The avalanche came as warm temperatures over the past week began melting heavy snow and coincided with school holidays in some cantons.
"An avalanche occurred in the Plaine-Morte sector, search and rescue teams are on the site. Several people are buried," Valais cantonal police said in a Tweet.
Reuters contributed to this report.