Link copied to clipboard # Azure Data Factory vs dbt Comparison - What are their main differences? Share [ Export ](/compare/azure-data-factory/dbt/export.csv) Azure Data Factorydbt[+ Add Product](#) Pricing **Azure Data Factory** No pricing available **dbt** Free Trial No pricing available **Pricing Insights** from reviews Perceived Cost **Azure Data Factory** $$$$$ **dbt** $$$$$ Average Discount **Azure Data Factory** Not enough reviews yet **dbt** 11% Uncover valuable pricing insights from real user feedback to improve your shopping experience. See it for free Time to Implement **Azure Data Factory** 6 months Based on 100 responses **dbt** 6 months Based on 100 responses Return on Investment **Azure Data Factory** 6 months Based on 100 responses **dbt** 6 months Based on 100 responses **Pros & Cons** from reviews **Azure Data Factory** Data Integration (7) Ease of Use (7) Debugging Difficulty (5) Difficult Debugging (4) **dbt** Ease of Use (38) Features (22) Limited Functionality (14) Dependency Issues (12) Integrations **Azure Data Factory** [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_b3390b4cc3d92e87d570895f7358c003/amazon-simple-email-service-amazon-ses.jpg "Product Avatar Image") Amazon ](https://www.g2.com/products/amazon-simple-email-service-amazon-ses/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_f176b4154a751d10150daa67a57b7dc5/azure-blob-storage.jpg "Product Avatar Image") Azure Blob Storage ](https://www.g2.com/products/azure-blob-storage/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_f176b4154a751d10150daa67a57b7dc5/azure-data-lake-store.jpg "Product Avatar Image") Azure Data Lake Store ](https://www.g2.com/products/azure-data-lake-store/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_13aba37ae908d9cf29a2452925257ccc/azure-databricks.jpeg "Product Avatar Image") Azure Databricks ](https://www.g2.com/products/azure-databricks/reviews)[ View all ](https://www.g2.com/products/azure-data-factory/integrations) **dbt** [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_cacdec8b8edeace9b3c89e0c2cded695/amazon-ec2.jpg "Product Avatar Image") Amazon EC2 ](https://www.g2.com/products/amazon-ec2/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_dc218a7b4e898f9384267cbd98b09aa8/apache-airflow.jpg "Product Avatar Image") Apache Airflow ](https://www.g2.com/products/apache-airflow/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_13aba37ae908d9cf29a2452925257ccc/azure-databricks.jpeg "Product Avatar Image") Azure Databricks ](https://www.g2.com/products/azure-databricks/reviews)[ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_de2aec2900c83942b05e5256568f5444/fivetran.jpg "Product Avatar Image") Fivetran ](https://www.g2.com/products/fivetran/reviews)[ View all ](https://www.g2.com/products/dbt/integrations) **Ratings** from reviews Meets Requirements **Azure Data Factory** **9.1** /10 Based on 79 responses **dbt** **9.2** /10 Based on 155 responses Ease of Use **Azure Data Factory** **8.9** /10 Based on 81 responses **dbt** **9.0** /10 Based on 158 responses Ease of Setup **Azure Data Factory** **9.0** /10 Based on 46 responses **dbt** **8.6** /10 Based on 97 responses Ease of Admin **Azure Data Factory** **8.6** /10 Based on 32 responses **dbt** **8.5** /10 Based on 60 responses Quality of Support **Azure Data Factory** **8.8** /10 Based on 74 responses **dbt** **8.8** /10 Based on 126 responses Has the product been a good partner in doing business? **Azure Data Factory** **9.0** /10 Based on 31 responses **dbt** **8.6** /10 Based on 54 responses Product Direction (% positive) **Azure Data Factory** **9.8** /10 Based on 75 responses **dbt** **9.6** /10 Based on 141 responses **Features** ratings from reviews ETL Tools **9.0** /10 Based on 63 responses **9.1** /10 Based on 49 responses Data Preparation Not enough data **8.7** /10 Based on 60 responses DataOps Platforms Not enough data **8.2** /10 Based on 71 responses Uncover more feature rated insights from real users to improve your shopping experience. See it for free Data Warehouse Automation Not enough data **8.7** /10 Based on 42 responses Big Data Analytics Not enough data **8.8** /10 Based on 42 responses Data Quality Not enough data **8.4** /10 Based on 52 responses User Insights **Reviewers' Company Size** Small-Business(50 or fewer emp.) 12.5% Mid-Market(51-1000 emp.) 29.2% Enterprise(\> 1000 emp.) 58.3% Small-Business(50 or fewer emp.) 12.5% Mid-Market(51-1000 emp.) 29.2% Enterprise(\> 1000 emp.) 58.3% Small-Business(50 or fewer emp.) 27.1% Mid-Market(51-1000 emp.) 56.5% Enterprise(\> 1000 emp.) 16.4% Small-Business(50 or fewer emp.) 27.1% Mid-Market(51-1000 emp.) 56.5% Enterprise(\> 1000 emp.) 16.4% **Reviewers' Industry** [![Azure Data Factory](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_f176b4154a751d10150daa67a57b7dc5/azure-data-factory.jpg "Azure Data Factory")](https://www.g2.com/products/azure-data-factory/reviews) Azure Data Factory Information Technology and Services 30.9% Computer Software 12.4% Consulting 6.2% Financial Services 5.2% Airlines/Aviation 4.1% Other 41.2% [![dbt](https://images.g2crowd.com/uploads/product/hd_favicon/fb5962d21f726bb78733c336e00ac3ef/dbt.svg "dbt")](https://www.g2.com/products/dbt/reviews) dbt Information Technology and Services 19.5% Computer Software 16.6% Financial Services 9.8% Retail 4.9% Marketing and Advertising 4.9% Other 44.4% Alternatives **Azure Data Factory Alternatives** ![Fivetran](https://images.g2crowd.com/uploads/product/hd_favicon/1526948884/fivetran.svg "Fivetran") [ Fivetran ](/products/fivetran/reviews) ![SnapLogic Agentic Integration and Applied AI Platform](https://images.g2crowd.com/uploads/product/hd_favicon/912d8776f7f16fdcaacfee88f3cc18a9/snaplogic-agentic-integration-and-applied-ai-platform.svg "SnapLogic Agentic Integration and Applied AI Platform") [ SnapLogic Agentic Integration and Applied AI Platform ](/products/snaplogic-agentic-integration-and-applied-ai-platform/reviews) ![AWS Glue](https://images.g2crowd.com/uploads/product/hd_favicon/1528476465/aws-glue.svg "AWS Glue") [ AWS Glue ](/products/aws-glue/reviews) ![Maia](https://images.g2crowd.com/uploads/product/hd_favicon/9011170238fcf294d591acb9e5d08a3f/matillion-maia.svg "Maia") [ Maia ](/products/matillion-maia/reviews) **dbt Alternatives** ![Informatica Data Integration and Engineering](https://images.g2crowd.com/uploads/product/hd_favicon/eaeeee6c0a3c3277745fafafb5e2f6c9/informatica-data-integration-and-engineering.svg "Informatica Data Integration and Engineering") [ Informatica Data Integration and Engineering ](/products/informatica-data-integration-and-engineering/reviews) ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks") [ Databricks ](/products/databricks/reviews) ![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx") [ Alteryx ](/products/alteryx/reviews) ![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery") [ BigQuery ](/products/google-cloud-bigquery/reviews) ## Azure Data Factory vs dbt FAQs Generated using AI Last updated: August 14, 2026 ### What is the difference between Azure Data Factory vs dbt? Azure Data Factory and dbt differ most clearly in their primary use case, with Azure Data Factory focused on data integration and orchestration, and dbt specializing in SQL-based data transformation within data warehouses. | [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) | [dbt](https://www.g2.com/products/dbt/reviews) | | --- | --- | | G2 Rating (reviews): 4.6/5 (101 reviews) | G2 Rating (reviews): 4.7/5 (209 reviews) | | Largest Segment: Enterprise | Largest Segment: Mid-Market | | Ease of Setup score: 9.0 | Ease of Setup score: 8.6 | | Quality of Support score: 8.8 | Quality of Support score: 8.8 | | Top Reviewer-Cited Strength: Data Integration (7 all-time mentions) | Top Reviewer-Cited Strength: Ease of Use (34 all-time mentions) | ### How do the pricing models of Azure Data Factory and dbt compare? dbt is rated higher for value, with reviewers expressing greater satisfaction with its pricing compared to Azure Data Factory. - **Azure Data Factory:** In recent reviews, several reviewers note that costs can increase quickly with complex or frequent pipeline runs, and some mention it as "expensive" (4 all-time mentions). - **dbt:** Reviewers consistently highlight dbt as inexpensive or economical, with positive sentiment around its value and predictable pricing. ### What are the best alternatives to Azure Data Factory and dbt? The top three alternatives to Azure Data Factory and dbt are Databricks, Fivetran, and SnapLogic. | Product | G2 Rating (reviews) | Largest Segment | Pricing Insight | Top Reviewer-Cited Strength | | --- | --- | --- | --- | --- | | [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews) | 4.6/5 (101 reviews) | Enterprise | Costs can increase with complex pipelines | Data Integration | | [dbt](https://www.g2.com/products/dbt/reviews) | 4.7/5 (209 reviews) | Mid-Market | Inexpensive, predictable pricing | Ease of Use | | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5 (1366 reviews) | Enterprise | — | Scalability and advanced analytics | | [Fivetran](https://www.g2.com/products/fivetran/reviews) | 4.3/5 (828 reviews) | Mid-Market | — | Automated data pipelines | | [SnapLogic](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) | 4.4/5 (406 reviews) | Enterprise | — | Integration flexibility | ### Which Big Data Integration Platforms features should I prioritize when comparing Azure Data Factory and dbt? Buyers should prioritize Transformation, Data Integration, Ease of Use, Connectors, and Automation when comparing Azure Data Factory and dbt. - **Transformation:** dbt: 16 all-time mentions; Azure Data Factory: 3 all-time mentions. - **Data Integration:** Azure Data Factory: 7 all-time mentions; dbt: — - **Ease of Use:** dbt: 34 all-time mentions, score 9.0; Azure Data Factory: 7 all-time mentions, score 8.9. - **Connectors:** Azure Data Factory: 6 all-time mentions; dbt: — - **Automation:** dbt: 17 all-time mentions; Azure Data Factory: 4 all-time mentions. ### What are the pros and cons of Azure Data Factory vs dbt? Azure Data Factory's headline strength is data integration and orchestration, while dbt's is SQL-based transformation and ease of use. - **Azure Data Factory strengths:** Data Integration (7 all-time mentions), Ease of Use (7), Connectors (6), Integrations (6), Scalability (5), Automation (4). - **Azure Data Factory trade-offs:** Debugging Difficulty (5 all-time mentions), Expensive (4), Feature Limitations (4), Complexity (3), Error Reporting (3). - **dbt strengths:** Ease of Use (34 all-time mentions), Features (21), Automation (17), Transformation (16), Data Quality (14), Productivity Improvement (14), Integrations (12), SQL Usage (12), Documentation Quality (11), Easy Setup (11). - **dbt trade-offs:** Limited Functionality (13 all-time mentions), Dependency Issues (12), Steep Learning Curve (10), Error Handling (9). ### Is Azure Data Factory or dbt better for small businesses? dbt is a better fit for small businesses, as its largest reviewer segment is Mid-Market and reviewers highlight its ease of use and economical pricing. - **Azure Data Factory:** Largest segment is Enterprise; reviewers note its scalability and integration strengths, but also mention higher costs and complexity for smaller teams. - **dbt:** Largest segment is Mid-Market; reviewers consistently cite ease of use, quick setup, and strong value for smaller organizations. ### Which Big Data Integration Platforms platform has better integrations? Azure Data Factory is favored for integrations, with more reviewer-cited connectors and integration mentions than dbt. - **Azure Data Factory:** Databricks (12 all-time mentions), Azure Blob Storage (3), Azure Databricks (2); reviewers highlight its broad connector support and integration flexibility. - **dbt:** Snowflake (22 all-time mentions); reviewers note strong integration with major data warehouses, especially Snowflake. ### How do Azure Data Factory and dbt compare on customer support? Azure Data Factory and dbt are rated at parity for Quality of Support, both scoring 8.8. - **Azure Data Factory:** Reviewers describe support as responsive and helpful, with several citing positive experiences resolving setup and integration issues. - **dbt:** Reviewers highlight quick and effective support, especially during initial setup and troubleshooting, with many noting helpful onboarding and documentation. ### Which is easier to implement, Azure Data Factory or dbt? Azure Data Factory scores higher on Ease of Setup (9.0 vs 8.6), making it easier to implement than dbt by the Delta Rule's materiality threshold. - **Azure Data Factory:** Reviewers consistently praise its drag-and-drop interface and low-code setup, noting quick onboarding and straightforward pipeline creation. - **dbt:** Reviewers appreciate the SQL-based setup and strong documentation, but mention a steeper learning curve for non-technical users and more complex initial configuration. ### Which product has better Transformation? dbt is the stronger product for Transformation, with more reviewer-cited mentions and higher satisfaction scores. - **Azure Data Factory:** Transformation: 3 all-time mentions; Meets Requirements score: 9.1. - **dbt:** Transformation: 16 all-time mentions; Meets Requirements score: 9.2; reviewers consistently highlight its SQL-based transformation capabilities and automation features.