Application performance analysis and characterizaton on premise and cloud environments; Publishing industry-standard benchmarks (TPC, SPEC, MLPerf etc.); Fine-tuning workloads like databases, big data, high performance computing, and artificial intelligence for end customers; Extensive experience in evaluating CPU, GPU, and system performance; Automation framework for provisioning, management and continuous monitoring; Experience in root cause analysis and multiparty resolution.