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Yes, Fargate requires a VPC which is (as you point out) different to how Lambda operates.
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Is this because with Fargate, a task has an IP address associated with it, whereas Lambda does not? Therefore since an IP address is being allocated, a VPC is required?
@grahamschuckman makes sense! I guess everything that has private IPs has a VPC, putting the P in VPC.