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Metro location and common automation title increase competition despite seniority and niche embedded focus.
Specialized embedded systems and kernel-level debugging limit cross-industry transferability.
Mandatory 8–10 years plus specific PyTest, kernel debugging, and CI/CD experience.
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Design, develop, and maintain scalable Python-based automation frameworks and utilities for system and integration validation.
Own CI/CD pipelines for smoke, sanity, regression, and gated validation workflows, ensuring release-quality automation delivery.
Build failure diagnostics tools and enforce test quality metrics with reporting dashboards to improve automation reliability and reduce flakiness.
8-10 years of experience in test automation and system validation for complex software/hardware stacks.
Strong proficiency in Python programming, especially in framework development and scripting.
Hands-on experience with PyTest framework, Linux/Unix environments, and Bash scripting.
Experience with CI/CD pipeline integration (Jenkins, GitLab CI, GitHub Actions) and version control using Git.
Experienced in hardware-software integration validation involving embedded systems, robotics, or AI/edge platforms.
Skilled in debugging across kernel, drivers, user space, and services with a strong focus on log-driven triage.
Capable of developing and managing automation frameworks in containerized test environments (Docker/Kubernetes) and building data-driven test quality metrics.