I build practical systems that reduce manual work and prevent mistakes: batch workflows, validation, QA guardrails, and publish ready outputs. This page is a quick entry point to my work samples.
Scale snapshot: ~32k manual-era baseline and ~10k automated since mid-2025.
Quality: specific naming, stronger captions, cleaner keywords.
Reliability: rollback on failed batches and safe re-runs.
Process: staged workflow with preflight and review checkpoints.
Stack: SQL (MySQL/SQLite/BigQuery), Python, PowerShell.
Role fit: Content Operations Engineer building reliable workflow automation with strong QA guardrails.
Location and availability: Amsterdam, Netherlands. Open to hybrid or EU-remote roles, 32 to 36 hours per week (4 days).