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Projects

Selected case studies from data engineering, AI automation, and full-stack development work. Each project demonstrates a different facet of what I build—from conversational analytics prototypes and AI-powered feedback agents to automated content pipelines and hockey analytics dashboards. I focus on practical solutions that solve real problems and deliver measurable value.

Explore by topic if you're interested in a specific area, or get in touch if you have a similar challenge.

Common outcomes include reduced manual reporting, faster data-driven decisions, and more reliable automation—whether for internal tools, customer-facing analytics, or backend pipelines. The blog goes deeper into the methods and tools behind many of these projects.

End-to-End Analytics Platform — Databricks, Streamlit & GPT-4o

Full-stack data intelligence system for a global manufacturer. Medallion architecture on Databricks, AI-powered natural language querying, z-score anomaly detection, and 10 production dashboards covering 14 markets — shipped in 12 weeks.

Conversational Analytics Prototype - Beyond Dashboards

Interactive prototype demonstrating the future of data analytics: natural language queries, proactive insights, and zero-training data exploration. Built to show what comes after traditional dashboards.

How I Built an AI Feedback Agent That Replaces Traditional Surveys – Using n8n and GPT-4

Self-Hosted Development Infrastructure - Coolify & Hetzner Platform

Complete self-hosted development infrastructure using Coolify on Hetzner cloud servers, enabling rapid Docker container deployment for tools like n8n, MageAI, Appsmith, and Grafana at just 250 SEK monthly cost.

Building a Simple Website for Finnboda Hamnplan Housing Association

Building an Automated Content Pipeline: From Slack to Live Website in 30 Seconds

AI-Powered Development Workflow - Claude MCP & React Prototype Platform

Comprehensive AI development workflow using Claude Sonnet 4 through MCP server, connecting multiple data sources to generate functional React prototypes from strategy to deployment in days.

The Hockey Analytics - Sports Intelligence & Data Analysis Platform

Professional hockey analytics platform built with Astro, featuring Slack integration for team communication and automated reporting. Comprehensive sports data analysis and intelligence platform for hockey performance optimization.