# Anomalo, DataMatch Enterprise vs Soda Comparison

| | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.2 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 41 | 27 | 55 | 
| **Largest Market Segment** | Enterprise (50.0% of reviews) | Mid-Market (65.4% of reviews) | Mid-Market (43.6% of reviews) | 
| **Entry Level Price** | Contact Us 10000 Tables Per Year | No pricing available | $0.00 3 Production Datasets Per Month | 

---
## Top Pros & Cons

### Anomalo

**Not enough data**

### DataMatch Enterprise

**Not enough data**

### Soda

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

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

---
## Ratings Comparison
| Rating | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
  | **Meets Requirements** | 8.2 (36 reviews) | 8.8 (23 reviews) | 8.7 (49 reviews) | 
  | **Ease of Use** | 8.5 (36 reviews) | 7.7 (23 reviews) | 8.5 (50 reviews) | 
  | **Ease of Setup** | 9.4 (14 reviews) | 8.6 (6 reviews) | 8.4 (29 reviews) | 
  | **Ease of Admin** | 8.1 (15 reviews) | 8.6 (6 reviews) | 8.6 (22 reviews) | 
  | **Quality of Support** | 9.0 (35 reviews) | 7.4 (22 reviews) | 8.7 (49 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (15 reviews) | 8.1 (6 reviews) | 8.9 (22 reviews) | 
  | **Product Direction (% positive)** | 8.8 (29 reviews) | 8.0 (23 reviews) | 9.0 (49 reviews) | 

---
## Pricing

### Anomalo

#### Entry-Level Pricing

Plan: Custom

Price: Contact Us 10000 Tables Per Year

Description: Free pilot. Secure In-VPC deployment. Contact us to get started.

Key Features:
- Automated data monitoring
- Simple installation
- Visualizations for reporting and explainability

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

#### Free Trial

Yes

### DataMatch Enterprise

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

### 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 |
|---|---|---|
| **Anomalo** | 7.3/10 | 8 |
| **DataMatch Enterprise** | N/A | N/A |
| **Soda** | N/A | N/A |

#### Functionality

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Monitoring** | 8.1 (7 reviews) | Not enough data | Not enough data | 
| **Alerting** | 7.9 (7 reviews) | Not enough data | Not enough data | 
| **Logging** | 6.0 (5 reviews) | Not enough data | Not enough data | 
| **Response Time** | 6.9 (6 reviews) | Not enough data | Not enough data | 
| **Reporting** | 7.2 (6 reviews) | Not enough data | Not enough data | 
| **Data Visualization** | 7.9 (7 reviews) | Not enough data | Not enough data | 

#### Agentic AI - Database Monitoring

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

### Master Data Management (MDM)

| Product | Score | Reviews |
|---|---|---|
| **Anomalo** | N/A | N/A |
| **DataMatch Enterprise** | N/A | N/A |
| **Soda** | N/A | N/A |

#### Management

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Hierarchy Management** | Not enough data | Not enough data | Not enough data | 
| **Reference Data Management** | Not enough data | Not enough data | Not enough data | 
| **Data Lineage** | Not enough data | Not enough data | Not enough data | 
| **Metadata Management** | Not enough data | Not enough data | Not enough data | 

#### Functionality 

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Multi-Domain** | Not enough data | Not enough data | Not enough data | 
| **Match & Merge** | Not enough data | Not enough data | Not enough data | 
| **Relationship Mapping** | Not enough data | Not enough data | Not enough data | 
| **User Interface** | Not enough data | Not enough data | Not enough data | 

#### Security

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Data Governance** | Not enough data | Not enough data | Not enough data | 
| **Data Masking** | Not enough data | Not enough data | Not enough data | 

### Data Observability

| Product | Score | Reviews |
|---|---|---|
| **Anomalo** | 8.4/10 | 7 |
| **DataMatch Enterprise** | N/A | N/A |
| **Soda** | 8.2/10 | 24 |

#### Functionality

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Real-time Analytics** | Not enough data | Not enough data | 8.0 (22 reviews) | 
| **Data quality monitoring** | 9.4 (6 reviews) | Not enough data | 9.2 (24 reviews) | 
| **Automation** | 7.8 (6 reviews) | Not enough data | 8.1 (24 reviews) | 
| **End to End visiblity** | 8.7 (5 reviews) | Not enough data | 8.8 (24 reviews) | 

#### Management

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Anomaly identification** | 9.3 (7 reviews) | Not enough data | 8.6 (24 reviews) | 
| **Single pane view** | 8.0 (5 reviews) | Not enough data | 8.3 (20 reviews) | 
| **Real-time alerts** | 8.6 (6 reviews) | Not enough data | 8.6 (23 reviews) | 
| **Data lineage** | Not enough data | Not enough data | 7.5 (21 reviews) | 
| **Integrations** | 7.1 (7 reviews) | Not enough data | 8.5 (24 reviews) | 

#### Generative AI

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 6.1 (14 reviews) | 

#### Agentic AI - Data Observability

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Natural Language Interaction** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 

### Agentic Analytics

| Product | Score | Reviews |
|---|---|---|
| **Anomalo** | N/A | N/A |
| **DataMatch Enterprise** | N/A | N/A |
| **Soda** | N/A | N/A |

#### Data Connectivity and Prep - Agentic Analytics

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Data Source Connectivity** | Not enough data | Not enough data | Not enough data | 
| **Automated Data Preparation** | Not enough data | Not enough data | Not enough data | 

#### Autonomous Insight Generation - Agentic Analytics

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Continuous Pattern Detection** | Not enough data | Not enough data | Not enough data | 
| **Multi‑Step Reasoning** | Not enough data | Not enough data | Not enough data | 
| **Predictive & Prescriptive Analytics** | Not enough data | Not enough data | Not enough data | 

#### Interaction and Workflow - Agentic Analytics

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Natural Language Query and Conversational Analytics** | Not enough data | Not enough data | Not enough data | 
| **Action Triggering & Workflow Orchestration** | Not enough data | Not enough data | Not enough data | 
| **Explainability & Audit Trails** | Not enough data | Not enough data | Not enough data | 

#### AI Agent Management - Agentic Analytics

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Agent Configuration & Goals** | Not enough data | Not enough data | Not enough data | 
| **Continuous Learning & Feedback** | Not enough data | Not enough data | Not enough data | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Anomalo** | 8.1/10 | 22 |
| **DataMatch Enterprise** | N/A | N/A |
| **Soda** | 7.9/10 | 44 |

#### Functionality

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Identification** | 8.7 (14 reviews) | Not enough data | 8.7 (42 reviews) | 
| **Correction** | Feature Not Available | Not enough data | Feature Not Available | 
| **Normalization** | Feature Not Available | Not enough data | 8.0 (41 reviews) | 
| **Preventative Cleaning** | 6.9 (7 reviews) | Not enough data | Feature Not Available | 
| **Data Matching** | 7.8 (10 reviews) | Not enough data | 7.9 (43 reviews) | 

#### Management

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Reporting** | 8.7 (15 reviews) | Not enough data | 7.7 (33 reviews) | 
| **Automation** | 7.8 (18 reviews) | Not enough data | Feature Not Available | 
| **Quality Audits** | 8.5 (14 reviews) | Not enough data | 8.5 (42 reviews) | 
| **Dashboard** | 8.6 (16 reviews) | Not enough data | 7.7 (42 reviews) | 
| **Governance** | 7.4 (12 reviews) | Not enough data | 8.2 (38 reviews) | 

#### Generative AI

| Feature | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 5.9 (25 reviews) | 
| **AI Text Summarization** | Not enough data | Not enough data | 6.3 (25 reviews) | 

---
## Categories

**Unique to Anomalo (4):** [Database Monitoring Tools](https://www.g2.com/categories/database-monitoring), [Data Observability Software](https://www.g2.com/categories/data-observability), [Data Quality Tools](https://www.g2.com/categories/data-quality), [Agentic Analytics Software](https://www.g2.com/categories/agentic-analytics)

**Unique to DataMatch Enterprise (1):** [Master Data Management (MDM) Tools](https://www.g2.com/categories/master-data-management-mdm)

**Unique to Soda (2):** [Data Quality Tools](https://www.g2.com/categories/data-quality), [Data Observability Software](https://www.g2.com/categories/data-observability)


---
## Reviewer Demographics

### By Company Size

| Segment | Anomalo | DataMatch Enterprise | Soda | 
|---|---|---|---|
| **Small-Business** | 2.5% | 19.2% | 16.4% | 
| **Mid-Market** | 47.5% | 65.4% | 43.6% | 
| **Enterprise** | 50.0% | 15.4% | 40.0% | 

### By Industry

#### Anomalo

- **Financial Services:** 22.5%
- **Information Technology and Services:** 12.5%
- **Computer Software:** 12.5%
- **Leisure, Travel & Tourism:** 7.5%
- **Internet:** 7.5%
- **Wholesale:** 5.0%
- **Retail:** 5.0%
- **Restaurants:** 5.0%
- **Online Media:** 5.0%
- **Health, Wellness and Fitness:** 5.0%
- **Other:** 12.5%

#### DataMatch Enterprise

- **Internet:** 23.1%
- **Marketing and Advertising:** 19.2%
- **Research:** 7.7%
- **Non-Profit Organization Management:** 7.7%
- **Financial Services:** 7.7%
- **Telecommunications:** 3.8%
- **Staffing and Recruiting:** 3.8%
- **Security and Investigations:** 3.8%
- **Real Estate:** 3.8%
- **Maritime:** 3.8%
- **Other:** 15.4%

#### 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 Anomalo

- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (522 reviews)
- [Datadog](https://www.g2.com/products/datadog/reviews) — 4.4/5 stars (706 reviews)
- [Dynatrace](https://www.g2.com/products/dynatrace/reviews) — 4.5/5 stars (1363 reviews)
- [Planhat](https://www.g2.com/products/planhat/reviews) — 4.5/5 stars (926 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews)
- [Hex](https://www.g2.com/products/hex-tech-hex/reviews) — 4.5/5 stars (393 reviews)
- [Tableau](https://www.g2.com/products/tableau/reviews) — 4.4/5 stars (3657 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1947 reviews)
- [Domo](https://www.g2.com/products/domo/reviews) — 4.3/5 stars (1005 reviews)
- [SolarWinds Observability](https://www.g2.com/products/solarwinds-worldwide-llc-solarwinds-observability/reviews) — 4.3/5 stars (836 reviews)

### Alternatives to DataMatch Enterprise

- [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5561 reviews)
- [Boomi](https://www.g2.com/products/boomi/reviews) — 4.4/5 stars (505 reviews)
- [Tealium Customer Data Hub](https://www.g2.com/products/tealium-customer-data-hub/reviews) — 4.3/5 stars (474 reviews)
- [SAP Master Data Governance (MDG)](https://www.g2.com/products/sap-master-data-governance-mdg/reviews) — 4.4/5 stars (283 reviews)
- [Salesforce Data 360 (formerly Data Cloud)](https://www.g2.com/products/salesforce-data-360-formerly-data-cloud/reviews) — 4.3/5 stars (250 reviews)
- [Akeneo PIM](https://www.g2.com/products/akeneo-pim/reviews) — 4.4/5 stars (245 reviews)
- [Syndigo](https://www.g2.com/products/syndigo-syndigo/reviews) — 4.4/5 stars (196 reviews)
- [Insycle](https://www.g2.com/products/insycle/reviews) — 4.7/5 stars (192 reviews)
- [TimeXtender](https://www.g2.com/products/timextender/reviews) — 4.3/5 stars (157 reviews)
- [Lobster Data Platform](https://www.g2.com/products/lobster-data-platform/reviews) — 4.6/5 stars (104 reviews)

### Alternatives to Soda

- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (522 reviews)
- [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)
- [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

### Anomalo

No discussions available for this product.

### DataMatch Enterprise

No discussions available for this product.

### Soda

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/anomalo-vs-datamatch-enterprise-vs-soda)