The Netherlands started the second half as they ended the first and opened the scoring five minutes after the restart.
Debutant Jerdy Schouten and Koopmeiners were afforded too much space on the edge of the Wales box and the Atalanta midfielder's low driving shot beat Adam Davies - who had replaced Danny Ward in the Welsh goal at the break.