dbt vs. SolarWinds Task Factory

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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Since I started working with this great tool all data analysis programs have been running effectively. Implementation of projects and tasks have been effective and reliable. Data collected from each department gives us working plan on better management of various programs. The Dimension Merge SCD Transform helps us to load large volumes of data within a short period of time.

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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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• The single most beneficial component to Task Factory is the Upsert component. If you're familiar with writing MERGE statements in T-SQL, you'll appreciate the Upsert component. Drag the component into your Data Flow and a few clicks later you have a MERGE without the code complexities.
• Where some native SSIS components leave you wanting more, Task Factory extends on many of these components as well as support for data sources not native to SSIS components.
• The number of extra components that come in the Task Factory tool kit will expand your tool belt to do just about anything you need or want to accomplish in SSIS.

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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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• It was built by Pragmatic Works who sold it to SentryOne and now Solar Winds, concerned about future support. SolarWinds is discontinuing support for related products such as BiXpress.
• Had issues with connecting to certain versions of SQL Server - would fail when deploying one package - had to deploy the entire solutions.
• Occasional random failures observed with the Filter tranform.

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Task Factory has become a key product for our use of doing ETL work in SSIS. Their custom SSIS components allow us to work simply on the data engineering side of things. We can ignore the lower level work needed to connect to disparate data sources. This allows us to work faster and provide more value to the business

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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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Compared to some of the other transformations I have worked with, it really is pretty simple for the type of functionality you get

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Overall, the best vendor we currently have on the data side of the house. No issues, issues are resolved very quickly and upgrades go without any issues.

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Overall it went smoothly. Had a couple of gotchas with licensing and upgrading but nothing that really stopped us.

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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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ZappySys is an alternative provider that we tested. However, we found the ease of use, set up and installation to be much simplier and quicker using Task Factory. ZappySys has a number of the same connectors but are more difficult to setup and the GUI is not as intuitive and simple to use.

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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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• We were able to support our developers with Task Factory features and reduce the development time by 40%.
• Recently Task Factory has changed their pricing module and it seems to be pretty costly for our process. Our business team has started to evaluate whether this is worth it going forward.

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