Building in public

Turning Ideas Into Data-Driven Products

I build SaaS tools, automation systems, and internal decision engines. From affiliate insights to market analyzers, every project starts as a problem I needed to solve—and evolves into something others can use.

View ProjectsConnect on LinkedIn

Data-Driven Decisions

Every tool I build is grounded in data. Scoring algorithms, trend analysis, and automation replace guesswork with insights.

Built for Automation

Manual processes become automated pipelines. Scraping, scoring, and alerting happen on schedule without intervention.

Monetization Focus

Internal tools evolve into products. Every system is designed with potential revenue paths in mind.

Featured Projects

Live systems solving real problems

View All
LiveSaaS

Affiliate Insights

Data-driven affiliate niche research

A scoring engine that analyzes affiliate marketing opportunities by combining search demand, competition difficulty, and monetization potential into actionable niche scores.

ProblemFinding profitable affiliate niches requires manually analyzing keywords, competition, and commission rates across dozens of sources.
SolutionBuilt an automated pipeline that discovers niches, samples keywords from Google, calculates multi-factor scores, and surfaces high-opportunity niches.
OutcomeReduced niche research time from hours to minutes. Currently tracking 33+ niches with automated scoring.
PythonFlaskPostgreSQLDocker+1 more
View Live
LiveSaaS

Stock Analysis Portal

Technical & fundamental stock analysis

A comprehensive stock analysis platform for US markets (NYSE/NASDAQ) providing real-time quotes, technical indicators, fundamental metrics, and investment insights.

ProblemRetail investors lack access to professional-grade analysis tools that combine technical indicators, fundamental data, and market intelligence in one place.
SolutionBuilt a full-stack analysis platform with multi-source data (Polygon.io, Yahoo Finance), Redis caching, and comprehensive technical/fundamental analysis engines.
OutcomeProfessional stock analysis with real-time data, interactive charts, and actionable buy/sell recommendations.
PythonFastAPINext.jsPostgreSQL+2 more

This tool is for educational and informational purposes only. It does not constitute financial advice, investment recommendations, or an offer to buy or sell securities. Past performance does not guarantee future results. Always consult a qualified financial advisor before making investment decisions.

View Live
LiveSaaS

CryptoScope

Cryptocurrency analysis portal

A comprehensive cryptocurrency analysis platform providing real-time market data, technical analysis, sentiment tracking, and whale monitoring for informed trading decisions.

ProblemCrypto traders need to check multiple sources for price data, technical indicators, fear/greed index, and whale movements to make informed decisions.
SolutionBuilt a unified analysis portal with CoinGecko integration, technical indicators (RSI, MACD, Bollinger Bands), sentiment analysis, and real-time market data.
OutcomeSingle dashboard for complete crypto market analysis with actionable buy/sell signals and trend identification.
PythonFastAPINext.jsPostgreSQL+2 more

This tool is for educational and informational purposes only. It does not constitute financial advice or investment recommendations. Cryptocurrency investments are highly volatile and risky. Never invest more than you can afford to lose. Always do your own research before making any investment decisions.

View Live
LiveInternal Tool

eBay Market Analyzer

Market intelligence for resellers

Analyzes eBay sold listings to identify profitable product categories, price trends, and sell-through rates for reselling opportunities.

ProblemeBay resellers spend hours manually researching what sells, at what price, and how quickly items move.
SolutionBuilt a scraping and analysis system that aggregates sold data, calculates profitability metrics, and identifies trending categories.
OutcomeProvides actionable market insights with real sell-through data and profit margin estimates.
PythonFlaskBeautifulSoupPostgreSQL+1 more
View Live
LiveMVP

Remote Jobs Board

Aggregated remote opportunities

A job board that aggregates remote positions from multiple sources, providing a unified interface for remote job seekers.

ProblemRemote job seekers need to check multiple job boards daily, often seeing duplicate or outdated listings.
SolutionBuilt an aggregator that pulls from various sources, deduplicates listings, and presents them in a clean, filterable interface.
OutcomeSingle destination for remote job discovery with fresh, deduplicated listings.
PythonFlaskWeb ScrapingDocker
View Live
LiveSaaS

NL Freelance Market

Dutch freelance market intelligence

Market analysis system for IT freelancers targeting the Dutch SME market. Includes rate benchmarks, Wet DBA-compliant service packages, and opportunity discovery.

ProblemIT freelancers in Netherlands lack consolidated market intelligence on rates, opportunities, and compliance requirements.
SolutionBuilt a comprehensive platform with rate intelligence dashboard, fixed-price service packages, and automated job monitoring across Dutch platforms.
OutcomeSingle source for Dutch freelance market data with 2025 rate benchmarks and SME-focused service offerings.
PythonFlaskChart.jsBeautifulSoup+1 more
View Live

How Ideas Become Products

Every project follows the same pattern: identify a friction point, build a solution, then iterate until it's valuable to others.

01

Problem

Identify a manual, repetitive, or data-poor process

02

Prototype

Build an internal tool that solves my specific use case

03

Validate

Use it daily, find edge cases, add automation

04

Productize

Generalize for others, add UI/UX, deploy publicly

Interested in Collaborating?

Whether you're looking for a custom tool, partnership opportunity, or just want to discuss product ideas—I'm always open to connecting.

Get in TouchLearn More About Me