I found this
https://www.mangago.me/read-manga/kanna_to_decchi/
It's not exactly your description but the fem lead has a father who is the towns carpenter and the fem lead likes the smell of wood instead of liking cranes, the ml also helps out at her dad's workshop if I remember correctly so its semi similar? ( T﹏T )
i managed to find it and turns out i was missing the major plot points in my description... but that one looks quite adorable
and the one i was looking for turned out to be: https://www.mangago.me/read-manga/sesame_salt_and_pudding/uu/d_chapter-1/
so i only read the first few chapters but basically the female lead really liked cranes (or some kind of construction vehicles) and the first chapters had the male lead go over to her house and i think helping her with some stuff
its genuinly been years since i read it but if anyone knows what it is i will sacrifice my firstborne child for you