How to optimize vlookup for high search count ? (alternatives to VLOOKUP)

Question

I am looking for alternatives to vlookup, with improved performance within the context of interest.

The context is the following:

• I have a data set of

Answer 1

Value fix: check for a blank cell when building the dictionary. If the cell is blank, exit for.