Engineer repairing a server under a lamp

[Manufacturing AI Series — Troubleshooting] 279TB Manufacturing Data Collection Troubleshooting — From Hardware Limits to Consistency Guarantees

Virtualization-Based Edge Deployment · Pub/Sub Payload Limit Workaround · Idempotency-Based Consistency Overcoming pilot site surprises and cloud limitations in MDE optimization Cloud Tech Unit · GCP Delivery SA 3 Yoon Sung-jae | 2026-02-23 Problem Definition — Engineering in the Trenches No matter how perfect an architecture diagram looks, it often falls apart in front of rack-mount servers and network cables at a manufacturing site. While the previous article covered the “elegant” architecture, this one dives into the mud-and-guts troubleshooting that field engineers had to wrestle through during the pilot phase. ...

February 26, 2026 · 9 min · Yoon Sung-jae