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.

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

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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
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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
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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ProblemRemote job seekers need to check multiple job boards daily, often seeing duplicate or outdated listings.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
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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.