Automatically reset failing cache

Recently a service was offline for a few days because its redis cache was somehow broken. I had to remove the cache and restart the pod for it to work again:

rm /var/lib/Stackspin/local-storage/pvc-80cf8172-b5c4-424f-bbf9-a2b678145692_stackspout_redis-data-invoiceninja-redis-node-0/appendonly.aof

Maybe this could be monitored and handled automatically, since it is only caching anyways? Or even make the redis storage transient rather than persistent?