How much hands-on experience do I need?
For Cloud Practitioner, relatively little. For Associate level, enough that the services are not just names, because scenario questions assume you know what using them is actually like. The free tier covers most of what you need if you are careful about shutting resources down.
This comes up on AWS Certification Prep, where it is answered in the context of the work itself.
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