When you have several different applications (e.g. to perform simulations and analyses) that each have their own data model, it’s typical for each to also maintain its own siloed data store. Then, in order to use all the applications in concert to complete a research project, or to support an ongoing research program, you need to run extract-transform-load (ETL) pipelines to sync the data.