is important here data replication it's not only a CDC so depending on how and is the data change how often users needs to be aware of this data change it can be a job it can be a night and drop so basically it's up to you to see what fits your purpose and how you do the replication CDC he's only one of the options that that is applicable the second pattern that we saw is when you have off-the-shelf solution or where you need to consume something not directly from the database so how we did it for example in our case