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NUC vs Pi — Workload Scoping (pending)

Open question (2026-05-23)

When the home-lab build progresses past jimmy-vps (GCP) into on-prem hardware, what runs on Intel NUC and what runs on Raspberry Pi? Scoping exercise pending answers to:

  1. What is the build? — home lab, music production rig, data pipeline, streaming, security?
  2. What's the primary workload? — compute-heavy, I/O-heavy, always-on daemon, episodic processing?
  3. Is this for Hinata infrastructure, side project, or both?

Initial NUC vs Pi heuristic (not yet validated against Michael's stack)

Workload classNUCPiWhy
Postgres (hinata-collector multi-tenant)RAM + IOPS
FastAPI app serversEither works; Pi fine at single-user scale
Whisper transcriptionGPU/CPU compute
Music Mastery sound engineAudio realtime + low-latency
Tailscale exit nodeLow resource, always-on
Nextcloud / file syncI/O bound, Pi 5 + SSD adequate
Grafana + PrometheusPi 4/5 sufficient for personal load
dbt runner / scheduled jobsMemory + parallelism
iCal / mail-poller daemonsTrivial workload

Pickup

Awaiting Michael's answers to the three scoping questions above. Then Uncle Iroh runs cost-benefit (GCP monthly vs amortised NUC + electricity + network).

Source: inbox 2026-05-23-telegram-82208752.