I think it is time to move out of ADF now. If databricks is your main platform, you can go to Databricks Lakeflow Jobs or to Fabric ADF. Obviously first choice makes more sense, especially if you orchestrate databricks and don't want to spend unnecessary money. #databricks

https://databrickster.medium.com/move-out-of-adf-now-ce6dedc479c1
https://www.sunnydata.ai/blog/adf-to-lakeflow-jobs-databricks-migration