Does shopping in Akihabara get expensive?
That is a mistake. Japanese guides who go to Akihabara know where to go home cheap.
If you can't buy those things in Akihabara, they will recommend other places.

If you are looking for efficiency in shopping in Akihabara and want to hear a lot of stories, this tour is recommended.
You can also stop by the arcade!