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== Evaluating (Judgment / Evaluation) == βοΈ At this level, an expert can **assess**, **compare**, and **justify** AWS Lambda adoption and system quality. * '''Evaluation frameworks & tools''' ** Load-testing APIs backed by Lambda. ** Reviewing CloudWatch metrics for performance and cost. ** Security audits for IAM roles, triggers, and data handling. * '''Maturity & adoption considerations''' ** Team familiarity with serverless development. ** Operational readiness for monitoring and incident response. * '''Key performance indicators''' ** Execution duration, memory usage, concurrency. ** Error rate, cold-start latency, throughput. ** Cost per workload or per invocation. * '''Strategic decision criteria''' ** Choose Lambda when workloads are event-driven, bursty, or unpredictable. ** Prefer EC2/ECS/EKS when workloads require long-running compute or custom OS access. * '''Holistic impact analysis''' ** Cost efficiency vs. operational control. ** Vendor lock-in and portability considerations. ** Developer productivity and release velocity. * '''Typical evaluation-level abilities''' ** Can defend or reject Lambda adoption based on workload needs. ** Can recommend service boundaries and compute alternatives. ** Can prioritize improvements using objective data. [[Category:AWS]] [[Category:Cloud Computing]] [[Category:Serverless Architecture]]
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