When I try to get info on acetic acid with the ChemicalData function there are only "aceticAcid$l^{1}oxidanylEster" and "aceticAcid;dioxouranium", no acetic acid. I must be missing something?
Answer
Alternative way to find the "StandardName":
Use Ctrl-= and type the common name:
Hit Return:

Click the check-mark and ask ChemicalData for the "StandardName", which will return the name identifying the chemical in the database:

Or you can just query ChemicalData using the entity:

Another alternative, remembering that Mathematica likes Capitals:
ChemicalData["Acetic*"]


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