Design a cloud-native data pipeline architecture for ingesting data from multiple sources into a data lake and warehouse. What services would you use and why?

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Designing a cloud-native data pipeline requires selecting services that handle each stage efficiently while minimizing operational overhead. I will describe the architecture using AWS services, noting equivalents on other providers.