I found myself thinking about multiplication tables in the shower today. I think you can get away with knowing the tables for 2, 3, and 7 really well. The rest is just tricks:
4: 2x twice
5: add a zero and divide by 2
6: a 3x followed by a 2x
8: 2x three times
9: 3x twice
Beyond that, it’s repetition of those tricks, plus the distributive property of multiplication over addition.