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Qualifications & Experience Education: Bachelor's or Master's degree in Computer Science, Engineering, or a related technical field. Total Experience: 12+ years in Quality Assurance, Test Automation, and Enterprise Architecture. Architecture Leadership: 57 years in an Enterprise Architect / Principal Architect / Test Architecture Lead role. Automation Frameworks: 6+ years of hands-on experience designing and scaling automation frameworks (Selenium, Playwright, Cypress, Appium). Cloud & DevOps: 4+ years of experience integrating test automation with cloud platforms (AWS/Azure/GCP) and containerized/orchestrated environments (Docker/Kubernetes). AI/ML Experience: 23 years applying AI/ML concepts to test automation, quality engineering, or intelligent test optimization. Required Skills & Tools Must-Have Tools: UI Automation: Selenium, Playwright, Cypress, Appium CI/CD: Jenkins, GitLab CI, Azure DevOps Performance Testing: JMeter, Gatling, LoadRunner API Testing: REST Assured, Karate, Postman Security Testing: OWASP ZAP, Burp Suite Cloud & Containers: AWS/Azure/GCP, Docker, Kubernetes IaC: Terraform, Ansible .