We should probably switch to memcache for the cache.
Main benefits of moving to memcache is performance improvements https://alibaba-cloud.medium.com/redis-vs-memcached-in-memory-data-storage-systems-3395279b0941
We could even load balance between the servers (but that should be done afterwards and would it even work for us?).