docs(deploy): add deployment optimization roadmap
Document a phased roadmap for the single-VM deployment layer (build-off-VM, recreate-in-place to cut downtime, change-detection + BuildKit guarantee, image slimming + resource caps, artifact-based rollback). Scoped to deploy orchestration; defers image-build internals to docker-build-optimization-roadmap. Register the doc in repo-map. Generated with [Devin](https://cli.devin.ai/docs) Co-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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docs/deployment-optimization-roadmap.md
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docs/deployment-optimization-roadmap.md
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# Deployment Optimization Roadmap
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> **Status:** v1 (**PROPOSED** — analysis complete, no changes applied yet) · **Owner:** Platform DevOps · **Created:** 2026-05-31
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>
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> Optimize the **deployment orchestration layer** for the single-Azure-VM MVP:
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> reduce deploy wall-clock time, eliminate deploy-time downtime, and stop the
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> production VM from running out of RAM/disk during builds.
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>
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> **Scope boundary — read this first.** This roadmap is about *how we ship and
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> run* images on the VM (the `deploy-*.sh` scripts, `docker compose` lifecycle,
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> registry strategy, VM resource limits). The complementary *image-build*
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> concerns (pnpm install speed, BuildKit cache mounts, `.npmrc.docker`, Gitea
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> registry correctness, "build green / app broken" silent failures) live in
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> [`docker-build-optimization-roadmap.md`](docker-build-optimization-roadmap.md)
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> and are **out of scope here** — this doc references that work, never duplicates it.
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---
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## 0. Current state (audited 2026-05-31)
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The production deployment model is **Docker Compose on a single Azure VM**,
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fronted by Caddy on `80/443` (see
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[`DEPLOYMENT_GUIDE.md`](../DEPLOYMENT_GUIDE.md) and
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[`learning_ai_common_plat/docs/devops/single_azure_vm/docker/DEPLOYMENT_STATUS_2026-03-29.md`](../../learning_ai_common_plat/docs/devops/single_azure_vm/docker/DEPLOYMENT_STATUS_2026-03-29.md)).
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Four production repos deploy here: `learning_ai_invt_trdg`,
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`learning_ai_common_plat`, `learning_ai_clock`, `learning_ai_notes`.
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**What is already good** (do not redo): the per-repo Dockerfiles are
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multi-stage, use `node:22-alpine`, mount a BuildKit pnpm-store cache, inject the
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Gitea token via a BuildKit secret, and emit Next.js `standalone` output. The
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image-build layer is in good shape — credit to the build-optimization roadmap.
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**The bottlenecks are in the deployment flow, not the Dockerfiles.**
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| # | Finding | Location | Symptom it causes | Severity |
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|---|---|---|---|---|
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| **D1** | **Images are built _on the production VM_.** `docker build` runs on the box while ~31 containers (Cosmos emulator + Azurite are RAM-heavy) are live. The VM has **less RAM than the deploy scripts assumed** (per the deployment-status doc), so builds thrash/swap. | `deploy-invttrdg.sh` build step; `deploy-all.sh` `docker compose build` | Slow builds **and** memory pressure **and** risk of OOM-killing live services | **High (keystone)** |
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| **D2** | **Blanket `docker compose down` → `up -d --force-recreate`.** Every deploy stops _all_ services and restarts them cold, even for a one-line change. | `deploy-invttrdg.sh` (down then force-recreate) | Deploy-time downtime + cold caches on every release | **High** |
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| **D3** | **`deploy-all.sh` rebuilds every service in every repo, sequentially.** No change-detection, no parallelism; loops repos one-by-one and runs `docker compose build` (all services). | `deploy-all.sh` deploy loop | Multi-repo "deploy all" takes minutes even when one file changed | **High** |
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| **D4** | **`deploy-all.sh` does not guarantee BuildKit.** It calls plain `docker compose build` with no `DOCKER_BUILDKIT=1` / `COMPOSE_DOCKER_CLI_BUILD=1`. On an older Docker it can silently fall back to the legacy builder and **lose the Dockerfile `--mount=type=cache` pnpm-store wins** the build roadmap added. | `deploy-all.sh` build step | Silent slow path; warm rebuilds behave like cold builds | **Medium** |
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| **D5** | **Whole `node_modules` (dev deps included) copied into the runtime stage.** Backend runtime `COPY --from=builder .../node_modules` is the full install. | `*/backend/Dockerfile` runtime stage | Larger images → more disk, slower `pull`/start | **Medium** |
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| **D6** | **No RAM/disk guardrails on the VM.** No `mem_limit`/reservations on Cosmos emulator/Azurite; no scheduled image prune; no container log rotation. | `docker-compose*.yml`, VM cron | Disk creeps to full + a single container can starve the box (silent cause of "deploys suddenly got slow") | **Medium** |
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| **D7** | **Rollback requires a rebuild.** `DEPLOYMENT_GUIDE.md` rollback path is `git revert` + `docker compose up -d --build` — i.e. rebuild on the VM to roll back. Images are tagged only `:latest`, so there is no immutable artifact to re-point to. | `DEPLOYMENT_GUIDE.md` rollback section; image tags | Slow, risky rollbacks; no clean "known-good" artifact | **Medium** |
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**Implications**
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- **D1 is the keystone.** Moving builds off the VM removes the build/runtime
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resource contention that drives slow builds, memory pressure, _and_ (with
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SHA-tagged images) enables fast rollback. Most other items compound on top of it.
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- D2 alone removes the majority of deploy-time downtime and is low-risk.
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- D3/D4 are the "deploy all is slow" story; D5/D6 are the disk/memory story.
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---
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## 1. Goals & non-goals
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**Goals**
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- Cut warm deploy wall-clock time to **seconds** for a single changed service.
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- **Zero (or near-zero) downtime** for routine deploys.
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- Keep the production VM's RAM/disk **predictable and bounded** during deploys.
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- Make rollback an **artifact re-point**, not a rebuild.
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**Non-goals**
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- ❌ Adopting Kubernetes / Swarm / Nomad. Compose-on-one-VM is the correct
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model at MVP; revisit orchestration only when we outgrow a single host.
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- ❌ Re-doing image-build internals (pnpm, BuildKit cache, Gitea path) — owned
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by [`docker-build-optimization-roadmap.md`](docker-build-optimization-roadmap.md).
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- ❌ Full blue/green infra. Tier 1 already removes most downtime; multi-replica
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comes only when traffic justifies it.
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### Measurement targets
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| Metric | Baseline (observed/estimated) | Target |
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|---|---|---|
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| Warm deploy, 1 service changed | ~2–3 min (build-on-VM) | **< 30 s** (pull + recreate one service) |
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| Deploy-time downtime per service | full stop/start cycle | **~0** (recreate-in-place, old stays up until new is ready) |
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| Peak VM RAM during deploy | build spike on top of live stack | **no build spike** (build is off-VM) |
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| Rollback to previous release | rebuild on VM (minutes) | **< 30 s** (re-point SHA tag + `up -d`) |
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> Fill in actuals during Phase 3.
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---
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## 2. Phased roadmap (why / what / how)
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Phases are ordered by leverage. **Phase 1 is the keystone** — do it first; the
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rest compound on it.
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### Phase 1 — Build off the VM, ship images, VM pulls ⟵ keystone
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**Why.** D1 is the single biggest cause of slow builds, memory pressure, and
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risky rollback. The production VM should *run* containers, not *compile* them.
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Removing build work from the box frees its scarce RAM/CPU and turns deploys into
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a fast `pull` + recreate. Tagging images by commit SHA gives an immutable,
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re-pointable artifact (fixes D7).
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**What.**
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- Build images in CI (GitHub Actions / Gitea Actions) or on a dedicated builder.
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- Push to the Gitea container/image registry, tagged `:<commit-sha>` **and**
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`:latest`.
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- The VM deploy step becomes `docker compose pull && docker compose up -d` — no
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`docker build` on the box.
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**How (checklist).**
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- [ ] **1.1** Stand up / confirm an image registry (reuse Gitea on the VM, or a
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hosted registry). Decide auth: reuse the existing `GITEA_NPM_TOKEN` pattern
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from `deploy-invttrdg.sh` for `docker login`.
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- [ ] **1.2** Add a CI build job per production repo: build backend + web images
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with BuildKit, tag `:<git-sha>` + `:latest`, push to the registry. Reuse the
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existing `BYTELYST_COMMIT_*` build args already collected in
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`deploy-invttrdg.sh`.
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- [ ] **1.3** Parameterize each `docker-compose.yml` service to use
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`image: <registry>/<svc>:${IMAGE_TAG:-latest}` instead of a local `build:`
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context for production. (Keep `build:` for local dev via an override file.)
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- [ ] **1.4** Rewrite the VM-side deploy path to `docker compose pull` then
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`docker compose up -d` (no build). Pass `IMAGE_TAG=<sha>` to deploy a
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specific release.
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- [ ] **1.5** Keep a thin "emergency build-on-VM" fallback flag for when the
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registry/CI is unavailable, but make pull-based the default.
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- [ ] **1.6** Verify: a clean deploy uses **zero** `tsc`/`next build` CPU on the VM.
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**Done when:** deploys to the VM perform no compilation; images are addressable
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by commit SHA in the registry.
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---
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### Phase 2 — Stop-the-world → recreate-in-place
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**Why.** D2: `docker compose down` + `--force-recreate` takes everything down on
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every deploy. Plain `up -d` already recreates only the containers whose
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image/config changed, leaving the rest running.
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**What.** Remove the blanket `down`; rely on Compose's differential recreate.
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Target individual services where possible.
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**How (checklist).**
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- [ ] **2.1** Remove `docker compose down` from the production deploy path
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(`deploy-invttrdg.sh`). Replace `up -d --force-recreate` (all services)
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with `up -d` (differential) — `--force-recreate` only when config didn't
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change but image did and you're _not_ using SHA tags (after Phase 1, the
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SHA tag change makes Compose recreate automatically).
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- [ ] **2.2** Support per-service deploys: `docker compose up -d --no-deps <svc>`
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so deploying the backend doesn't bounce unrelated services.
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- [ ] **2.3** Confirm every service has a correct healthcheck (cross-check the
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IPv6/`localhost` healthcheck pitfall documented as F12 in the build roadmap)
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so `up -d` waits for healthy before considering the deploy done.
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- [ ] **2.4** (Later / optional) For true zero-downtime on a hot service, run two
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replicas behind Caddy and recreate one at a time. Defer until traffic needs it.
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**Done when:** a routine single-service deploy does not interrupt the other
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running services.
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---
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### Phase 3 — Deploy only what changed; guarantee the fast path
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**Why.** D3/D4: `deploy-all.sh` rebuilds everything sequentially and may silently
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drop BuildKit. After Phase 1 most of this moves to CI, but the VM-side and any
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remaining build paths should still skip untouched services and never fall back to
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the legacy builder.
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**What.** Change-detection on what to deploy + an explicit BuildKit guarantee for
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any path that still builds.
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**How (checklist).**
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- [ ] **3.1** In `deploy-all.sh`, compute changed services via
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`git diff --name-only <last-deployed-sha>..HEAD` and skip services with no
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changes. Record the last-deployed SHA per repo (e.g. a small state file or
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the registry tag).
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- [ ] **3.2** Export `DOCKER_BUILDKIT=1` and `COMPOSE_DOCKER_CLI_BUILD=1` (or
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switch to `docker buildx bake`) anywhere a build still runs, so the
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Dockerfile `--mount=type=cache` pnpm-store wins are never silently lost (D4).
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- [ ] **3.3** Where multiple independent images must build, build them in
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parallel (`buildx bake`, or `docker compose build --parallel`) instead of
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the current sequential loop.
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- [ ] **3.4** Capture before/after timings into the Measurement targets table above.
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**Done when:** "deploy all" only touches changed services and always uses the
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warm-cache build path.
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---
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### Phase 4 — Image size & VM resource guardrails
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**Why.** D5/D6: bloated images and unbounded disk/RAM are the slow-burn causes of
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"the VM filled up / a build OOM'd the box." Caps make pressure predictable.
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**What.** Prune runtime deps, cap memory, rotate logs, prune images.
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**How (checklist).**
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- [ ] **4.1** In each backend runtime stage, install production-only deps
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(`pnpm install --prod` / `pnpm deploy --prod`) instead of copying the full
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builder `node_modules` (D5). Verify the app still starts.
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- [ ] **4.2** Add `mem_limit` + `mem_reservation` (and sensible `cpus`) to the
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RAM-heavy services first — Cosmos emulator, Azurite — then the rest, in the
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`docker-compose*.yml` files.
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- [ ] **4.3** Add Docker daemon log rotation (`json-file` with `max-size` +
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`max-file`, or ship logs to Loki only) so container logs can't fill disk.
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- [ ] **4.4** Add a scheduled `docker image prune -f` (and `builder prune`) on the
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VM to reclaim dangling layers left by rebuilds.
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- [ ] **4.5** Add a small swap file on the VM as an OOM safety net for any
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residual on-box work; alert when disk > 80%.
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**Done when:** runtime images are prod-only, every heavy service is memory-capped,
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and disk usage is bounded by rotation + prune.
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---
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### Phase 5 — Fast, artifact-based rollback
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**Why.** D7: rollback today means rebuild-on-VM. With SHA-tagged images from
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Phase 1, rollback becomes re-pointing to a known-good tag.
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**What.** A `rollback` command that redeploys a previous image tag.
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**How (checklist).**
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- [ ] **5.1** Keep the last N image SHAs in the registry (don't prune the most
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recent good tags).
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- [ ] **5.2** Add `IMAGE_TAG=<previous-sha> docker compose up -d` rollback path
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(and a `deploy-*.sh --rollback [sha]` wrapper).
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- [ ] **5.3** Update [`DEPLOYMENT_GUIDE.md`](../DEPLOYMENT_GUIDE.md) rollback
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section to use tag re-point instead of `git revert` + rebuild.
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- [ ] **5.4** Document how to find the currently-deployed SHA (the
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`/api/devops/version` endpoint already exposed and checked by
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`deploy-invttrdg.sh`).
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**Done when:** rolling back is a sub-30s tag re-point with no rebuild.
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---
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## 3. Quick-reference summary
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| Phase | Theme | Fixes | Primary symptom addressed |
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|---|---|---|---|
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| **1** | Build off VM, pull images | D1, D7 | Slow builds + memory pressure + rollback |
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| **2** | Recreate-in-place | D2 | Downtime |
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| **3** | Deploy only changed + BuildKit guarantee | D3, D4 | Slow "deploy all" |
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| **4** | Image slimming + resource caps | D5, D6 | Disk/memory |
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| **5** | Artifact rollback | D7 | Rollback speed/safety |
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**Suggested order:** Phase 1 → 2 (≈80% of the benefit across all three
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symptoms), then 3 → 4 → 5.
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## 4. Explicitly out of scope
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- Image-build internals (pnpm/BuildKit/Gitea/`.npmrc.docker`/silent-break
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correctness) — see
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[`docker-build-optimization-roadmap.md`](docker-build-optimization-roadmap.md).
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- Migration to Kubernetes/Swarm or a managed cloud runtime.
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- Multi-platform image builds.
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## 5. Related docs
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- [`../DEPLOYMENT_GUIDE.md`](../DEPLOYMENT_GUIDE.md) — current production deploy procedure
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- [`docker-build-optimization-roadmap.md`](docker-build-optimization-roadmap.md) — image-build layer
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- [`VM_OBSERVABILITY_ROADMAP.md`](VM_OBSERVABILITY_ROADMAP.md) — metrics/monitoring for the VM
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- [`vm-security-blind-spots-roadmap.md`](vm-security-blind-spots-roadmap.md) — VM hardening
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- [`../../learning_ai_common_plat/docs/devops/single_azure_vm/docker/DEPLOYMENT_STATUS_2026-03-29.md`](../../learning_ai_common_plat/docs/devops/single_azure_vm/docker/DEPLOYMENT_STATUS_2026-03-29.md) — VM deployment status snapshot
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@ -52,6 +52,7 @@ Current key files:
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- `docs/remove_user_interactive.md`
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- `docs/hermes-setup-upgrade-roadmap.md`
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- `docs/hermes-operations.md`
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- `docs/deployment-optimization-roadmap.md` - deployment orchestration roadmap (build-off-VM, zero-downtime, VM resource caps); complements `docker-build-optimization-roadmap.md`
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- `docs/llm-utility-workflows.md`
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- `docs/gitea-registry-and-package-resolution.md`
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- `docs/vm-security-blind-spots-roadmap.md`
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