That's a great question. No, you don't have to change the any other applications at all. We work from the raw data in a warehouse. So the typical flow is that

That's a great question. No, you don't have to change the any other applications at all. We work from the raw data in a warehouse. So the typical flow is that your production applications structure their data however they want. From there the data is sent into your warehouse as-is (using an EL tool like Fivetran). From there you write small sql scripts in Narrator for each activity you'd like to create. Those scripts are responsible from transforming into your format to ours. They're generally fairly short. Our docs describe them here: https://docs.narrator.ai/docs/transformations https://docs.narrator.ai/docs/transformations