough data | 6.1 (164 reviews) | Feature Not Available | 
| **Data Matching** | Not enough data | 6.4 (165 reviews) | 7.9 (43 reviews) | 

#### Management

| Feature | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **Reporting** | Not enough data | 7.2 (169 reviews) | 7.7 (33 reviews) | 
| **Automation** | Not enough data | 7.5 (170 reviews) | Feature Not Available | 
| **Quality Audits** | Not enough data | 8.0 (169 reviews) | 8.5 (42 reviews) | 
| **Dashboard** | Not enough data | 7.4 (177 reviews) | 7.7 (42 reviews) | 
| **Governance** | Not enough data | 7.6 (170 reviews) | 8.2 (38 reviews) | 

#### Generative AI

| Feature | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | 5.2 (145 reviews) | 5.9 (25 reviews) | 
| **AI Text Summarization** | Not enough data | 5.3 (145 reviews) | 6.3 (25 reviews) | 

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

**Unique to Bigeye (1):** [DataOps Platforms](https://www.g2.com/categories/dataops-platforms)

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

**Unique to Soda (1):** [Data Quality Tools](https://www.g2.com/categories/data-quality)


---
## Reviewer Demographics

### By Company Size

| Segment | Bigeye | Monte Carlo | Soda | 
|---|---|---|---|
| **Small-Business** | 54.5% | 4.0% | 16.4% | 
| **Mid-Market** | 27.3% | 44.3% | 43.6% | 
| **Enterprise** | 18.2% | 51.7% | 40.0% | 

### By Industry

#### Bigeye

- **Information Technology and Services:** 22.7%
- **Computer Software:** 13.6%
- **Consulting:** 4.5%
- **Sports:** 4.5%
- **Online Media:** 4.5%
- **Mental Health Care:** 4.5%
- **Management Consulting:** 4.5%
- **Logistics and Supply Chain:** 4.5%
- **Internet:** 4.5%
- **Information Services:** 4.5%
- **Other:** 27.3%

#### Monte Carlo

- **Financial Services:** 13.4%
- **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:** 2.6%
- **Other:** 42.0%

#### Soda

- **Information Technology and Services:** 21.8%
- **Computer Software:** 18.2%
- **Consulting:** 16.4%
- **Financial Services:** 9.1%
- **Retail:** 3.6%
- **Online Media:** 3.6%
- **Consumer Goods:** 3.6%
- **Entertainment:** 3.6%
- **Automotive:** 1.8%
- **Broadcast Media:** 1.8%
- **Other:** 16.4%

---
## Alternatives

### Alternatives to Bigeye

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (783 reviews)
- [Hightouch](https://www.g2.com/products/hightouch/reviews) — 4.6/5 stars (392 reviews)
- [Boost.space](https://www.g2.com/products/boost-space/reviews) — 4.6/5 stars (350 reviews)
- [Mezmo](https://www.g2.com/products/mezmo/reviews) — 4.6/5 stars (224 reviews)
- [Integrate.io](https://www.g2.com/products/integrate-io/reviews) — 4.3/5 stars (212 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (206 reviews)
- [OpsPilot](https://www.g2.com/products/opspilot/reviews) — 4.8/5 stars (180 reviews)
- [Anomalo](https://www.g2.com/products/anomalo/reviews) — 4.4/5 stars (41 reviews)
- [Metaplane](https://www.g2.com/products/metaplane/reviews) — 4.8/5 stars (116 reviews)
- [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) — 4.5/5 stars (136 reviews)

### Alternatives to Monte Carlo

- [Acceldata](https://www.g2.com/products/acceldata/reviews) — 4.4/5 stars (54 reviews)
- [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)
- [Metaplane](https://www.g2.com/products/metaplane/reviews) — 4.8/5 stars (116 reviews)
- [Sifflet](https://www.g2.com/products/sifflet/reviews) — 4.4/5 stars (52 reviews)
- [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 (783 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 (433 reviews)
- [Planhat](https://www.g2.com/products/planhat/reviews) — 4.5/5 stars (926 reviews)

### Alternatives to Soda

- [Great Expectations](https://www.g2.com/products/great-expectations/reviews) — 4.5/5 stars (11 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (206 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1947 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews)
- [Planhat](https://www.g2.com/products/planhat/reviews) — 4.5/5 stars (926 reviews)
- [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (576 reviews)
- [Anomalo](https://www.g2.com/products/anomalo/reviews) — 4.4/5 stars (41 reviews)
- [DemandTools](https://www.g2.com/products/demandtools/reviews) — 4.6/5 stars (284 reviews)
- [Metaplane](https://www.g2.com/products/metaplane/reviews) — 4.8/5 stars (116 reviews)
- [Mezmo](https://www.g2.com/products/mezmo/reviews) — 4.6/5 stars (224 reviews)

---
## Top Discussions

### Bigeye

No discussions available for this product.

### 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..."

### Soda

No discussions available for this product.

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