For me it's not as much about sound as feel. And the differences can be very subtle. I can often tell if a pedal I haven't looked inside uses LEDs as clipping diodes because to me they feel harsh. And I have guessed (correctly) before if a pedal has used a single pair of diodes such as 1N4148 before just by the amount of compression. I didn't guess the kind of diode, just that it was a single pair.
But there is so much variation between circuits, both in design and parts tolerance that there are no hard and fast rules. What works in one circuit may not work in another. I have pedals where a pair of BAT41s is fantastic, and others where they feel harsh. And I often build multiples of pedals I like and none of them sound exactly the same. The amount of variation in just the pots can make pedals sounds radically different.
And then you actually get to play with a band and all of that becomes irrelevant!
But there is so much variation between circuits, both in design and parts tolerance that there are no hard and fast rules. What works in one circuit may not work in another. I have pedals where a pair of BAT41s is fantastic, and others where they feel harsh. And I often build multiples of pedals I like and none of them sound exactly the same. The amount of variation in just the pots can make pedals sounds radically different.
And then you actually get to play with a band and all of that becomes irrelevant!