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I’m a Senior Full-Stack Engineer based in Tallinn, with 7+ years building production web applications using React, TypeScript, Node.js, and PostgreSQL.

About

I’m a Senior Full-Stack Engineer based in Tallinn, with 7+ years building production web applications using React, TypeScript, Node.js, and PostgreSQL. I enjoy tackling complex technical problems end-to-end—designing APIs, improving database performance, delivering reliable frontend experiences, and supporting systems in production.

Recently, I’ve focused heavily on RAG and AI applications, building a retrieval pipeline with Azure OpenAI Service and pgvector and optimizing retrieval to reduce latency by 25%. I also help teams ship data-heavy UI workflows (50,000+ records), where I’ve improved responsiveness by 30%, and I like raising engineering quality through testing, observability, code reviews, and mentoring.

  • 7 years' experience
  • Joined October 2026

Industry experience

  • Software & Internet
  • Computers & Electronics
  • Energy & Utilities
  • Professional Services

Work experience· 4 roles

Senior Full-Stack Engineer · MarsBasedMar 2025 – Jul 2026 · 1 yr 5 mos

Built a RAG pipeline for a client using Azure OpenAI Service, embeddings, and PostgreSQL/pgvector, optimizing retrieval queries to reduce latency by 25%. Integrated the RAG service into React and Node.js product experiences so users can search documents and receive answers without leaving the app. Owned frontend implementation for data-heavy workflows, improving UI response time by 30% on an energy/planning application with datasets of 50,000+ records using React/Remix, ECharts, React Flow, and TanStack Table. Created 15+ reusable UI components for scheduling, scenario planning, cost analysis, and resource visualization; integrated APIs and handled loading/error states robustly. Supported production by investigating issues via logs and monitoring, addressing root causes with automated tests rather than temporary fixes. Mentored engineers and collaborated with client/product teams to resolve technical questions before release.

Senior Full-Stack Engineer · ChartMogulJun 2023 – Feb 2025 · 1 yr 9 mos

Led full-stack work across React frontend, backend services, and PostgreSQL for subscription analytics and CRM features. Reduced latency in key subscription-data workflows by about 35% through query tuning and backend processing improvements. Diagnosed production slowdowns using logs and monitoring, then improved reliability and performance via caching, tests, error handling, and query fixes. Reviewed designs and pull requests with a focus on API contracts, database trade-offs, maintainability, and team alignment.

Full-Stack Engineer · TogglMar 2020 – May 2023 · 3 yrs 3 mos

Modernized Toggl Track APIs and related features using React, TypeScript, PostgreSQL, and Redis. Replaced polling with webhooks in supported integrations, cutting unnecessary API traffic by about 30%. Tuned SQL queries and added Redis caching to speed up frequently used workflows; refactored backend code to improve performance. Built reporting and workspace features for time tracking, projects, billing, and teams across multiple workspaces. Delivered features through testing, CI/CD releases, and production troubleshooting, including code reviews and incident investigations.

Software Engineer · EricssonNov 2018 – Feb 2020 · 1 yr 4 mos

Education

Bachelor’s Degree in Software Engineering · University of Portsmouth2014 – 2018
Bachelor’s Degree in Software Engineering · University of Portsmouth2014 – 2018
Bachelor’s Degree in Software Engineering · University of Portsmouth2014 – 2018
Bachelor’s Degree in Software Engineering · University of Portsmouth2014 – 2018

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