dbt vs. Redgate Flyway

The prerequisite is that you have a supported database/data warehouse and have already found a way to ingest your raw data. Then dbt is very well suited to manage your transformation logic if the people using it are familiar with SQL. If you want to benefit from bringing engineering practices to data, dbt is a great fit. It can bring CI/CD practices, version control, automated testing, documentation generation, etc. It is not so well suited if the people managing the transformation logic do not like to code (in SQL) but prefer graphical user interfaces.

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Database Migrations on Java-based solutions. It has one of the best integrations with it as a database migration tool, you can do it with the community edition (no pricing involved) and it works flawlessly with Maven and Gradle. It's not an expensive tool in order to use the next level of features and is worth the money. I would recommend reaching that edition level as the object mapping feature gets really handy. I would not recommend it for any Microsoft-based solution (.Net) as is not compatible at all based on my experience, this is a tool only worth it with Java applications.

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• dbt supports version control through GIT, this allows teams to collaborate and track the data transformation logic.
• dbt allows us to build data models which helps to break complex transformation logic into simple and smaller logic.
• dbt is completely based on SQL which allows data analyst and data engineers to build the transformation logic.
• dbt can be easily integrated with snowflake.

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• Manage DB migration patch scripts
• Apply DB migration patch scripts
• Test DB migration patch scripts
• Setup new DB instances, including on local env

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• Field-level lineage (currently at table level)
• Documentation inheritance - if a field is documented the downstream field of the same name could inherit the doc info
• Adding python model support (in beta now)

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• Updating it causes problems, there have been unnecessary changes that wasted time
• Requires knowledge & studying so it's used properly
• Lots of options that might be difficult to understand for non technical people

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dbt is very easy to use. Basically if you can write SQL, you will be able to use dbt to get what you need done. Of course more advanced users with more technical skills can do more things.

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It's very easy to install and use. Even someone very new to the software will have no trouble, plus the team reach out to help you and continue to offer you support throughout. Really simple interface, clean design, all you could really ask for in a tool that needs to do a job dependably

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I actually don't know what the alternative to dbt is. I'm sure one must exist other than more 'roll your own' options like Apache Airflow, say, bu tin terms of super easy managed/cloud data transforms, dbt really does seem to be THE tool to use. It's $50/month per dev, BUT there's a FREE version for 1 dev seat with no read-only access for anyone else, so you can always start with that and then buy yourself a seat later.

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The problem with a cloud-based tool for migration services is the cloud dependency. You are restricted to use the tool along the Cloud provider. Flyway gives you the freedom to use it in any scenario as long as you are working with a compatible database engine. Even if you are working on-premise and you don't have plans to move to a cloud architecture. Or even for sandbox development scenarios where you are a developer playing around with some project ideas. And you don't have to pay anything as long as you need advanced features, and not less importantly, you are using an open-source tool.

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• Simplified our BI layer for faster load times
• Increased the quality of data reaching our end users
• Makes complex transformations manageable

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• I definitely think it do have positive impact to our company's database management.
• We have 4 database environments and thus it is easy when we push the database to various environments.