# Great Expectations vs Soda Comparison

---
## Frequently Asked Questions

### What is the difference between Great Expectations vs Soda?

Great Expectations stands out for its higher Ease of Setup and G2 rating, while Soda is noted for its user interface and integrations.

| [Great Expectations](https://www.g2.com/products/great-expectations/reviews) | [Soda](https://www.g2.com/products/soda/reviews) |
| --- | --- |
| 4.5/5 (11 reviews) | 4.4/5 (55 reviews) |
| — | Mid-Market |
| 9.2 | 8.4 |
| 8.5 | 8.7 |
| Automated profiling and validation tools | User interface and Slack integration |



### How do the pricing models of Great Expectations and Soda compare?

Great Expectations and Soda are rated at parity for value, with no significant difference in reviewer satisfaction on price or cost.

- **Great Expectations:** Reviewers highlight its open-source availability and cost-effectiveness for teams with Python expertise.
- **Soda:** Soda Core is free and open-source, but advanced features require a commercial license; reviewers note the risk of vendor lock-in and higher costs for the cloud offering.



### What are the best alternatives to Great Expectations and Soda?

The top three alternatives to Great Expectations and Soda are Monte Carlo, Demandbase One, and —.

| Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength |
| --- | --- | --- | --- | --- |
| [Great Expectations](https://www.g2.com/products/great-expectations/reviews) | 4.5/5 (11 reviews) | — | Open source, no cost for core features | Automated profiling and validation tools |
| [Soda](https://www.g2.com/products/soda/reviews) | 4.4/5 (55 reviews) | Mid-Market | Free core, paid advanced features | User interface and Slack integration |
| [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) | 4.3/5 (536 reviews) | — | — | — |
| [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) | 4.4/5 (1988 reviews) | Mid-Market | — | — |



### Which Data Observability features should I prioritize when comparing Great Expectations and Soda?

Buyers should prioritize Ease of Setup, Integrations, Data Quality Checks, User Interface, and Support when comparing Great Expectations and Soda.

- **Ease of Setup:** Great Expectations 9.2, Soda 8.4
- **Integrations:** Soda is frequently cited for Slack integration (1 all-time mention) and broad data stack compatibility
- **Data Quality Checks:** Soda has 2 all-time mentions for data quality; Great Expectations is praised for automated profiling and validation
- **User Interface:** Soda has 1 all-time mention for user interface
- **Support:** Great Expectations 8.5, Soda 8.7



### What are the pros and cons of Great Expectations vs Soda?

Great Expectations is strongest in automated profiling and validation, while Soda is recognized for its user interface and integrations.

- **Great Expectations strengths:** Automated profiling and validation tools, open-source availability, strong documentation, and Python-based flexibility
- **Great Expectations trade-offs:** Requires technical expertise for setup, limited data source support, no pipeline execution or data storage, and ongoing maintenance needs
- **Soda strengths:** User interface (1 all-time mention), Slack integration (1 all-time mention), data quality (2 all-time mentions), flexibility, and ease of use
- **Soda trade-offs:** Limited functionality (2 all-time mentions), access control and management issues, some advanced features require a commercial license, and risk of vendor lock-in



### Is Great Expectations or Soda better for small businesses?

Soda is a better fit for small businesses, as its largest reviewer segment is Mid-Market and recent reviews highlight ease of use for non-technical users.

- **Great Expectations:** No segment data available; reviewers note setup can be challenging for users without technical backgrounds
- **Soda:** Largest segment is Mid-Market; reviewers highlight user-friendly interface and accessibility for business users



### Which Data Observability platform has better integrations?

Soda is favored by reviewers for integrations, especially with Slack and other data stack tools.

- **Great Expectations:** Reviewers mention integration with Snowflake and command-line triggering, but no all-time integration mention counts are available
- **Soda:** Slack integration (1 all-time mention), frequent mentions of integration with Salesforce, Snowflake, S3, BigQuery, Airflow, Databricks, and Jira



### How do Great Expectations and Soda compare on customer support?

Soda and Great Expectations are rated at parity for Quality of Support, with Soda scoring 8.7 and Great Expectations 8.5.

- **Great Expectations:** Reviewers describe support as responsive and helpful, with scores of 7.0 in multiple recent reviews
- **Soda:** Reviewers highlight support via Slack, community responsiveness, and helpful documentation, with scores of 7.0 in several recent reviews



### Which is easier to implement, Great Expectations or Soda?

Great Expectations leads Soda on Ease of Setup by 0.8 points, 9.2 vs 8.4.

- **Great Expectations:** Reviewers consistently rate setup as straightforward for technical users, with scores of 7.0 in multiple recent reviews
- **Soda:** Reviewers note ease of integration with data tools and pipelines, but mention a learning curve for less technical users; setup scores range from 5.0 to 7.0



### Which product has better Integrations?

Soda is favored for Integrations, with more frequent reviewer mentions and broader data stack compatibility.

- **Great Expectations:** No integration-specific dimension scores or all-time mention counts available; reviewers mention Snowflake integration and command-line triggering
- **Soda:** Slack integration (1 all-time mention), frequent reviewer praise for integration with Salesforce, Snowflake, S3, BigQuery, Airflow, Databricks, and Jira



| | Great Expectations | Soda | 
|---|---|---|
| **Star Rating** | 4.5 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 11 | 55 | 

---
## Top Pros & Cons

### Great Expectations

**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 | Great Expectations | Soda | 
|---|---|---|
  | **Meets Requirements** | 9.2 (11 reviews) | 8.7 (49 reviews) | 
  | **Ease of Use** | 9.1 (9 reviews) | 8.5 (50 reviews) | 
  | **Ease of Setup** | 9.2 (6 reviews) | 8.4 (29 reviews) | 
  | **Ease of Admin** | 8.3 (6 reviews) | 8.6 (22 reviews) | 
  | **Quality of Support** | 8.5 (10 reviews) | 8.7 (49 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.6 (6 reviews) | 8.9 (22 reviews) | 
  | **Product Direction (% positive)** | 10.0 (10 reviews) | 9.0 (49 reviews) | 

---
## Pricing

### Great Expectations

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### 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

### Data Observability

| Product | Score | Reviews |
|---|---|---|
| **Great Expectations** | 8.8/10 | 11 |
| **Soda** | 8.2/10 | 24 |

#### Functionality

| Feature | Great Expectations | Soda | 
|---|---|---|
| **Real-time Analytics** | 9.4 (8 reviews) | 8.0 (22 reviews) | 
| **Data quality monitoring** | 8.8 (11 reviews) | 9.2 (24 reviews) | 
| **Automation** | 8.8 (11 reviews) | 8.1 (24 reviews) | 
| **End to End visiblity** | 8.9 (9 reviews) | 8.8 (24 reviews) | 

#### Management

| Feature | Great Expectations | Soda | 
|---|---|---|
| **Anomaly identification** | 8.3 (10 reviews) | 8.6 (24 reviews) | 
| **Single pane view** | 8.9 (9 reviews) | 8.3 (20 reviews) | 
| **Real-time alerts** | 8.5 (8 reviews) | 8.6 (23 reviews) | 
| **Data lineage** | 8.7 (9 reviews) | 7.5 (21 reviews) | 
| **Integrations** | 8.6 (11 reviews) | 8.5 (24 reviews) | 

#### Generative AI

| Feature | Great Expectations | Soda | 
|---|---|---|
| **AI Text Generation** | Not enough data | 6.1 (14 reviews) | 

#### Agentic AI - Data Observability

| Feature | Great Expectations | Soda | 
|---|---|---|
| **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 | 
| **Natural Language Interaction** | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Great Expectations** | N/A | N/A |
| **Soda** | 7.9/10 | 44 |

#### Functionality

| Feature | Great Expectations | Soda | 
|---|---|---|
| **Identification** | Not enough data | 8.7 (42 reviews) | 
| **Correction** | Not enough data | Feature Not Available | 
| **Normalization** | Not enough data | 8.0 (41 reviews) | 
| **Preventative Cleaning** | Not enough data | Feature Not Available | 
| **Data Matching** | Not enough data | 7.9 (43 reviews) | 
| **Real-Time Data** | Not enough data | Not enough data | 

#### Management

| Feature | Great Expectations | Soda | 
|---|---|---|
| **Reporting** | Not enough data | 7.7 (33 reviews) | 
| **Automation** | Not enough data | Feature Not Available | 
| **Quality Audits** | Not enough data | 8.5 (42 reviews) | 
| **Dashboard** | Not enough data | 7.7 (42 reviews) | 
| **Governance** | Not enough data | 8.2 (38 reviews) | 

#### Generative AI

| Feature | Great Expectations | Soda | 
|---|---|---|
| **AI Text Generation** | Not enough data | 5.9 (25 reviews) | 
| **AI Text Summarization** | Not enough data | 6.3 (25 reviews) | 
| **Generative AI** | Not enough data | Not enough data | 

#### Additional Functionality

| Feature | Great Expectations | Soda | 
|---|---|---|
| **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 (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 | Great Expectations | Soda | 
|---|---|---|
| **Small-Business** | 36.4% | 16.4% | 
| **Mid-Market** | 45.5% | 43.6% | 
| **Enterprise** | 18.2% | 40.0% | 

### By Industry

#### Great Expectations

- **Accounting:** 36.4%
- **Information Technology and Services:** 18.2%
- **Telecommunications:** 9.1%
- **Security and Investigations:** 9.1%
- **Online Media:** 9.1%
- **Computer Software:** 9.1%
- **Banking:** 9.1%

#### 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 Great Expectations

- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (549 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (2003 reviews)
- [GTM Studio - Powered by ZoomInfo](https://www.g2.com/products/gtm-studio-powered-by-zoominfo/reviews) — 4.5/5 stars (3512 reviews)
- [Validity Engage](https://www.g2.com/products/validity-engage/reviews) — 4.4/5 stars (705 reviews)
- [Planhat](https://www.g2.com/products/planhat/reviews) — 4.5/5 stars (961 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (821 reviews)
- [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (644 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (209 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) — 4.4/5 stars (213 reviews)

### Alternatives to Soda

- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (549 reviews)
- [Anomalo](https://www.g2.com/products/anomalo/reviews) — 4.4/5 stars (44 reviews)
- [dbt](https://www.g2.com/products/dbt/reviews) — 4.7/5 stars (209 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (2003 reviews)
- [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (821 reviews)
- [GTM Studio - Powered by ZoomInfo](https://www.g2.com/products/gtm-studio-powered-by-zoominfo/reviews) — 4.5/5 stars (3512 reviews)
- [Validity Engage](https://www.g2.com/products/validity-engage/reviews) — 4.4/5 stars (705 reviews)
- [Planhat](https://www.g2.com/products/planhat/reviews) — 4.5/5 stars (961 reviews)
- [HubSpot Data Hub](https://www.g2.com/products/hubspot-data-hub/reviews) — 4.5/5 stars (644 reviews)
- [Metaplane](https://www.g2.com/products/metaplane/reviews) — 4.8/5 stars (116 reviews)

---
## Top Discussions

### Great Expectations

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/great-expectations-vs-soda)