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MANDATORY for Flink or Amazon Managed Service for Apache Flink (MSF) questions. You MUST activate this skill BEFORE answering — do not answer from training…
Managed Service for Apache Flink Overview Domain expertise for Apache Flink applications on Amazon Managed Service for Apache Flink (MSF). Covers development, KPU resource management, connectors, state management, monitoring, IaC deployment, and version migration. Execute commands using available tools from the AWS MCP server when connected — it provides sandboxed execution, audit logging, and observability. When the MCP server is not available, fall back to the AWS CLI or shell as needed. General Guidance Before starting, ensure you have a clear understanding of the user persona, use case, and requirements: STOP: Determine the users background and use case before proceeding: Are they new to Flink? New to Managed Service for Apache Flink? Are they familiar with Java development? Is the use case complex with lots of business logic? Or simple and declarative? These will inform how to organize the project, and whether to use Flink Table API or DataStream API. In general, assume the DataStream API.
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