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This blog on JSON parsing may also have some useful tips for you as it covers some areas of nested data with irregular keys
https://kx.com/blog/kdb-q-insights-parsing-json-files/
An example for your ask is to use a prototype dictionary of default values
// Prototype of default values if lookup fails q)p:`a`b`c`d!("X";99;99;99) q)p a| "X" b| 99 c| 99 d| 99 // Actual dictionary q)d:`a`b`c!("";2;3) q)d a| "" b| 2 c| 3 // Failed lookup uses null of type of first key // a is first key, it is type char, null char is "" q)d`d "" // Prototype can be used by appending your dict to it q)(p,d)`d 99 q)(p,d)`b 2 // Handles vectors of keys nicely q)(p,d)`d`b`a 99 2 ""