There is an alternative: take the parts that _aren't_ in if statements (the actual common code) and make them into shared functions. Then split up the rest into multiple functions that call the shared functions, one for each independent condition, so that they don't have if statements.

These individual functions are easier to reason about since they have specific use cases, you don't have to remember which combinations of conditions happen together while reading the code, they simplify control flow (i.e. you don't have to hack around carrying data from one if block to the next), and it uses no "abstraction" (interfaces) just simple functions.

It's obviously a balance, you'll still have some if statements, but getting rid of mutually exclusive conditions is basically a guaranteed improvement.