How can I create an architecture where I have multiple resource groups sharing one single database server on Azure?

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I want to create one single database server for all the resource groups I have created. Earlier, I have used one database server for each resource group but now I wish to have only one server for all the resource groups.

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Mehdi Ibrahim On

I must say, I believe your former setup more closely follows best practices. Having one server for each resource group allows you to scale each one independent of each other and monitor/configure independently. But to answer your question, every resource in Azure must belong to a resource group. You can create a common resource group and create the SQL db/server under that. Other resources in other groups will still be able to access it.