dbt vs. ibi Data Migrator vs. Oracle GoldenGate

dbt (Data Build Tool) is best suited for doing the data transformation. dbt is just a transformation tool and it is not suitable for building a data pipeline which requires extraction of data and loading. dbt is well suited for SQL based transformation logic and it is less appropriate when transformation logic requires python.

Incentivized

Oracle [GoldenGate] is well suited for data replication where real-time results are important, such as data reporting. There is potential to have the users query the replicated database, which can have separate resources set up to be compressed or using lower performing or cheaper resources. As mentioned, columns with LOBs can become a headache, as they will need to be synchronized in their own group many times. Tables containing data in CHAR, VARCHAR, NUMBER, DATE, or other non-LOB columns, however, are able to be replicated quite seamlessly. [Oracle GoldenGate] does provide a way to review errors that are encountered, so that is a positive if their is scrutiny around data integrity.

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

• OGG can be used and integrated with heterogeneous databases as well as homogeneous databases.
• OGG is easy setup as well as easy learning curve
• OGG supports large databases
• OGG support many uses cases (topologies) such as unidirectional replication, bidirectional, peer-to-peer, Broadcast, Cascading replication etc.
• OGG can be used not only for CDC (change capture), can be used to full load

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

• The earlier versions of Golden Gate were complex to use as there was no front end. All that works was the command line.
• The cost of the product can be a detriment to most companies.
• The product has been augmented over the years and has so many features that it can be overwhelming.

Incentivized

Oracle GoldenGate is a core part of our business.

Incentivized

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.

Incentivized

Once set up, it's very easy to use and keep running, it's getting to that point that can make it cumbersome to some. Also, depending on the data that you want to replicate, the configuration files can become quite cumbersome to maintain. Learning curve can be high for some who are not as experienced with databases and transactions.

Incentivized

Oracle GoldenGate has only gone down for us when the data being sent was bad.

Incentivized

Oracle GoldenGate's performance is great for our use cases. Your mileage may vary.

Incentivized

Oracle Support for Oracle GoldenGate has been quite responsive and quite helpful in the few situations where we've needed it. Furthermore, the documentation on Oracle GoldenGate is so good that we often do not need to contact support with issues as the fix is already documented and able to be run by us without needing to open a ticket.

Incentivized

We've had Oracle consultants come as well for training days to talk about new features, parts of Oracle GoldenGate we may not be using and things of that nature. The consultants they send are great as they're very knowledgeable about all things Oracle GoldenGate and great resources for any questions or concerns you may have with the product.

Incentivized

We used Oracle University for our Oracle Golden Gate Training and it was top notch. We were able to turn our whole DBA team to Oracle GoldenGate newbies to Oracle GoldenGate troubleshooting experts in a matter of a few days, while this obviously did not come cheap, the company felt that it was worth the investment.

Incentivized

If Oracle GoldenGate is new to your organization, expose as many DBAs as possible to it. Having your whole team fluent in it will overcome early operational hurdles and allow it to more quickly become an accepted and supported part of your supported platform for your team that will enable the business to use it to its fullest.

Incentivized

Matillion is graphical versus dbt, which is SQL code-based (that, of course, is a matter of personal preference and not an objective advantage). The integrated testing, documentation generation, lineage, etc., were additional criteria that led us to choose dbt.

Incentivized

Oracle is tightly integrated with Oracle Exadata and is a better fit for using Oracle databases.Both products support heterogeneous databases but using Exadata, it just seemed to make better sense to use the Oracle GoldenGate product. We also take advantage of the Oracle GoldenGate Veridata product to compare datasets and make sure they are still in sync.

Incentivized

Have never had any issues with scaling Oracle GoldenGate itself, however Oracle GoldenGate Monitor does have scaling issues, but with Oracle GoldenGate now able to be monitored by Oracle Enterprise Manager, this is no longer an issue, in my opinion.

Incentivized

• In 3 months we re-wrote the data warehouse (15-20 sources) in dbt with 3 developers.
• We are using it continually for the past year with no issues.
• Sorry, I don't have ROI numbers but the impact was huge.

Incentivized

• Oracle GoldenGate guarantees our standing-by database in passive data center, is always in "pre-warmed" status, as the data is always in-sync with the master database in our active data center. At any time, the standing-by database can kick in in case the active DC encounters the serious issue. This significantly increases the IT application's high availability and promise to "business as usual".

Incentivized