Before
Legacy Kubernetes conditions
A high-traffic consumer platform presented systemic runtime failures, opaque production crashes and gaps in scaling and operational visibility.
Now entering Origin.
Marco van Staden · Digital Expedition
Systems designed to endure, adapt and scale.
Career trail · 01–05
Each waypoint marks a shift in scale: from building software, to shaping systems, to helping teams move with clarity.
2021-present
Field artefacts · Automated COVID-19 statistics platform · Self-hosted Linux web server · Colour-sensing line-following vehicle
2023-2024
Field artefacts · Flutter mobile platform · Google Cloud backend
2024-2025
Field artefacts · Secure VPN estate · CI/CD delivery pipelines · Full-stack observability platform
2025-present
Field artefacts · Kubernetes stabilization · Cloud Run architecture · Capacity-planning model
April 2026-present
Field artefacts · Engineering delivery system · Automated multi-store releases · AI-enabled engineering workflows
Expeditions / Base camp
Stabilization and greenfield re-architecture of a high-traffic consumer fitness platform across product, delivery, data and infrastructure.
A layered map from member-facing product surfaces through services, infrastructure, data and operations.
Source changes move through automated checks and controlled delivery toward observable workloads.
Horizontal scaling, Uvicorn and Gunicorn tuning, node redundancy and structured observability stabilized legacy workloads before the serverless re-architecture.
Before
A high-traffic consumer platform presented systemic runtime failures, opaque production crashes and gaps in scaling and operational visibility.
After
Horizontal scaling, Uvicorn and Gunicorn tuning, node redundancy and structured observability stabilized the platform while Cloud Run introduced elastic scale-to-zero services and automated delivery.
Leadership and direction
Leadership is the work of making direction visible, decisions durable and progress sustainable.
Create clarity, strengthen the system around the team and make good work easier to sustain.
Make trade-offs explicit and choose structures that can adapt as the landscape changes.
Share context and judgment so capability grows beyond any single decision or person.
Treat the platform as a product that reduces friction and compounds engineering effectiveness.
Apply emerging tools deliberately, with strong feedback loops, review and accountable ownership.
Connect today’s technical choices to the organisation and product they must support tomorrow.
Hidden cabin · Optional detour
A quieter collection of what keeps me curious away from delivery plans and architecture diagrams.
Return to the trail →Routes, weather, patience and the reward of a wider view.
Notes from the ideas that continue to reshape the map.
Small, practical explorations beyond the production trail.
Infrastructure, observability and automation at a personal scale.
Light, landscapes and observations collected along the way.
The questions and experiments currently at the edge of the map.
Signal tower · Final waypoint
If you’re building a product, platform or engineering team that needs calm, practical technical leadership, send a signal.
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