# Soda vs dbt Comparison
---
## AI Generated Summary
- **G2 reviewers report** that dbt excels in overall user satisfaction, boasting a significantly higher G2 Score compared to Soda. Users appreciate its ease of setup and integration, with one reviewer noting that it is "very easy to integrate and leverage the tool with lots of features."
- **According to verified reviews** , dbt has a much larger volume of feedback, with 193 total reviews compared to Soda's 55. This suggests that dbt's user experiences are more diverse and reliable, providing a broader perspective on its capabilities.
- **Users say** that dbt's implementation process is quick and efficient, with many highlighting its intuitive onboarding. One user mentioned that it "did not add any delay during implementation," making it a strong choice for teams looking to get started quickly.
- **Reviewers mention** that Soda offers a clean and intuitive interface, which is particularly beneficial for project managers needing quick access to information. This user-friendly design helps streamline data quality tasks, although it may not match the comprehensive features of dbt.
- **G2 reviewers highlight** that while Soda provides a flexible open-source option, dbt's structured approach to data work is a significant advantage. Users appreciate dbt's ability to automate data model creation, which instills confidence in the accuracy of KPIs displayed.
- **Users report** that both products have responsive support teams, but Soda's direct interaction via Slack has been particularly praised. This accessibility allows for high-quality responses to user inquiries, although dbt's overall support quality is still rated slightly higher.



| | Soda | dbt | 
|---|---|---|
| **Star Rating** | 4.4 out of 5 | 4.7 out of 5 | 
| **Total Reviews** | 55 | 205 | 
| **Largest Market Segment** | Mid-Market (43.6% of reviews) | Mid-Market (56.4% of reviews) | 
| **Entry Level Price** | $0.00 3 Production Datasets Per Month | No pricing available | 

---
## Top Pros & Cons

### Soda

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

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

### dbt

Pros:
- Ease of Use (38 reviews)
- Features (22 reviews)

Cons:
- Limited Functionality (14 reviews)
- Dependency Issues (12 reviews)

---
## Ratings Comparison
| Rating | Soda | dbt | 
|---|---|---|
  | **Meets Requirements** | 8.7 (49 reviews) | 9.2 (151 reviews) | 
  | **Ease of Use** | 8.5 (50 reviews) | 9.0 (153 reviews) | 
  | **Ease of Setup** | 8.4 (29 reviews) | 8.6 (92 reviews) | 
  | **Ease of Admin** | 8.6 (22 reviews) | 8.5 (59 reviews) | 
  | **Quality of Support** | 8.7 (49 reviews) | 8.8 (122 reviews) | 
  | **Has the product been a good partner in doing business?** | 8.9 (22 reviews) | 8.6 (53 reviews) | 
  | **Product Direction (% positive)** | 9.0 (49 reviews) | 9.6 (137 reviews) | 

---
## Pricing

### 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

### dbt

#### Entry-Level Pricing

No pricing available

#### Free Trial

Yes

---
## Features Comparison By Category

### Business Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Soda** | N/A | N/A |
| **dbt** | N/A | N/A |

#### Reports

| Feature | Soda | dbt | 
|---|---|---|
| **Reports Interface** | Not enough data | Not enough data | 
| **Steps to Answer** | Not enough data | Not enough data | 
| **Graphs and Charts** | Not enough data | Not enough data | 
| **Score Cards** | Not enough data | Not enough data | 
| **Dashboards** | Not enough data | Not enough data | 

#### Self Service 

| Feature | Soda | dbt | 
|---|---|---|
| **Calculated Fields** | Not enough data | Not enough data | 
| **Data Column Filtering** | Not enough data | Not enough data | 
| **Data Discovery** | Not enough data | Not enough data | 
| **Search** | Not enough data | Not enough data | 
| **Collaboration / Workflow** | Not enough data | Not enough data | 
| **Automodeling** | Not enough data | Not enough data | 

#### Advanced Analytics

| Feature | Soda | dbt | 
|---|---|---|
| **Predictive Analytics** | Not enough data | Not enough data | 
| **Data Visualization** | Not enough data | Not enough data | 
| **Big Data Services** | Not enough data | Not enough data | 

#### Building Reports

| Feature | Soda | dbt | 
|---|---|---|
| **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 | Soda | dbt | 
|---|---|---|
| **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 | 

### Data Preparation

| Product | Score | Reviews |
|---|---|---|
| **Soda** | N/A | N/A |
| **dbt** | 8.7/10 | 58 |

#### Data Source Access

| Feature | Soda | dbt | 
|---|---|---|
| **Breadth of Data Sources** | Not enough data | 8.8 (47 reviews) | 
| **Ease of Data Connectivity** | Not enough data | 9.2 (51 reviews) | 
| **API Connectivity** | Not enough data | 8.6 (42 reviews) | 

#### Data Interaction

| Feature | Soda | dbt | 
|---|---|---|
| **Profiling and Classification** | Not enough data | 8.3 (41 reviews) | 
| **Metadata Management** | Not enough data | 8.6 (45 reviews) | 
| **Data Modeling** | Not enough data | 9.0 (51 reviews) | 
| **Data Joining** | Not enough data | 9.1 (49 reviews) | 
| **Data Blending** | Not enough data | 9.1 (43 reviews) | 
| **Data Quality and Cleansing** | Not enough data | 9.4 (49 reviews) | 
| **Data Sharing** | Not enough data | 8.7 (48 reviews) | 
| **Data Governance** | Not enough data | 8.7 (46 reviews) | 

#### Data Exporting

| Feature | Soda | dbt | 
|---|---|---|
| **Breadth of Integrations** | Not enough data | 8.5 (42 reviews) | 
| **Ease of Integrations** | Not enough data | 8.7 (45 reviews) | 
| **Data Workflows** | Not enough data | 9.1 (46 reviews) | 

#### Generative AI

| Feature | Soda | dbt | 
|---|---|---|
| **AI Text Generation** | Not enough data | 6.5 (27 reviews) | 

### ETL Tools

| Product | Score | Reviews |
|---|---|---|
| **Soda** | N/A | N/A |
| **dbt** | 9.1/10 | 49 |

#### Management

| Feature | Soda | dbt | 
|---|---|---|
| **Reporting** | Not enough data | Feature Not Available | 
| **Auditing** | Not enough data | 8.3 (39 reviews) | 

#### Functionality

| Feature | Soda | dbt | 
|---|---|---|
| **Extraction** | Not enough data | Feature Not Available | 
| **Transformation** | Not enough data | 9.3 (47 reviews) | 
| **Loading** | Not enough data | Feature Not Available | 
| **Automation** | Not enough data | 9.4 (42 reviews) | 
| **Scalability** | Not enough data | 9.2 (39 reviews) | 

### DataOps Platforms

| Product | Score | Reviews |
|---|---|---|
| **Soda** | N/A | N/A |
| **dbt** | 8.2/10 | 67 |

#### Data Management

| Feature | Soda | dbt | 
|---|---|---|
| **Data Integration** | Not enough data | 9.3 (53 reviews) | 
| **Metadata** | Not enough data | 9.1 (53 reviews) | 
| **Self-service** | Not enough data | 9.1 (50 reviews) | 
| **Automated workflows** | Not enough data | 9.3 (51 reviews) | 

#### Agentic AI - DataOps Platforms

| Feature | Soda | dbt | 
|---|---|---|
| **Autonomous Task Execution** | Not enough data | 7.5 (8 reviews) | 
| **Multi-step Planning** | Not enough data | 7.4 (7 reviews) | 
| **Cross-system Integration** | Not enough data | 8.3 (10 reviews) | 
| **Adaptive Learning** | Not enough data | 8.1 (9 reviews) | 
| **Decision Making** | Not enough data | 8.5 (9 reviews) | 

#### Analytics

| Feature | Soda | dbt | 
|---|---|---|
| **Analytics capabilities** | Not enough data | 8.8 (48 reviews) | 
| **Dasboard visualizations** | Not enough data | 7.3 (34 reviews) | 

#### Monitoring and Management

| Feature | Soda | dbt | 
|---|---|---|
| **Data Observability** | Not enough data | 8.7 (43 reviews) | 
| **Testing capabilities** | Not enough data | 8.9 (52 reviews) | 

#### Cloud Deployment

| Feature | Soda | dbt | 
|---|---|---|
| **Hybrid cloud support** | Not enough data | 8.7 (37 reviews) | 
| **Cloud migration capabilities** | Not enough data | 8.8 (29 reviews) | 

#### Generative AI

| Feature | Soda | dbt | 
|---|---|---|
| **AI Text Generation** | Not enough data | 5.7 (12 reviews) | 
| **AI Text Summarization** | Not enough data | 6.0 (12 reviews) | 

### Data Warehouse Automation

| Product | Score | Reviews |
|---|---|---|
| **Soda** | N/A | N/A |
| **dbt** | 8.7/10 | 42 |

#### Automation

| Feature | Soda | dbt | 
|---|---|---|
| **Workflow Automation** | Not enough data | 8.8 (35 reviews) | 
| **Multi-platform support** | Not enough data | 8.3 (32 reviews) | 
| **Data Management** | Not enough data | 8.6 (35 reviews) | 
| **Data Simplicity** | Not enough data | Feature Not Available | 

#### Functionality

| Feature | Soda | dbt | 
|---|---|---|
| **Documentation management** | Not enough data | 8.6 (34 reviews) | 
| **Platform support** | Not enough data | 8.6 (34 reviews) | 
| **Template functionality** | Not enough data | 8.4 (34 reviews) | 

#### Administration

| Feature | Soda | dbt | 
|---|---|---|
| **Error Alerts** | Not enough data | 8.5 (38 reviews) | 
| **Service Automation** | Not enough data | 8.9 (34 reviews) | 
| **Workflow management** | Not enough data | 9.2 (36 reviews) | 

#### Agentic AI - Data Warehouse Automation

| Feature | Soda | dbt | 
|---|---|---|
| **Proactive Assistance** | Not enough data | Not enough data | 

### Data Observability

| Product | Score | Reviews |
|---|---|---|
| **Soda** | 8.2/10 | 24 |
| **dbt** | N/A | N/A |

#### Functionality

| Feature | Soda | dbt | 
|---|---|---|
| **Real-time Analytics** | 8.0 (22 reviews) | Not enough data | 
| **Data quality monitoring** | 9.2 (24 reviews) | Not enough data | 
| **Automation** | 8.1 (24 reviews) | Not enough data | 
| **End to End visiblity** | 8.8 (24 reviews) | Not enough data | 

#### Management

| Feature | Soda | dbt | 
|---|---|---|
| **Anomaly identification** | 8.6 (24 reviews) | Not enough data | 
| **Single pane view** | 8.3 (20 reviews) | Not enough data | 
| **Real-time alerts** | 8.6 (23 reviews) | Not enough data | 
| **Data lineage** | 7.5 (21 reviews) | Not enough data | 
| **Integrations** | 8.5 (24 reviews) | Not enough data | 

#### Generative AI

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

#### Agentic AI - Data Observability

| Feature | Soda | dbt | 
|---|---|---|
| **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 | 

### Semantic Layer Tools

| Product | Score | Reviews |
|---|---|---|
| **Soda** | N/A | N/A |
| **dbt** | N/A | N/A |

#### Deployment & Integration - Semantic Layer Tools

| Feature | Soda | dbt | 
|---|---|---|
| **Multi-Environment & Multi-Cloud Support** | Not enough data | Not enough data | 
| **Open API & SDK Integration** | Not enough data | Not enough data | 

#### Data Connectivity & Federation - Semantic Layer Tools

| Feature | Soda | dbt | 
|---|---|---|
| **Cross-Source Query Federation** | Not enough data | Not enough data | 
| **Dynamic Schema & Metadata Adaptation** | Not enough data | Not enough data | 

#### Data Modeling & Metrics - Semantic Layer Tools

| Feature | Soda | dbt | 
|---|---|---|
| **Derived & Calculated Metrics** | Not enough data | Not enough data | 
| **Time Intelligence Functions** | Not enough data | Not enough data | 

#### Performance Optimization - Semantic Layer Tools

| Feature | Soda | dbt | 
|---|---|---|
| **Query Caching & Acceleration** | Not enough data | Not enough data | 
| **Adaptive Query Optimization** | Not enough data | Not enough data | 

#### Governance - Semantic Layer Tools

| Feature | Soda | dbt | 
|---|---|---|
| **AI Governance & Observability** | Not enough data | Not enough data | 
| **Metric Lineage for AI Training Data** | Not enough data | Not enough data | 
| **Version Control & Change Impact Analysis** | Not enough data | Not enough data | 

#### Advanced Intelligence - Semantic Layer Tools

| Feature | Soda | dbt | 
|---|---|---|
| **Natural Language Query Interface** | Not enough data | Not enough data | 
| **Semantic Layer for AI/ML Models** | Not enough data | Not enough data | 
| **Recommendation Engine** | Not enough data | Not enough data | 

#### Agentic AI Enablement - Semantic Layer Tools

| Feature | Soda | dbt | 
|---|---|---|
| **Agentic Query Orchestration** | Not enough data | Not enough data | 
| **Contextual Reasoning Layer** | Not enough data | Not enough data | 
| **Workflow Automation via Semantic Agents** | Not enough data | Not enough data | 

### Big Data Analytics

| Product | Score | Reviews |
|---|---|---|
| **Soda** | N/A | N/A |
| **dbt** | 8.8/10 | 42 |

#### Data Transformation

| Feature | Soda | dbt | 
|---|---|---|
| **Real-Time Analytics** | Not enough data | 8.5 (32 reviews) | 
| **Data Querying** | Not enough data | 9.4 (39 reviews) | 

#### Connectivity

| Feature | Soda | dbt | 
|---|---|---|
| **Hadoop Integration** | Not enough data | 8.4 (27 reviews) | 
| **Spark Integration** | Not enough data | 8.6 (28 reviews) | 
| **Multi-Source Analysis** | Not enough data | 8.5 (34 reviews) | 
| **Data Lake** | Not enough data | 8.9 (31 reviews) | 

#### Operations

| Feature | Soda | dbt | 
|---|---|---|
| **Data Visualization** | Not enough data | Feature Not Available | 
| **Data Workflow** | Not enough data | 9.3 (38 reviews) | 
| **Governed Discovery** | Not enough data | 8.6 (30 reviews) | 
| **Embedded Analytics** | Not enough data | 8.7 (30 reviews) | 
| **Notebooks** | Not enough data | 8.6 (30 reviews) | 

### Data Quality

| Product | Score | Reviews |
|---|---|---|
| **Soda** | 7.9/10 | 44 |
| **dbt** | 8.4/10 | 52 |

#### Functionality

| Feature | Soda | dbt | 
|---|---|---|
| **Identification** | 8.7 (42 reviews) | 8.7 (40 reviews) | 
| **Correction** | Feature Not Available | 8.4 (37 reviews) | 
| **Normalization** | 8.0 (41 reviews) | 8.7 (41 reviews) | 
| **Preventative Cleaning** | Feature Not Available | 8.2 (39 reviews) | 
| **Data Matching** | 7.9 (43 reviews) | 8.4 (39 reviews) | 

#### Management

| Feature | Soda | dbt | 
|---|---|---|
| **Reporting** | 7.7 (33 reviews) | 8.5 (41 reviews) | 
| **Automation** | Feature Not Available | 9.3 (43 reviews) | 
| **Quality Audits** | 8.5 (42 reviews) | 8.9 (37 reviews) | 
| **Dashboard** | 7.7 (42 reviews) | 8.1 (39 reviews) | 
| **Governance** | 8.2 (38 reviews) | 8.4 (42 reviews) | 

#### Generative AI

| Feature | Soda | dbt | 
|---|---|---|
| **AI Text Generation** | 5.9 (25 reviews) | 6.2 (19 reviews) | 
| **AI Text Summarization** | 6.3 (25 reviews) | 6.6 (19 reviews) | 

### Big Data

| Product | Score | Reviews |
|---|---|---|
| **Soda** | N/A | N/A |
| **dbt** | N/A | N/A |

#### Building Reports

| Feature | Soda | dbt | 
|---|---|---|
| **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 | Soda | dbt | 
|---|---|---|
| **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 Quality Tools](https://www.g2.com/categories/data-quality)

**Unique to Soda (1):** [Data Observability Software](https://www.g2.com/categories/data-observability)

**Unique to dbt (7):** [Big Data Analytics Software](https://www.g2.com/categories/big-data-analytics), [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms), [Data Preparation Software](https://www.g2.com/categories/data-preparation), [ETL Tools](https://www.g2.com/categories/etl-tools), [Data Warehouse Automation Software](https://www.g2.com/categories/data-warehouse-automation), [DataOps Platforms](https://www.g2.com/categories/dataops-platforms), [Semantic Layer Tools](https://www.g2.com/categories/semantic-layer-tools)


---
## Reviewer Demographics

### By Company Size

| Segment | Soda | dbt | 
|---|---|---|
| **Small-Business** | 16.4% | 27.2% | 
| **Mid-Market** | 43.6% | 56.4% | 
| **Enterprise** | 40.0% | 16.3% | 

### By Industry

#### 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%

#### dbt

- **Information Technology and Services:** 19.5%
- **Computer Software:** 17.0%
- **Financial Services:** 10.0%
- **Retail:** 5.0%
- **Marketing and Advertising:** 4.5%
- **Consumer Services:** 3.0%
- **Hospital & Health Care:** 3.0%
- **Insurance:** 2.5%
- **Automotive:** 2.0%
- **Telecommunications:** 2.0%
- **Other:** 31.5%

---
## Alternatives

### Alternatives to Soda

- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (515 reviews)
- [Great Expectations](https://www.g2.com/products/great-expectations/reviews) — 4.5/5 stars (11 reviews)
- [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1941 reviews)
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- [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)
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- [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)

### Alternatives to dbt

- [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (771 reviews)
- [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (725 reviews)
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) — 4.5/5 stars (1237 reviews)
- [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) — 4.4/5 stars (397 reviews)
- [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (737 reviews)
- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) — 4.6/5 stars (99 reviews)
- [Monte Carlo](https://www.g2.com/products/monte-carlo/reviews) — 4.3/5 stars (515 reviews)
- [Matillion](https://www.g2.com/products/matillion-2023-06-26/reviews) — 4.4/5 stars (84 reviews)
- [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) — 4.3/5 stars (401 reviews)
- [Qlik Sense](https://www.g2.com/products/qlik-sense/reviews) — 4.4/5 stars (928 reviews)

---
## Top Discussions

### Soda

No discussions available for this product.

### dbt

- Title: [What is DBT data Modelling?](https://www.g2.com/discussions/what-is-dbt-data-modelling) — 2 comments
  > **Top comment:** "dbt data modeling is not a thing. Dbt is a transformation tool that makes it easier to implement data modeling techniques like snowflake, data vault etc. "
- Title: [What is DBT technology?](https://www.g2.com/discussions/what-is-dbt-technology) — 2 comments
  > **Top comment:** "dbt is a data transformation tool that helps organize & run SQL files. The SQL files are only SELECT statements while dbt takes care of the boilerplate..."
- Title: [What is DBT tool used for?](https://www.g2.com/discussions/what-is-dbt-tool-used-for) — 2 comments
  > **Top comment:** "Data transformations. The 'T' in ELT/ELT. It lets you version-control and easily modify all your data transformations between (say) your source tables from..."
- Title: [What is DBT database tool?](https://www.g2.com/discussions/what-is-dbt-database-tool) — 1 comment
  > **Top comment:** "DBT (DataBase Transformations) uses SQL select statements, with some added magic from Jinja templating language, to model and transform data. It's a highly..."

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