I always got my jobs applying via linkedin. It's true that I usually find the recruiter and send them a message as well saying "hey I applied to X position. let me know if my profile fits". Perhaps this extra message makes the difference? I have around 12 years of experience (5 jobs in total).

I don't really have a good network, since I have worked in different countries.