Better practice to design cache system

I'm going to create a cluster for my project.

I'm confusing which strategy should I take it on my system.

There are many Web App servers and database servers.

The query takes several seconds to complete.

So I'd rather to use cache as more as possible.

The cluster is under auto scaling control on AWS.

So, should I put all the cache in redis server and get all Web app to access it ?