Technical

LinkedIn

Skills: Full Stack Development, Web Accessibility, Project Management, Cross-team coordination, Documentation, Software Architecture Patterns
Technologies: React.js, JavaScript, Java, TypeScript, Ember.js, SQL, JUnit testing, Playwright testing, Github

Background

At Linkedin, I worked as a Senior Software Engineer on the Marketing Solutions team.

I helped improve the accuracy and usability of Linkedin’s advertising systems and collaborated across multiple engineering teams to deliver high-impact features for enterprise clients. I had particular strengths with frontend architecture, data accuracy, and established myself as an Accessibility Champion.

Impact Summary

  • Architected multiple frontend projects, including optimizing the loading performance of the content library system and creating a new microfrontend with React.js to accelerate time-to-market
  • Uncovered and resolved critical bugs in metrics attribution using data analysis, attributing an additional $598K (11% increase) in previously unreported revenue for the specific project
  • Led the accessibility compliance initiative that resolved 150+ issues within two months, ensuring LinkedIn's marketing platform met legal WCAG standards while establishing a cross-team process that improved resolution efficiency

Projects

1. Adding New Advertising Metrics

Problem Critical advertising metrics needed a new tracking spec and implementation across frontend and backend systems.
My Role: Technical Investigator & Full Stack Implementation Lead

Led end-to-end implementation of new advertising metrics, conducted system-wide validation and troubleshooting, and coordinated cross-functional technical solutions when inconsistencies immerged

Technical Approach:
  • Implemented metrics across full tech stack (JavaScript/Ember.js frontend, multiple Java backends)
  • Conducted rigorous endpoint testing and SQL validation
  • Utilized Darwin (Data Science and AI Workbench) for anomaly detection and investigation
  • Identified early and separated at-risk deliverables to maintain release schedules
Impact:
  • Successfully implemented and shipped two new advertising metrics across the reporting pipeline
  • Identified and resolved a critical bug that attributed an additional 11% (~$600K) in previously unreported revenue
  • Discovered metric overcounting issue in previous specifications and coordinated the resolution across three teams, upholding high accuracy of advertising metrics
  • Established ongoing monitoring to detect any unexpected behavior in metrics reporting and monitor data integrity

2. Accessibility Audit

Problem: An annual audit of LinkedIn's marketing platform resulted in 150+ accessibility bugs that needed to be assessed, triaged to correct teams, resolved, and verified by the organizational deadline.
My Role: Technical Lead
  • Coordinated cross-functional accessibility audit with TPMs and 9 engineering partners
  • Lead resolution strategy, task prioritization, and assess/detect risks to timeline
  • Served as Subject Matter Expert for Web Accessibility topics and mentored other engineers by hosting weekly meetings and giving presentations
Technical Approach:
  • Identify patterns and solutions for the most common accessibility issues
  • Established weekly collaboration sessions with designated engineers from every team
  • Developed and evangelized standardized approaches to recurring issues, educating other engineers with presentations and code review
Impact:
  • Successfully resolved all 150+ bugs within required 2-month timeframe, ensuring Linkedin's marketing platform meets usability and legal requirements
  • Reduced redundancy by creating shared knowledge base and solution patterns for the entire organization
  • Recognized as platform reviewer with codeowner status due to accessibility/UI Leadership

3. Creating New Permissions Page for Thought Leaders

Problem: Deliver a new permissions platform that balanced time to market with extensibility

Role: Frontend Track Lead

I planned the frontend architecture, made implementation decisions, and created a project timeline for 5 engineers.

Technical Approach:

  • Pioneered a frontend microservice using React.js during its early adoption phase at LinkedIn
  • Created an isolated but easily integrable architecture to minimize dependencies
  • Leveraged Vitest and Playwright for automated testing, and delivered a polished page with responsive design, web accessibility, and internationalization.

Impact:

  • Established team ownership of independent frontend service, increasing development agility and accelerating time-to-market.
  • Created foundation for future extensions while meeting immediate business needs- architecture was later extended for Sponsored Editorial Content.
Preview of the LinkedIn project.

4. Adding Thought Leader Ads to Content Library

Problem: Needed to display thousands of LinkedIn posts from Thought Leaders in one unified library. Library showed complex content types with varying restrictions and needed intuitive organization.
Role: Frontend Engineer

I collaborated with another engineer to design the frontend architecture and implementation plan, and executed alongside a team of 3 frontend/full-stack engineers. Later, I updated both the frontend and API architectures as the Frontend Track Lead.

Technical approach:
  • Use a service based pattern (similar to Redux) with Ember.js to store different content types, keeping them organized and re-usable.
  • Add checks for content restrictions in backend and show feedback on the frontend
  • Add internationalization, web accessibility, and automated testing
Impact:
  • Reduced initial load time through strategic filtering and pagination implementations
  • Introduce reusable components that were easily extended by other teams for high-impact projects (including Sponsored Editorial Content)
  • Enabled faster content approval workflows between advertisers and Thought Leaders