[Jorge1o1]

That’s accurate enough. I think the workflow was more built for a q dev occasionally dipping into python rather than the other way around.

I think you touch on something really interesting which is the kink in the kdb+ learning curve when you go from really simple functions,tables, etc. to actually building a performant kdb architecture.