How do I ensure data from multiple sources is compatible?

The first step is to identify where you want to use it. Then choose a method of data integration such as ELT, Reverse ELT, and CDC. Calculate the approx. size of data you need, and connect it with data sources. To see if it is compatible; pick out the duplicates, validate every field, and make sure to standardize the data.

You can choose the ELT data integration method to ensure your multiple-sourced data is compatible with the database. ELT involves extracting raw data streams, loading them on a processing server, and then transforming them to normalize the data according to database compatibility. Other than that, you can also go for CDC and Reverse ELT integration methods.