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Shopify store image audit - Lighthouse-based analysis with heuristic and ML scoring

Project description

Shopify Image Audit

CI Python 3.11+ ruff tests

A Lighthouse-based image audit tool for Shopify stores. Produces per-image scores, role assignments, optimisation recommendations, and a before/after comparison workflow that proves image-optimisation ROI to paying customers.

Designed for the 99–199 € audit-on-demand business model: run the audit, deliver a customer-ready HTML report, optionally compare live metrics after the customer implements the recommendations.


Quickstart

End-user install (PyPI)

# Recommended: pipx creates an isolated env
pipx install shopify-image-audit

# Alternative: pip into a venv
python -m venv .venv && source .venv/bin/activate
pip install shopify-image-audit

The PDF renderer (audit report --pdf) requires native libraries (libpango, libcairo, libgdk-pixbuf). On Linux:

sudo apt-get install -y libpango-1.0-0 libpangoft2-1.0-0 libcairo2 libgdk-pixbuf-2.0-0

The lighthouse Node CLI is required for audit run <url>. Install with npm i -g lighthouse (or pass --lhr <file> to use a pre-existing report). The binary can be overridden via --lighthouse-bin PATH or $LIGHTHOUSE_BIN; see docs/integrations/LIGHTHOUSE.md for the full install guide and CI recipes.

Developer install (from source)

git clone https://github.com/xopsio/shopify-image-audit.git
cd shopify-image-audit
python -m venv .venv && source .venv/bin/activate   # Windows: .venv\Scripts\activate
pip install -e ".[dev]"

# Verify the install
audit version
pytest -q                                              # 797 tests

Shopify stores (OAuth, preferred)

Log in once per store — the token is stored encrypted in tokens.json (system keyring), so no manual --access-token is needed afterwards:

audit shopify login mystore.myshopify.com
audit shopify inventory mystore.myshopify.com -o inventory.json

# Many stores in one go (v0.16.2+): log in via the same stores.json
# that batch consumes, then audit them all
audit shopify login --stores-file stores.json
audit shopify batch --stores-file stores.json -o batch.json

CLI commands

The tool ships with a single Typer app. Run audit --help for the full list; below are the high-value entry points.

audit run <url> — full Lighthouse + audit pipeline

audit run https://kauppa.myshopify.com --device mobile --runs 3 \
    --out-dir artifacts
# -> artifacts/lhr_run1.json, audit_result.json (schema-compliant)

audit baseline <lhr.json> --save baseline.json — capture baseline

audit baseline fixtures/before_after/before_lcp.json \
    --save baseline.json \
    --url https://demo.myshopify.com
# -> Baseline saved to baseline.json

audit compare <baseline> <current> — before/after (file or URL)

# File vs file (offline)
audit compare baseline.json fixtures/before_after/after_lcp.json \
    -o comparison.html --json comparison.json

# File vs live URL (fetches via PageSpeed Insights API)
audit compare baseline.json https://demo.myshopify.com \
    --strategy mobile --api-key YOUR_KEY \
    -o comparison.html

# HTML report includes a per-image delta table (bytes, score, status per image).
# PDF export via --pdf flag.

Exit codes: 0 success, 2 invalid args, 10 backend failure.

audit report <audit_result.json> — HTML or PDF report

audit report baseline.json -o report.html          # HTML
audit report baseline.json -o report.pdf --pdf     # PDF (WeasyPrint)

audit measure <url> — live PageSpeed metrics only

audit measure https://demo.myshopify.com --strategy mobile
# -> JSON metrics to stdout (or --output metrics.json)

audit shopify <login|auth|inventory|batch> — Shopify Admin API

# Preferred (v0.15+): OAuth login, token persisted encrypted in
# tokens.json — no manual tokens needed
audit shopify login mystore.myshopify.com
audit shopify auth mystore.myshopify.com           # verify the stored token
audit shopify inventory mystore.myshopify.com -o inventory.json

# One-shot login for many stores, then batch-audit them (v0.16.2+)
audit shopify login --stores-file stores.json
audit shopify batch --stores-file stores.json -o batch.json

Read-only scopes required (read_products, read_themes, read_shop). Manual tokens still work via --access-token / $SHOPIFY_ACCESS_TOKEN. See docs/integrations/SHOPIFY_ADMIN.md for token acquisition and docs/integrations/SHOPIFY_OAUTH.md for the OAuth flow.

audit score <audit_input.json> --ranker {heuristic|ml}

audit score extracted.json                    # default: heuristic
audit score extracted.json --ranker ml        # weighted feature ensemble

Full reference: docs/spec/cli_v0_1.md.


Scoring algorithms

The pipeline assigns each image a role, a score (0–100), and a recommendation. Two rankers ship, switchable via --ranker ml:

Ranker Formula Use case
heuristic (default) bytes per displayed pixel (bpp) + LCP penalty fast, predictable baseline
ml weighted ensemble: f_size, f_density, f_format, f_dim_match + LCP strictness richer signal, more honest scoring

Both produce the same output contract (role + score + recommendation). The ML ranker is a hand-coded feature ensemble, not a statistical model — see src/audit/ranker_ml.py for the design rationale (no model deps, deterministic, fully explainable via ml_features()).


Configuration

Repeated options can be set once in ~/.config/shopify-image-audit/config.toml (or $XDG_CONFIG_HOME/shopify-image-audit/config.toml):

[defaults]
device = "mobile"    # run / baseline / schedule add
strategy = "mobile"  # measure / compare
parallel = 4         # shopify batch / schedule run-all (0 = unlimited)

[pagespeed]
api_key = "AIza..."  # or --api-key / $PAGESPEED_API_KEY

[report]
brand_color = "#ff6b35"   # report / compare branding

Precedence: CLI flag > env var > config > default. A broken config warns and falls back to defaults — it never blocks a run. Full reference (13 keys / 5 sections) in CONTRIBUTING §5b.


Architecture

src/
├── audit/                    # scoring + reporting
│   ├── models.py             # Pydantic v2 schemas (AuditResult, ComparisonResult, ImageDelta)
│   ├── parser.py             # Lighthouse / fixture JSON parser
│   ├── ranker_heuristic.py   # default ranker (bpp-based)
│   ├── ranker_ml.py          # opt-in ML-style ranker (weighted ensemble)
│   └── report.py             # HTML/PDF report renderer (split into _render_* funcs)
├── core/                     # core algorithms
│   ├── image_extractor.py    # LHR image audit extraction
│   ├── image_signals.py      # shared displayed_area, assign_role, _safe_int
│   └── baseline_manager.py   # save/load baselines + compare() + per-image matching
├── engine/                   # orchestration + CLI
│   ├── cli.py                # Typer app (run, measure, baseline, compare, shopify, ...)
│   ├── cli_helpers/          # extracted CLI helpers (validators, dispatchers, table, errors)
│   └── audit_orchestrator.py # run_audit() pipeline
└── integrations/             # external APIs
    ├── pagespeed_api.py      # PageSpeed Insights (measure + fetch_lighthouse_json)
    └── shopify_admin.py      # Shopify Admin API (auth, products, theme_assets)

src/audit/schemas/audit_result.schema.json  # JSON Schema contract (validated by tests)
tests/                              # 797 tests, single-writer (ZCode)
docs/examples/                       # live demo report + comparison JSON
docs/integrations/                   # Shopify Admin API token guide

The codebase is governed by a single ZCode agent (see docs/governance.md v1.3).


Testing

pytest -q                                # 797 tests, single-writer discipline
pytest --cov=src --cov-report=term       # ~91% coverage
ruff check src/ tests/                   # 0 violations

The CI workflow runs pytest -q + ruff check on Python 3.11 and 3.12 for every PR. Branch protection on main requires both checks to pass before merge. See .github/workflows/ci.yml.


Customer deliverables (Phase 1)


Roadmap

  • ✅ Sprint 1 — v0.1.0 baseline (parser, ranker, orchestrator, CLI, HTML report, 103 tests)
  • ✅ Sprint 2 — before/after workflow, customer docs, ML ranker, live URL compare, CI, governance cleanup (276 tests)
  • ✅ Sprint 3 — PDF export, per-image deltas, Shopify Admin API, v0.2.0 release prep (390 tests)
  • ✅ Sprint 4 — Branded reports, ROI-ranked recs, audit history, v0.3.0 (489 tests)
    • Branded report templates (--brand-logo, --brand-color)
    • ROI-ranked recommendations (ComparisonRecommendation model)
    • Audit history + trend view (HistoryStore, audit history list/show)
  • ✅ Sprint 5 — Snapshot tests, CLI coverage, error decorator wiring, history diff, v0.4.0 (546 tests)
    • Snapshot testing infrastructure (syrupy) for HTML renderers
    • CLI coverage for all 10 commands
    • Error decorator wiring + consistency pass (RuntimeError → exit 10)
    • audit history diff with stable entry-ids
    • CHANGELOG.md and --cov-fail-under=85 CI gate
  • ✅ Sprint 6 — Coverage close-out, test isolation, multi-store batch, observability, v0.5.0 (606 tests)
    • tests/test_table_snapshots.py (Rich Console captures)
    • Zero CWD-relative writes in tests
    • audit shopify batch --stores-file for multi-store inventory
    • engine._logging with 6 structured log hooks
    • CONTRIBUTING.md, --cov-fail-under=90
  • ✅ Sprint 7 — Scheduled re-audit, dependency hygiene, PageSpeed cache, v0.6.0 (642 tests)
    • audit schedule list/add/remove/run-all + crontab runbook
    • Dependabot + SLSA build-provenance attestation
    • PageSpeed response cache (PAGESPEED_CACHE_TTL)
    • Report footer version drift fixed
  • ✅ Sprint 8 — UX polish, test architecture, shared run_parallel, v0.7.0 (665 tests)
    • "Did you mean: X?" suggestions on every typo site
    • tests/conftest.py + tests/__init__.py (single source of truth for REPO_ROOT + fixtures)
    • Shared run_parallel helper (batch + scheduler share it)
    • audit schedule run-all --parallel (deferred from Sprint 7)
    • [pdf] extra — WeasyPrint no longer required by default
    • docs/tutorial.md walkthrough
  • ✅ Sprint 9 — Doc hygiene, wheel packaging, security polish, v0.7.1 (672 tests)
    • JSON schema ships inside the wheel (importlib.resources-readable)
    • PAGESPEED_API_KEY env var + API-key redaction in error messages
    • schedules.json written with 0600 permissions
    • Issue templates (bug report + feature request)
    • Doc hygiene: canonical env-var reference, drift-free test counts
  • ✅ Sprint 10 — Type safety + SBOM, v0.8.0 (672 tests)
    • Mypy CI-gate, zero type: ignore comments
    • ImageDict TypedDict contract across the pipeline
    • CycloneDX SBOM in release artifacts (complements SLSA provenance)
  • ✅ Sprint 11 — User-side TOML config, v0.9.0 (695 tests)
    • ~/.config/shopify-image-audit/config.toml (13 keys / 5 sections)
    • Precedence: CLI flag > env var > config > default
    • Broken config warns + falls back — never blocks a run
  • ✅ Sprint 12 — Repo hygiene + format gate, v0.9.1 (695 tests)
    • ruff format applied across the whole repo (53 files)
    • ruff format --check added to CI (no future drift)
    • 4 Dependabot PRs merged (rich constraint widened, GitHub Actions bumps)
  • ✅ Sprint 13 — Strict mypy, v0.10.0 (695 tests)
    • mypy --strict clean across 30 source files (zero ignore comments)
    • ParamSpec + TypeVar preserves decorator signatures
    • 26 mechanical annotation fixes (dict[str, Any], list[Any], return-type annotations)
  • ✅ Sprint 14 — ImageDelta schema, v0.10.1 (698 tests)
    • ImageDelta.before/.after are ImageItem (was dict[str, Any])
    • Closes the Sprint 13 strict-mypy follow-up — no more cast() in baseline_manager.py
    • extra="forbid" on ImageItem now protects against future drift
  • ✅ Sprint 15 — TypedDict hierarchy, v0.11.0 (705 tests)
    • LighthouseJson + AuditEntry + Categories + PerformanceCategory
    • CachedPageSpeedResponse (envelope) + CachedEntry (cache)
    • run_audit() parses LighthouseJson directly
  • ✅ Sprint 16 — Lighthouse install validation, v0.12.0 (715 tests)
    • --lighthouse-bin PATH flag + $LIGHTHOUSE_BIN env override
    • 10-minute per-run timeout (no more infinite hangs)
    • docs/integrations/LIGHTHOUSE.md (install, CI recipes, troubleshooting)
    • 6/6 _run_lighthouse testing gap closed (+ 4 resolver tests)
  • ✅ Sprint 17 — Rich Progress bar, v0.13.0 (721 tests)
    • Live progress bar for audit shopify batch and audit schedule run-all
    • on_done callback in run_parallel (per-item observer hook)
    • Transient bar erases on completion; per-store post-mortem lines remain the canonical output
  • ✅ Sprint 18 — Shopify Admin API TypedDicts, v0.14.0 (726 tests)
    • Typed contracts for shop/products/themes/theme_assets
    • Slim client-side output shapes typed separately
    • All total=False.get(...)-based reads and partial mocks work
  • ✅ Sprint 19 — Shopify Admin OAuth, v0.15.0 (752 tests)
  • ✅ Sprint 20 — Token encryption, v0.16.0 (780 tests)
    • tokens.json encrypted at rest with Fernet (AES-128-CBC + HMAC)
    • Key stored in system keyring (macOS Keychain / Windows Credential Manager / Linux Secret Service) — zero prompts on desktop
    • $SHOPIFY_AUDIT_TOKENS_DISABLED=1 opt-out for CI
    • audit shopify login <store> automates the manual custom-app flow
    • Embedded loopback HTTP server with CSRF state (constant-time check)
    • Tokens persisted to tokens.json (mode 0600)
    • docs/integrations/SHOPIFY_OAUTH.md covers setup + troubleshooting
    • Closes the long-deferred "OAuth flow" roadmap item
  • ✅ Sprint 21 — Batch auto-token from TokensStore, v0.16.1 (785 tests)
    • audit shopify batch falls back to tokens.json when a stores-file entry has no access_token
    • Credential-free stores.json shareable across a team
    • Explicit access_token still wins (backwards compatible)
  • ✅ Sprint 22 — Multi-store batch login, v0.16.2 (797 tests)
    • audit shopify login --stores-file stores.json authorises all stores in one run
    • Per-store failures reported in a summary; exit 2 if any failed
    • Closes the last OAuth follow-up deferred since Sprint 19

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