I actually managed to get a permission for using pat token to connect to databricks development environment. And with that I managed to set up VSCode extension for databricks, connect to cluster and create sync location. I can even run spark apps from my local machine on a databricks cluster. However, whenever I am trying to debug the code, debugger simply skips the breakpoints.