How do you design a cloud-based testing infrastructure that balances cost, performance, and reliability? What cloud-native patterns do you leverage?

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Cloud-based testing infrastructure offers elastic scalability and pay-per-use economics that are impossible with on-premises hardware. However, without careful design, cloud testing costs can spiral while performance and reliability suffer.