dbt vs. Liquibase

If you can load your data first into your warehouse, dbt is excellent. It does the T(ransformation) part of ELT brilliantly but does not do the E(xtract) or L(oad) part. If you know SQL or your development team knows SQL, it's a framework and extension around that. So, it's easy to learn and easy to hire people with that technical skill (as opposed to specific Informatica, SnapLogic, etc. experience). dbt uses plain text files and integrates with GitHub. You can easily see the changes made between versions. In GUI-based UIs it was always hard to tell what someone had changed. Each "model" is essentially a "SELECT" statement. You never need to do a "CREATE TABLE" or "CREATE VIEW" - it's all done for you, leaving you to work on the business logic. Instead of saying "FROM specific_db.schema.table" you indicate "FROM ref('my_other_model')". It creates an internal dependency diagram you can view in a DAG. When you deploy, the dependencies work like magic in your various environments. They also have great documentation, an active slack community, training, and support. I like the enhancements they have been making and I believe they are headed in a good direction.

Incentivized

Store versions of DB's and Schemas this is useful for every software developer company that works with Databases. Now days al the software use a DB and control those changes are a must. have the power to rollback safe has change the way that we work. This increase speed in development while increase the business confidence.

Incentivized

• user experience makes it easy to work with SQL and version control
• customer success team and the dbt (data build tool) community help establish best practices
• thorough and clear documentation

• It's a useful tool for managing database versions and aiding in the development of database CI/CD pipelines.
• The deployment and management of database updates are simple.
• It provides quality checks to spot problems in DB scripts and DB pipeline views to track changes made to DB.

Incentivized

• Slow load times of the dbt cloud environment (they're working on it via a new UI though)
• More out-of-the-box solutions for managing procedures, functions, etc would be nice to have, but honestly, it's pretty easy to figure out how to adapt dbt macros

Incentivized

• Reducing Compatibility issues, when we upgraded Liquibase from 4.2 to 4.9. The same changeset which we were able to run on successfully using 4.2, part of it was now failing when tried to deploy using 4.9
• We are not able to see detailed logs (for different changes) in uDeploy when deploying changes through Liquibase
• Liquibase should rollback the if any one of the changes fails.

Incentivized

We are and will continue using Liquibase and it has become an integral part of our portfolio offering, any new product is by default adopting Liquibase stack.

Incentivized

Build process is too time consuming and getting extra DB instance takes a toll

Incentivized

Liquibase's customer support is at the top of my list of all vendors I've ever worked with over my 12 years of experience. They work directly with you to be successful, and response time is second to none. Liquibase is committed to getting customers up and running and - more importantly - successful in their organization and becoming champions of the product.

Incentivized

the database deployments helped us with increased productivity,
faster delivery and low risk.

Incentivized

Most ETL pipeline products have a T layer, but dbt just does it better. The transformation is on steroids compared to the others. Also, just allows much more Adhoc solutions for very specific projects. Those ETL tools are probably better on the T part if you don't need too many transforms - also dbt is pretty much free dependent on how you work it, also extremely scalable.

Incentivized

To be honest, the option of having a free community plan to start testing in a test environment, followed by taking it in production a few months is a great way to evaluate wether or not to do the subscription based plan.

Incentivized

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

Incentivized

• We need to re-educate developers to use Liquibase.
• In some cases, it is hard to align when several teams work on the same DB.
• On the other hand, Liquibase provides order and consistency in managing DB changes.
• Evidence and traceability are a plus.

Incentivized