Subhi Andrews
Reimagining SDLC process in an AI agent first world | Building AI-Driven SDLC Workflows | LLM Agents for Testing, Code Review & Incident Analysis | DevEx, CI/CD & Platform Engineering
- Role
- Software Development Manager Iii at ID.me
- Location
- San Jose, CA, US
- LinkedIn followers
- 500 followers
About Subhi Andrews
With over 15 years of experience, I lead engineering initiatives at ID.me, where I focus on ensuring reliability, scalability, and developer productivity for our identity verification platform serving millions of users. My expertise lies in quality engineering, AI workflow automation, performance engineering, and operational resilience. I oversee critical systems that support peak traffic events like tax season and contribute to seamless user experiences. My work at ID.me integrates AI into software development workflows, reimagine what AI first testing and developer experience looks like. Passionate about scaling engineering operations, I specialize in architecting performance testing platforms, designing load-readiness strategies, and building high-performing QA organizations. My mission is to empower teams to deliver high-quality, resilient, and efficient solutions that address complex challenges in identity management.
Experience
Software Development Manager Iii
Apr 2024 — Present · San Francisco, CA, US
I lead engineering systems that ensure reliability, scalability, and developer productivity across ID.me’s identity verification platform serving millions of users. My scope spans quality engineering, performance engineering, AI-enabled developer workflows, and operational resilience for mission-critical services supporting peak traffic events such as tax season.Built the West Coast QA organization from the ground up, hiring and developing a high-performing team of SDETs and QA engineers. Designed structured interview frameworks, conducted 150+ interviews, and launched early-career hiring programs.Own load readiness strategy for tax season and architected the company’s scalable performance testing platform. Designed a distributed load testing system using Locust and Kubernetes, integrated performance validation into CI/CD pipelines, and led cross-functional readiness reviews that delivered ID.me’s first incident-free tax season under peak demand.Led quality strategy for the company’s AWS → GCP migration, including containerization of core services and distributed system validation, delivering the transition with zero critical production incidents.Built AI-enabled engineering workflows using Claude and Playwright MCP that autonomously generate end-to-end test automation, construct testing context from PRDs and design documents, assist with code review, and improve documentation quality.Developed an AI agent that generates structured incident postmortems by synthesizing Jira tickets, Slack conversations, and incident notes, improving consistency, speed, and executive visibility into production events.Also built accessibility scanning agents with centralized dashboards and a Spring Boot embedded API testing framework enabling developer-owned automation at scale.Lead the incident management program, driving postmortems, correction-of-error tracking, and executive reporting to improve systemic reliability and reduce repeat incidents
Education
Santa Clara University Leavey School of Business
MBA, Marketing
2009 — 2012
Santa Clara University
MBA, Business Administration and Management, General
2009 — 2012
University of Calicut
B.S, Electronics & Communication Engineering
Skills
- Test Automation
- Php
- Jira
- Mobile Applications
- Agile Project Management
- Git
- Product Management
- Jenkins
- Automation
- Hiring
- Scripting
- Quality Assurance
- Swot Analysis
- Regression Analysis
- Market Analysis
- Xml
- Sdlc
- Microsoft Excel
- Devops
- Strategy
- Oracle
- Requirements Analysis
- Cloud Computing
- Restful Webservices
- Bitbucket
- Linux
- Forecasting
- Javascript
- Css3
- Html
- Business Plan Formulation
- Testing
- Agile Methodologies
- Stress Testing
- Hls
- Marketing
- Software Development
- Python
- Scrum
- Shell Scripting
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