gpc-vitals-monitoring（GPC 生命体征监测）

GPC Vitals Monitoring

When to use

Use this skill when the task involves:

• Real-time rollout monitoring with gpc watch (multi-metric, auto-actions)
• Monitoring crash rates, ANR rates, and other Android Vitals metrics
• Setting up threshold-based alerting for CI/CD
• Tracking app startup times, frame rates, battery, and memory
• Reviewing and responding to user reviews
• Building monitoring pipelines with GPC output
• Comparing vitals across time periods
• Investigating error issues and anomalies

Inputs required

• Package name (or configured default)
• Metric type(s) to monitor (crashes, ANR, startup, rendering, battery, memory)
• Version code (optional — for filtering by release)
• Threshold values (for CI alerting)

Procedure

0) Unified health snapshot — start here

The fastest way to see the full picture: releases, vitals, and reviews in one command.

gpc status

Output:

App: com.example.myapp · My App  (fetched 10:42:01 AM)

RELEASES
  production   v1.4.2   completed    —
  beta         v1.5.0   inProgress  10%

VITALS  (last 7 days)
  crashes     0.80%  ✓    anr         0.20%  ✓
  slow starts 2.10%  ✓    slow render 4.30%  ⚠

REVIEWS  (last 30 days)
  ★ 4.6   142 new   89% positive   ↑ from 4.4

6 parallel API calls, result in under 3 seconds. Cached for 1 hour.

gpc status --days 14          # Wider vitals window
gpc status --cached           # Instant — no API calls (uses last fetch)
gpc status --refresh          # Force live fetch, ignore cache
gpc status --output json      # Full structured output for scripts

Exit code 6 if any vitals threshold is breached — use as a deployment gate.

1) Per-metric vitals dashboard

For per-metric details beyond what gpc status shows:

gpc vitals overview

2) Crash monitoring

# Crash rate and top clusters
gpc vitals crashes

# Filter by version code
gpc vitals crashes --version 142

# CI threshold alerting — exit code 6 if crash rate exceeds threshold
gpc vitals crashes --threshold 2.0

Exit code 6 means threshold was breached — use this to gate deployments.

3) ANR monitoring

gpc vitals anr
gpc vitals anr --version 142
gpc vitals anr --threshold 0.47  # Google's bad behavior threshold

4) Performance metrics

# Cold/warm startup times (auto-includes startType as a required dimension)
gpc vitals startup

# Frame rate / rendering
gpc vitals rendering

# Battery usage
gpc vitals battery

# Low memory killer rate
gpc vitals memory

# Wakeup time metric (low-memory killer)
gpc vitals wakeup

# Low memory killer stats (LMK)
gpc vitals lmk

gpc vitals wakeup shows the wakeup rate from low-memory kills (LMK events). Supports the same flags as other vitals subcommands: --days <n>, --threshold <value>, --json.

Low-Memory-Killer rate (gpc vitals lmk, v0.9.58+, corrected in v0.9.59)

Background: v0.9.58 shipped a misnamed resource (lowMemoryKillerRateMetricSet) that 404'd. v0.9.59 is the working build — the real Google resource is lmkRateMetricSet with metrics userPerceivedLmkRate, userPerceivedLmkRate7dUserWeighted, userPerceivedLmkRate28dUserWeighted, and distinctUsers. Use v0.9.59+ for LMK queries.

gpc vitals lmk --app com.example.app --since 7d

Supports the same flags as other vitals subcommands: --days <n>, --threshold <value>, --json.

Note: Vitals memory data accuracy was improved in v0.9.41 (Bug H: metric field names corrected from stuckBackground to stuckBg).

Count of error occurrences (gpc vitals error-count, v0.9.57+)

gpc vitals error-count returns a time-windowed count of error-issue occurrences from the Play Developer Reporting API. Use for CI gates when you want an absolute count rather than a rate.

gpc vitals error-count --app com.example.app --since 7d
gpc vitals error-count --app com.example.app --since 7d --threshold 100

Exits 6 if the count exceeds --threshold (same CI convention as other vitals commands).

4a) Compare vitals across versions

Side-by-side comparison of two version codes across all key metrics:

gpc vitals compare-versions <v1> <v2>

# Example
gpc vitals compare-versions 141 142

# Wider time window
gpc vitals compare-versions 141 142 --days 14

# JSON output for scripting
gpc vitals compare-versions 141 142 --json

# Markdown table (for GitHub comments, Slack, etc.)
gpc vitals compare-versions 141 142 --format markdown

Compares: crash rate, ANR rate, startup time, rendering, battery, and memory. Uses non-overlapping 7-day windows for each version. Regressions are highlighted in red in terminal output.

Note: gpc vitals compare-versions uses non-overlapping 7-day windows, both capped 2 days before today to account for API data lag.

4b) Real-time rollout monitoring (gpc watch, v0.9.67+)

gpc watch is the unified rollout monitoring command. It polls rollout status (near real-time) and vitals data (24-48h delayed) on an interval, checks thresholds, and takes action on breach.

# Basic: monitor crashes + ANR on production, poll every 15 minutes
gpc watch

# Watch a beta rollout with tighter thresholds
gpc watch --track beta --crash-threshold 0.015 --anr-threshold 0.005

# Auto-halt the rollout on any threshold breach
gpc watch --on-breach halt

# Notify + halt + send webhook on breach
gpc watch --on-breach notify,halt,webhook \
  --webhook-url https://hooks.slack.com/services/XXX

# CI mode: 3 rounds, 5-minute interval, NDJSON output
gpc watch --rounds 3 --interval 300 --json

# Monitor all 6 metrics
gpc watch --metrics crashes,anr,lmk,slowStarts,slowRender,errorCount

Six metrics: crashes, anr, lmk, slowStarts, slowRender, errorCount.

Three breach actions (combinable with --on-breach):

• notify — OS notification (macOS, Linux, Windows)
• halt — halt the active rollout via Google Play API
• webhook — POST breach event as JSON to --webhook-url

Thresholds resolve in priority order: CLI flags > .gpcrc.json vitals.thresholds.* > defaults (crash 2%, ANR 1%, LMK 3%, slow start 5%, slow render 10%).

Auto-stop: the watch loop stops when the rollout reaches 100%, a breach triggers halt, --rounds limit is hit, or Ctrl+C.

Exit codes: 0 = clean, 6 = at least one threshold breached.

Webhook payload:

{
  "type": "breach",
  "round": 3,
  "rollout": { "track": "production", "versionCode": "142", "userFraction": 0.1 },
  "vitals": { "crashes": { "value": 0.025, "threshold": 0.02, "breached": true } },
  "breaches": ["crashes"],
  "halted": true
}

Set the webhook URL in config to avoid passing it every time:

{
  "webhooks": { "watch": "https://hooks.slack.com/services/XXX" }
}

Note: gpc vitals watch (single-metric watcher) still works but gpc watch is the recommended command for rollout monitoring as of v0.9.67.

5) Error tracking and anomalies

# Detected anomalies
gpc vitals anomalies

# Error issues and reports
gpc vitals errors search

New in v0.9.47: If the Reporting API is not enabled for your GCP project, vitals and anomalies commands now show a helpful message with the enable URL instead of a raw 403 error. Non-vitals commands continue to work normally.

6) Review sentiment analysis

Local NLP-based sentiment analysis of reviews — no external API required:

gpc reviews analyze

# Filter by date range
gpc reviews analyze --since 2026-01-01
gpc reviews analyze --days 30

# Filter by language
gpc reviews analyze --lang en

# JSON output
gpc reviews analyze --json

# Markdown report (for GitHub, Confluence, etc.)
gpc reviews analyze --format markdown

Output includes:

• Sentiment trend over time (positive/neutral/negative)
• Topic clustering (what users talk about most)
• Keyword frequency table
• Rating distribution broken down by version

All processing is local — no third-party NLP service is called.

7) Review monitoring

# Recent reviews
gpc reviews list

# Filter by rating
gpc reviews list --stars 1-2

# Filter by language
gpc reviews list --lang en

# Filter by time
gpc reviews list --since 7d

# Single review details
gpc reviews get <review-id>

# Reply to a review (max 350 chars — validated before sending)
gpc reviews reply <review-id> --text "Thank you for your feedback"

# Auto-paginate all reviews (API returns max 10 per page by default)
gpc reviews list --all

# Start from a specific index (for manual pagination)
gpc reviews list --start-index 20

# Export reviews
gpc reviews export --format csv --output reviews.csv

New in v0.9.47: --all auto-paginates through all review pages. Reply text is validated against the 350-character Google Play limit before sending — exceeding the limit exits code 2 immediately. Note: the Reviews API only returns production reviews from the last 7 days.

Read:

• references/review-management.md

8) Threshold-based CI gating

Use --threshold to gate rollouts on vitals quality:

# Gate on crash rate (exits with code 6 if breached)
gpc vitals crashes --threshold 2.0

# Gate on ANR rate
gpc vitals anr --threshold 0.47

# Combine in a script
gpc vitals crashes --threshold 2.0 && \
gpc vitals anr --threshold 0.47 && \
echo "Vitals OK — safe to promote"

In CI, use exit code 6 to block promotion:

- name: Check vitals before promotion
  run: |
    gpc vitals crashes --threshold 2.0
    gpc vitals anr --threshold 0.47
- name: Promote to production
  if: success()
  run: gpc releases promote --from beta --to production --rollout 10

Read:

• references/ci-gating.md

9) Reporting API rate limit

The Play Developer Reporting API is rate-limited to 10 queries per second. GPC handles this automatically — if you hit the limit, requests are queued and retried with backoff. No configuration needed.

10) Monitoring pipelines

Pipe JSON output to your monitoring stack:

# Send crash data to your monitoring tool
gpc vitals crashes --output json | jq '.data' | curl -X POST ...

# Periodic check (cron)
gpc vitals overview --output json >> /var/log/gpc-vitals.jsonl

11) Reports

# List available reports
gpc reports list financial --month 2026-02
gpc reports list stats --month 2026-02

# Download reports
gpc reports download financial --month 2026-02
gpc reports download stats --month 2026-02 --type installs --output-file installs.csv

Report types — financial: earnings, estimated_sales, play_balance. Stats: installs, crashes, ratings, reviews, store_performance.

Verification

• gpc status shows all three sections (releases, vitals, reviews) without errors
• gpc watch --rounds 1 completes one polling round without errors
• gpc vitals overview returns data (requires sufficient install volume)
• Threshold commands return exit code 0 (OK) or 6 (breached)
• gpc reviews list returns recent reviews
• JSON output is parseable: gpc vitals crashes --output json | jq.

Failure modes / debugging

Related skills

• gpc-setup: Authentication and configuration
• gpc-release-flow: Upload and rollout management
• gpc-ci-integration: Automated vitals checks in CI