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Why not create a VPC in your CloudFormation template that is used by your application? You don't have to use the default VPC - and creating a new VPC will give you the flexibility to share the resource with other stacks.
Another alternative would be to put the default VPC identifier in Parameter Store and reference it from there.
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My idea was to use the already existing default VPC instead of creating a new one. And I found it a bit weird that I'm not able to reference it in my stacks. But yes, you're right I will simply create a new VPC and reference it in my application. Thank you!