Likelihood to Recommend 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.
Read full review For a modern software project, where you want to store everything as code, from the backend to the frontend, to the DB patch scripts, to the documents, API specs, diagrams, infrastructure-as-code, etc. IntelliJ is basically your one-stop. In the same IDE, you can write code, write a spec, draw diagrams, make changes to patch scripts, infrastructure definition.
Read full review Pros 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 Read full review Unit testing: Fully integrated into IntelliJ IDEA. Your unit tests will run smoothly and efficiently, with excellent debugging tools for when things get tricky. Spring integration: Our Spring project using Maven works flawlessly in IntelliJ IDEA. I know firsthand that Apache is also easily and readily supported too. The integration is seamless and very easy to set up using IntelliJ IDEA's set up wizard when importing new projects. Customization: IntelliJ IDEA comes out of the box with a bunch of handy shortcuts, as well as text prediction, syntax error detection, and other tools to help keep your code clean. But even better is that it allows for total customization of shortcuts you can easily create to suit your needs. Read full review Cons 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 Read full review IntelliJ IDEA wins as long as the language is Java. Outside that , e.g., in other languages, it is not so advanced. It is licensed, with a steep licensing cost. All features are not included in the free edition. It is not as light as Eclipse, so in a weak system, it can be a pain. Read full review Likelihood to Renew VS Code is maturing and has a Scala plugin now. The overall experience with VS Code - for web development at least - is very snappy/fast. IntelliJ feels a bit sluggish in comparison. If that Scala plugin for VS Code is deemed mature enough - we may not bother renewing and resort to the Community Edition if we need it.
Read full review Usability The user interface for IntelliJ Idea is phenomenal. It's got the usual JetBrains interface but it works well to support all Java processes. All in all, it is a solid product and to be expected from JetBrains who creates this integrated development environment software. It allows me to test in the IDE and run other manual workflows automatically such as install packages.
Read full review Support Rating Customer support is really good in the case of IntelliJ. If you are paying for this product then, the company makes sure that you will get all the services adequately. Regular update patches are provided to improve the IDE. An online bug report makes it easier for the developers to find the solution as fast as possible. The large online community also helps to find the various solutions to the issues.
Read full review Implementation Rating This installs just like any other application - its pretty straight forward. Perhaps licensing could be more challenging - but if you use the cloud licensing they offer its as simple as having engineers login to the application and it just works.
Read full review Alternatives Considered 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.
Read full review Microsoft Visual Studio Code (VS) requires a lot of textual configuration, where IntelliJ IDEA provides a graphical interface with configuration options displayed. This matters a lot to me as I don't want to hunt around the internet to remember how to set different parameters that I don't use very often. This may be the biggest reason I don't use VS.
Eclipse was great for when I was in college, but the power offered by IDEA is so much better that I haven't actually looked back since.
Read full review Return on Investment Simplified our BI layer for faster load times Increased the quality of data reaching our end users Makes complex transformations manageable Read full review IntelliJ wasn't provided as complimentary, but the pricing was reasonable. We're healthcare organization of which our applications used to be mission critical and affect to patient safety, we were willing to pay the price. With the pricing, business support was good and well conducted during the project. Overall it was cost-effective as it saved our developers' time in general. (We don't have quantitative measure but we got feedback from them) Read full review ScreenShots IntelliJ IDEA Screenshots