Hi, I'm Santiago Aragon Malak
I build data systems and software that run in production. A hybrid profile: I model the data, build the interface that consumes it and automate the whole process — SQL, Python, BigQuery and dbt on the data side, React/Next.js and TypeScript on the product side, and n8n + LLMs for automation.
Experience
Founder & Hybrid Engineer — Full Stack, Data & Automation
Coding Click · Independent professional
Córdoba, Argentina · Hybrid
End-to-end software development for small and mid-sized businesses: web, custom systems, data and automation.
- I design and build websites, e-commerce and custom systems with React/Next.js, Node.js and PostgreSQL/Supabase — from landing pages to internal management portals.
- Built the custom LMS platform for Instituto Coubertin with Next.js, Supabase and Vercel, with complete product documentation; now in final testing and content loading.
- I implement automations and data reporting with n8n, Make and REST APIs: system-to-system sync, automatic alerts and tracking dashboards that replace manual processes.
- I own the full project lifecycle: technical discovery, proposal, development, deployment and maintenance.
Data Scientist / Analytics Engineer
Ivolution Sport Science · Fixed-term contract
Argentina · Remote
I designed and built the organization's sports performance analytics system from scratch.
- Built the neuromuscular fatigue monitoring system for 967 athletes across 13 sports with BigQuery, dbt and Metabase, used as the staff's main decision-making tool.
- Implemented dynamic percentile thresholds (p25 fatigue / p75 supercompensation) that automatically classify each athlete as FATIGUED / ATTENTION / SUPERCOMPENSATION.
- Migrated the CMJ Rebound models from Metabase to dbt, with surrogate keys and athlete deduplication across the production and development environments.
- Developed the Return to Play dashboard framework and the multilingual (ES/EN/PT) version of the dashboards; automated system workflows with n8n.
What I'm building
StackAdvisor
SaaS · In production
My own SaaS that solves tech-decision paralysis: a questionnaire evaluates 35 stack combinations and returns the best fit with a rationale, a 12-week roadmap and a cost estimator. The premium Blueprint uses Gemini to generate the architecture, database schema and development plan for the project.
Job Hunting Automation
AI & Automation · Personal use
An n8n pipeline that scrapes job openings, scores them with AI against my profile, asks for approval over Telegram, tailors my CV to each offer and logs everything in Google Sheets — because job hunting can be automated too.
Tech stack
Data
Full Stack
AI & Automation
Cybersecurity
Education
Associate Degree in Programming Technologies
UPSO (Argentina) · Distance learning
In progress · expected early 2027
University Diploma in Data Science & Machine Learning
National University of Córdoba · ICARO
2025
Diploma in Cybersecurity
National University of Córdoba (FCEFyN)
2025
Languages
Spanish
Native
Mother tongue
English
Technical reading
Fluent reading of documentation and technical material · conversation in progress
Portuguese
C1 Advanced
Fluent conversation · Technical documentation
"The best products are born where data meets engineering. Data tells you what to build. Code lets you build it."
— My working philosophy
Shall we work together?
I'm looking for junior / mid-level remote roles as an Analytics Engineer, Data Analyst, Data Scientist, Full Stack or AI/Automation Engineer. I also take on freelance automation, dashboard and custom development projects.