We study the motion of a system of coupled particles driven by an external
field over a substrate with random pinning interactions. The dynamics at th
e sliding phase near the depinning transition field E-c is characterized by
strong deformations and a broad distribution of particle velocities. The t
heory provides fresh understanding of recent experiments on driven flux lat
tices.