Stay in hostels. Many of them have private rooms in addition to dorms. Ask the other travelers and hostel staff for recommendations. Book directly and help the hostels save money on the ridiculous commission fees. (It's usually cheaper too.) Don't plan too far in advance. If you travel outside of high season, finding accommodation isn't a problem.