Can you use conduit for water lines?

No. The fittings are not water-tight and the pipe will corrode. Use copper, PVC, CPVC, or PEX.

Most plastics are toxicUse copper type K, L or copper TP

Red Brass, Galvanized wrought or Yalloy, or Durham, Muntz metal ,corporation pipe class 22