Tours to Ciudad Perdida (lost city) and La Guajira

Hi
Anyone has any suggestions on tour agencies to Ciudad perdida. All I've seen charge the same $600,000 COP for 4 days.
Also, in order to keep on budget, any suggestions to got to Palomino and Cabo de la vela withour a tour or a tour is a must.
Tks!

Colombia