Is it possible to share a particular resource (redis cache in my case) across multiple resource group?
Resource group is just logical container. It doesn't matter in which resource group resource is. You can use resources from any resource group.
Example:
Imagine that you create App Service Plan in RG1 and Web App Service in RG2. This Web App Service can use App Service Plan from RG1.
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