3 min readNov 30, 2025

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AI Generated — Nano Banana Pro

Debugging cron jobs and stitching together Python scripts into the wee hours of the morning is a pain most developers know all too well. There’s a unique type of dread that comes from looking at your server logs and realizing your entire workflow architecture is actually just held together by duct tape and hope.

That’s why I migrated to n8n. It’s an awesome open-source tool, essentially a self-hosted, free Zapier. Running it on a single VPS started to feel risky, and I wanted my automations to survive a server crash, handle spikes in traffic, and deploy without any downtime.

So, I bit the bullet and moved my n8n setup to Kubernetes. To save you the headache of figuring it ou…

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