p> • Assess projected data volumes, transaction growth, peak utilization, and integration requirements. • Perform capacity planning and recommend appropriate AWS services and architecture patterns. • Establish scalable data ingestion and processing capabilities to accommodate future integration requirements. • Work with application and data teams to ensure the environment can support bulk data loads without negatively impacting critical business workloads. • Define mechanisms for performance benchmarking, load testing, monitoring, and capacity validation before major migration event • Hybrid Cloud / On-prem-to-AWS migration experience • Dynatrace / Splunk / enterprise monitoring platforms • Kubernetes / AWS EKS • Docker / containerization • Microservices architecture • API / middleware integration • Java / Spring Boot application architecture • Database migration technologies • Performance testing knowledge • Define and validate RTO/RPO requirements for business-critical applications. • Plan and coordinate HA/DR testing to validate business continuity. • Identify potential capacity or performance bottlenecks proactively • Establish baseline utilization across compute, memory, storage, database, network, and application layers and continuously track consumption against defined thresholds. • Perform application and infrastructure assessments to determine cloud readiness and migration dependencies. • Define appropriate migration approaches including rehost, replatform, refactor, and modernization based on application requirements • Perform proactive capacity assessments before major business-function migrations, application onboarding, integrations, and bulk data-load activities. • Define appropriate headroom and scalability requirements to accommodate peak business volumes and unexpected demand. • Evaluate infrastructure requirements for peak, seasonal, batch, and high-volume data-processing workloads • Design cloud infrastructure to support high-volume data migration, integration processing, API traffic, and application-to-application communication.