--- title: dbt Reviews meta\_title: 'dbt Reviews 2026: Details, Pricing, & Features | G2' meta\_description: Filter 209 reviews by the users' company size, role or industry to find out how dbt works for a business like yours. aggregate\_rating: rating\_value: 4.7 review\_count: 209 scale: '5' date\_modified: '2026-08-10' parent\_category: name: IT Infrastructure url: https://www.g2.com/categories/it-infrastructure --- ### dbt Pros and Cons: Top 5 Advantages and Disadvantages #### Quick AI Summary Based on G2 Reviews Generated from real user reviews Users love the **ease of use** of dbt, thanks to its clear structure, intuitive documentation, and seamless integration. [(34 mentions)](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930388&qs=pros-and-cons#reviews) Users value dbt for its **integration of software engineering best practices** , enhancing maintainability and collaboration in SQL transformations. [(21 mentions)](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930019&qs=pros-and-cons#reviews) Users value the **automation** features of dbt, significantly enhancing SQL code maintainability and transforming data workflows. [(17 mentions)](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1933555&qs=pros-and-cons#reviews) Users value the **transformative power** of dbt, efficiently organizing and modeling data for actionable insights. [(16 mentions)](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930623&qs=pros-and-cons#reviews) Users value dbt for its **high data quality** , ensuring integrity and enhancing analytics workflows through modularization and documentation. [(14 mentions)](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930559&qs=pros-and-cons#reviews) Users face challenges with **limited functionality** in dbt due to rigid models and debugging difficulties, affecting project progress. [(13 mentions)](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930756&qs=pros-and-cons#reviews) Users often face **dependency issues** with dbt, leading to time-consuming troubleshooting and disruption in workflows. [(12 mentions)](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1932889&qs=pros-and-cons#reviews) Users find the **steep learning curve** of mastering concepts like Jinja and Git to be quite challenging. [(10 mentions)](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930471&qs=pros-and-cons#reviews) Users struggle with **unhelpful error messages** in dbt, making troubleshooting difficult and frustrating. [(9 mentions)](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1933260&qs=pros-and-cons#reviews) Users face **confusing error reporting** that complicates troubleshooting and hinders quick identification of issues. [(9 mentions)](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=2302478&qs=pros-and-cons#reviews) ### 5 Pros or Advantages of dbt ##### 1. Ease of Use Users love the **ease of use** of dbt, thanks to its clear structure, intuitive documentation, and seamless integration. [ See 34 mentions ](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930388&qs=pros-and-cons#reviews) See Related User Reviews ![Syed A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Syed A.") SA Syed A. Enterprise (\> 1000 emp.) 4.0/5 "A Developer Friendly Transformation Tool" What do you like about dbt? I like best about dbt is how it brings a clean, developer‑friendly structure to analytics work. It makes modeling and transforming data feel organized SJ Scott J. Small-Business (50 or fewer emp.) 4.0/5 "Reliable transformation practices at scale" What do you like about dbt? One thing that I find impressive about dbt is that it promotes discipline in writing of transformations. It transformed my approach towards the way I ##### 2. Features Users value dbt for its **integration of software engineering best practices** , enhancing maintainability and collaboration in SQL transformations. [ See 21 mentions ](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930019&qs=pros-and-cons#reviews) See Related User Reviews ![Syed A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Syed A.") SA Syed A. Enterprise (\> 1000 emp.) 4.0/5 "A Developer Friendly Transformation Tool" What do you like about dbt? I like best about dbt is how it brings a clean, developer‑friendly structure to analytics work. It makes modeling and transforming data feel organized ![Jay P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Jay P.") JP Jay P. Mid-Market (51-1000 emp.) 5.0/5 "Effortless Data Transformation with Easy Setup and Integration" What do you like about dbt? DBT is a data building tool that is very easy to setup, to use and we are using it every day for our data transformation. It is very easy to integrate ##### 3. Automation Users value the **automation** features of dbt, significantly enhancing SQL code maintainability and transforming data workflows. [ See 17 mentions ](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1933555&qs=pros-and-cons#reviews) See Related User Reviews ![Syed A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Syed A.") SA Syed A. Enterprise (\> 1000 emp.) 4.0/5 "A Developer Friendly Transformation Tool" What do you like about dbt? I like best about dbt is how it brings a clean, developer‑friendly structure to analytics work. It makes modeling and transforming data feel organized JK Josh K. Small-Business (50 or fewer emp.) 4.5/5 "Structured data workflows made effortless with dbt" What do you like about dbt? The largest benefit of dbt to me is that it provides structure to data work. I use it regularly with the BigQuery and version control tools. The integ ##### 4. Transformation Users value the **transformative power** of dbt, efficiently organizing and modeling data for actionable insights. [ See 16 mentions ](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930623&qs=pros-and-cons#reviews) See Related User Reviews ![Syed A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Syed A.") SA Syed A. Enterprise (\> 1000 emp.) 4.0/5 "A Developer Friendly Transformation Tool" What do you like about dbt? I like best about dbt is how it brings a clean, developer‑friendly structure to analytics work. It makes modeling and transforming data feel organized SJ Scott J. Small-Business (50 or fewer emp.) 4.0/5 "Reliable transformation practices at scale" What do you like about dbt? One thing that I find impressive about dbt is that it promotes discipline in writing of transformations. It transformed my approach towards the way I ##### 5. Data Quality Users value dbt for its **high data quality** , ensuring integrity and enhancing analytics workflows through modularization and documentation. [ See 14 mentions ](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930559&qs=pros-and-cons#reviews) See Related User Reviews MA Mohamed A. Small-Business (50 or fewer emp.) 4.0/5 "Reliable Data Automation and Trustworthy KPIs" What do you like about dbt? What I appreciated most about DBT was its capability to automate the creation of form data models, allowing me to trust the data. I felt confident tha FM Florelle M. Small-Business (50 or fewer emp.) 4.5/5 "Streamlined Development and Reliable Data with Effortless DBT Orchestration" What do you like about dbt? What I appreciated most was the elimination of duplicated code that used to be spread across various scripts. This change has significantly enhanced d ### 5 Cons or Disadvantages of dbt ##### 1. Limited Functionality Users face challenges with **limited functionality** in dbt due to rigid models and debugging difficulties, affecting project progress. [ See 13 mentions ](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930756&qs=pros-and-cons#reviews) See Related User Reviews SJ Scott J. Small-Business (50 or fewer emp.) 4.0/5 "Reliable transformation practices at scale" What do you dislike about dbt? What I do not like about dbt is that there is a huge effect of little errors in the models. Some of them may break down under the pressure of having a JS Joseph S. Small-Business (50 or fewer emp.) 4.5/5 "Speedy but however it is quite pricey and resource hungry" What do you dislike about dbt? Vacuuming Tables… seriously, I have to manually vacuum and analyze tables to keep this thing running smoothly? It looks like 2005. Managing the cluste ##### 2. Dependency Issues Users often face **dependency issues** with dbt, leading to time-consuming troubleshooting and disruption in workflows. [ See 12 mentions ](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1932889&qs=pros-and-cons#reviews) See Related User Reviews ![Syed A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Syed A.") SA Syed A. Enterprise (\> 1000 emp.) 4.0/5 "A Developer Friendly Transformation Tool" What do you dislike about dbt? I dislike about dbt is that some parts of the workflow can feel a bit inflexible, especially when you're trying to customize how tests or models behav SJ Scott J. Small-Business (50 or fewer emp.) 4.0/5 "Reliable transformation practices at scale" What do you dislike about dbt? What I do not like about dbt is that there is a huge effect of little errors in the models. Some of them may break down under the pressure of having a ##### 3. Steep Learning Curve Users find the **steep learning curve** of mastering concepts like Jinja and Git to be quite challenging. [ See 10 mentions ](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1930471&qs=pros-and-cons#reviews) See Related User Reviews ![Syed A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Syed A.") SA Syed A. Enterprise (\> 1000 emp.) 4.0/5 "A Developer Friendly Transformation Tool" What do you dislike about dbt? I dislike about dbt is that some parts of the workflow can feel a bit inflexible, especially when you're trying to customize how tests or models behav JK Josh K. Small-Business (50 or fewer emp.) 4.5/5 "Structured data workflows made effortless with dbt" What do you dislike about dbt? The negative side about dbt is that it becomes rigid when projects expand. Minor modifications in some cases need more readjustments than anticipated, ##### 4. Error Handling Users struggle with **unhelpful error messages** in dbt, making troubleshooting difficult and frustrating. [ See 9 mentions ](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=1933260&qs=pros-and-cons#reviews) See Related User Reviews ![Atharva P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Atharva P.") AP Atharva P. Enterprise (\> 1000 emp.) 4.5/5 "Streamlined Data Transformations with Room for Debugging Improvement" What do you dislike about dbt? One of the pain points is debugging and error troubleshooting. Error messages can really be vague, making it difficult to pinpoint which part of the c JM James M. Small-Business (50 or fewer emp.) 4.5/5 "We finally found a solution for easier management of data models" What do you dislike about dbt? The thing I dislike with dbt is that it may be difficult to troubleshoot model errors. The features are good, and error messages are not always helpfu ##### 5. Error Reporting Users face **confusing error reporting** that complicates troubleshooting and hinders quick identification of issues. [ See 9 mentions ](https://www.g2.com/products/dbt/reviews?filters%5Bsentiment_snippet%5D=2302478&qs=pros-and-cons#reviews) See Related User Reviews SJ Scott J. Small-Business (50 or fewer emp.) 4.0/5 "Reliable transformation practices at scale" What do you dislike about dbt? What I do not like about dbt is that there is a huge effect of little errors in the models. Some of them may break down under the pressure of having a ![Atharva P.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Atharva P.") AP Atharva P. Enterprise (\> 1000 emp.) 4.5/5 "Streamlined Data Transformations with Room for Debugging Improvement" What do you dislike about dbt? One of the pain points is debugging and error troubleshooting. Error messages can really be vague, making it difficult to pinpoint which part of the c ## Top-Rated Alternatives [ ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks") Databricks 4.6/5(1,365) ](https://www.g2.com/products/databricks/reviews) [ ![Alteryx](https://images.g2crowd.com/uploads/product/hd_favicon/5200f776b24b5976b8f7d151d1d2e8fd/alteryx.svg "Alteryx") Alteryx 4.6/5(893) ](https://www.g2.com/products/alteryx/reviews) [ ![Google Cloud BigQuery](https://images.g2crowd.com/uploads/product/hd_favicon/875b8a68eca98ce3458f26e9dd34cdf9/google-cloud-bigquery.svg "Google Cloud BigQuery") Google Cloud BigQuery 4.5/5(1,224) ](https://www.g2.com/products/google-cloud-bigquery/reviews) [ View All Alternatives ](https://www.g2.com/products/dbt/competitors/alternatives) ![Verified User in Financial Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Financial Services") UF Verified User in Financial Services Mid-Market (51-1000 emp.) 12/9/2025 "User-Friendly Data Modeling with Seamless Integration" 5/5 What do you like best about dbt? DBT is great for organizing data models. It is user friendly, integrates well with other tools, and they had a great onboarding process. Review collected by and hosted on G2.com. What do you dislike about dbt? In dbt Cloud, I cant work on two different branches at the same time in different browsers. Review collected by and hosted on G2.com. What problems is dbt solving and how is that benefiting you? DBT allows us to take raw data from many sources and output it in clean, easy to use output tables that are used in our bi tool. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Sai Krishna K.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sai Krishna K.") SK Sai Krishna K. Infra technology specialist Enterprise (\> 1000 emp.) 7/22/2025 "Pro and cons of DBT at Professional area" 5/5 What do you like best about dbt? I worked on DBT for 2 years as a data engineer , It is helpful in writing dynamic SQL queries by creating models and we can write pyspark code. Using both features we can do complex data transformations. Proper lineage is an added advantage Review collected by and hosted on G2.com. What do you dislike about dbt? DBT alone is not better , it should be integrated with other warehouses such as Snowflake, where there are other options in market which has both . Review collected by and hosted on G2.com. What problems is dbt solving and how is that benefiting you? It helped me in writing complex data transformation queries and cost is also low compared to other platforms available Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Verified User in Publishing](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Publishing") UP Verified User in Publishing Mid-Market (51-1000 emp.) 6/18/2025 "ELT made easy with just SQL" 3.5/5 What do you like best about dbt? All I need is to write some SQL select statements and specify materialisation type. My table will be created with the type of load I want to perform. Support tickets are resolved quickly from support team. Review collected by and hosted on G2.com. What do you dislike about dbt? Sometimes the error is not described aptly. This makes parsing error and debugging difficult. Review collected by and hosted on G2.com. What problems is dbt solving and how is that benefiting you? DBT eliminates the need for writing complex code and tedious orchestration jobs. I can create any model with just SQL and orchestration made easy with creating job. Tags feature with lineage made my job easy by running sequence of models. Lineage is helpful in visualising data flow. Lint feature helps with code formatting Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![Verified User in Media Production](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Media Production") UM Verified User in Media Production Enterprise (\> 1000 emp.) 6/18/2025 "SQL Knowledge enough to become a Data Engineer" 5/5 What do you like best about dbt? Useage of sql. Incremental strategies - which makes append , merge and full refresh easy. Snapshots - which makes building scd type 2 model error free. High Availability - we are using Dbt cloud, i rarely see failure in pipelines. Tests - which helps to validate the data. Configuration is ease. Review collected by and hosted on G2.com. What do you dislike about dbt? During development sometimes - changes are cached.So changes will not reflect ,which require removal of target folder or deps or clean to resolve it. Review collected by and hosted on G2.com. What problems is dbt solving and how is that benefiting you? Building aggregated tables for Gold layer. Lineage helps in identifying the tables involved incase of new changes. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite SQ Servio Q. Software Engineer Computer Software Mid-Market (51-1000 emp.) 10/30/2024 "A game changer for dashboarding" 4/5 What do you like best about dbt? You would feel really strange at first but after you start the integration will notice how easy to use it is. Great Documentation and community. Review collected by and hosted on G2.com. What do you dislike about dbt? The initial deployment is not ideal, and it would be beneficial to have a interface for dbt Core to support analysts who do not use Git on a daily basis but still take advantage of its benefits. Review collected by and hosted on G2.com. What problems is dbt solving and how is that benefiting you? Create an UI for some tools like dbt core that would help non tech people give a try to the product Review collected by and hosted on G2.com. Show More 5/16/2025 Validated ReviewerIncentivizedSource: G2 invite ![Rijul S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Rijul S.") RS Rijul S. Lead Data Engineer Enterprise (\> 1000 emp.) 10/15/2024 "Best data modeling tool" 5/5 What do you like best about dbt? beautifull data lineage easy to use and implement dbt learning courses provided by dbt are super usefull data sharing and orchestration is super easy development in cloud ide is very good custoer support is extreme fast and efficient integration with snowflake and GitHub is easy Using daily this tool for building data models Review collected by and hosted on G2.com. What do you dislike about dbt? Beta features are very slow releasing. Rest all GREAT Review collected by and hosted on G2.com. What problems is dbt solving and how is that benefiting you? building the business models from tables and views in traditional approach is use stored procedure, routines etc. but the new way of building analytics reports and datas marts are using CTE[common table expression] which dbt solves. dbt also solves and give beautifull lineages, from where your source data is traversrsing to final mart layer. table level lineage is provided by dbt and is super usefull reporting on a single layer is solved by dbt, meaning developer need not to login to data warehouse and dot the development. dbt separates out the data warehouse from modelling layer Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Sushanth U.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Sushanth U.") SU Sushanth U. Tableau Developer and Admin Information Technology and Services Enterprise (\> 1000 emp.) 5/16/2025 "We majorly use DBT cloud for ETL in the organization" 4.5/5 What do you like best about dbt? It's simple, SQL based approach and easy to version control. Review collected by and hosted on G2.com. What do you dislike about dbt? Challenging to manage large scale and complex dependencies Review collected by and hosted on G2.com. What problems is dbt solving and how is that benefiting you? Since it's SQL based, its easy to manage ETL pipeline. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic ![Verified User in Financial Services](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Financial Services") UF Verified User in Financial Services Mid-Market (51-1000 emp.) 6/3/2025 "Elevating Our Data Stack" 4.5/5 What do you like best about dbt? dbt's ability to streamline data workflows is excellent Review collected by and hosted on G2.com. What do you dislike about dbt? While dbt is great, for extremely large datasets or highly complex transformations, native SQL compilation might still require deep optimization knowledge or workarounds to achieve peak performance Review collected by and hosted on G2.com. What problems is dbt solving and how is that benefiting you? Streamlining our data workflows and ELT process Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerIncentivizedSource: G2 invite ![MAMIDALA V.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "MAMIDALA V.") MV MAMIDALA V. Senior System Engineer Information Technology and Services Enterprise (\> 1000 emp.) 11/19/2024 "DBT(Data Build Tool) to build Excellent data models for Quickly and collaboratively" 4/5 What do you like best about dbt? The most and best things i like in dbt are it not only helps in creating transformations but can also helps in managing and performing transformations in a view and integrates easily with Big-query i can use and configure the transformation as per the object like table,view or incrementalalong with features like auto-generated lineage graphs and can perform native testing with few lines of codes in a YAML file and can able to re use them. Review collected by and hosted on G2.com. What do you dislike about dbt? There is not much about to dislike in dbt the reusable code can be little bit confusing and jumping from one branch to another can be frustrating Review collected by and hosted on G2.com. What problems is dbt solving and how is that benefiting you? DBT helped me and my team in testing data pipelines in local in house development and Performing CI/CD pipeline tests along with data migration to targets like Bigquery. Review collected by and hosted on G2.com. Show More Validated ReviewerSource: Organic ![Muhammad Talha A.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Muhammad Talha A.") MA Muhammad Talha A. Data Analyst Enterprise (\> 1000 emp.) 10/10/2024 "Overwhelming when it comes to optimize and centralize your big data." 4.5/5 What do you like best about dbt? 1. The documentation it generates when all the models are designed. It clearly defines which intermediate and final layers are connected to each other. 2. The incremental model runs greatly helped me in optimizing large data models as I was dealing with billions of rows of data. Review collected by and hosted on G2.com. What do you dislike about dbt? I did not come across any difficulty in learning DBT as it was pretty basic and I also applied SQL fluff to streamline my coding. As a user, I did not find much difficulty in operating through dbt. Review collected by and hosted on G2.com. What problems is dbt solving and how is that benefiting you? Previously, I was using GBQ for creating thousands of lines of stored procedures and so many tables were interconnected inside of it. It was pretty difficult to determine which tables are made up of what. When I started using DBT, I was able to quickly determine and find the staging and intermediate layers for the purpose of creating a final layer and the documentation it creates was awesome. I am talking about dbt docs generate and dbt docs serve. Review collected by and hosted on G2.com. 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