Whenever app is refresh or open app super cache module not work properly.stores cache automatically purge.please check this once
samruddharaj if you have setup cron job, on 2.9+ the cronjob will clear the cache every minute, this is needed to make sure the open/close store works fine.
Only stores/items cache will be cleared, not settings and other cache.