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#system-architecture

Five-stage document workflow pipeline showing data flow from intake through generation, processing, signing, and archival with error handling checkpoints
DevOps & Infrastructure

Why Your Document Pipeline Will Break at Scale (And How to Build One That Won't)

Your PDF generation script works fine at 200 contracts a month. At 20,000, it's a time bomb. Here's the architectural framework that actually scales.

5 min read 4 days, 2 hours ago
Architecture diagram showing multiple API pods converging into a single database bottleneck
DevOps & Infrastructure

Why Your Kubernetes Cluster Can't Save You From a Broken Database

You've containerized everything, spun up Kubernetes, and watched your stateless API tier scale beautifully. Then traffic doubles and your database CPU hits 99%—and stays there. The pods multiply uselessly. Welcome to Amdahl's Law in production.

6 min read 4 days, 6 hours ago
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