xiaohongshu
xiaohongshu
axiom-app-store-connect-ref
Reference for App Store Connect crash analysis, TestFlight feedback, metrics dashboards, and data export workflows
Full skill instructions
App Store Connect (ASC) provides crash reports, TestFlight feedback, and performance metrics for your apps. This reference covers how to navigate ASC to find and export crash data for analysis.
When to use ASC vs Xcode Organizer:
| Task | Best Tool |
|---|---|
| Quick crash triage during development | Xcode Organizer |
| Team-wide crash visibility | App Store Connect |
| TestFlight feedback with screenshots | App Store Connect |
| Historical metrics and trends | App Store Connect |
| Downloading crash logs for analysis | Either (ASC has better export) |
| Symbolication | Xcode Organizer |
App Store Connect
└── My Apps
└── [Your App]
└── Analytics
└── Crashes
Direct URL pattern: https://appstoreconnect.apple.com/analytics/app/[APP_ID]/crashes
┌─────────────────────────────────────────────────────────────────────────┐
│ [Filters: Platform ▼] [Version ▼] [Date Range ▼] [Compare ▼] │
├─────────────────────────────────────────────────────────────────────────┤
│ │
│ Crash-Free Users Graph │
│ ┌─────────────────────────────────────────────────────────────────┐ │
│ │ 99.5% ───────────────────────────────────────────────────── │ │
│ │ 99.0% ───────────────────────────────────────────────────── │ │
│ │ 98.5% ───────────────────────────────────────────────────── │ │
│ └─────────────────────────────────────────────────────────────────┘ │
│ │
│ Crash Count by Version │
│ ┌───────────────────────────────────────────────────────────────────┐ │
│ │ v2.1.0 ████████████ 1,234 crashes │ │
│ │ v2.0.5 ████████ 892 crashes │ │
│ │ v2.0.4 ███ 156 crashes │ │
│ └───────────────────────────────────────────────────────────────────┘ │
│ │
├─────────────────────────────────────────────────────────────────────────┤
│ Top Crash Signatures │
│ ┌───────────────────────────────────────────────────────────────────┐ │
│ │ 1. EXC_BAD_ACCESS in UserManager.currentUser.getter 45% share │ │
│ │ 2. EXC_CRASH in NetworkService.fetchData() 23% share │ │
│ │ 3. EXC_BREAKPOINT in Array subscript 12% share │ │
│ └───────────────────────────────────────────────────────────────────┘ │
└─────────────────────────────────────────────────────────────────────────┘
| Metric | What It Means |
|---|---|
| Crash-Free Users | Percentage of daily active users who didn't experience a crash |
| Crash Count | Total number of crash reports received |
| Crash Rate | Crashes per 1,000 sessions |
| Affected Devices | Number of unique devices that crashed |
| Crash Signature | Grouped crashes with same stack trace |
| Filter | Use Case |
|---|---|
| Platform | iOS, iPadOS, macOS, watchOS, tvOS |
| Version | Drill into specific app versions |
| Date Range | Last 7/30/90 days or custom range |
| Compare | Compare crash rates between versions |
| Device | Filter by iPhone model, iPad, etc. |
| OS Version | Find OS-specific crashes |
Click a crash signature to see:
┌─────────────────────────────────────────────────────────────────────────┐
│ EXC_BAD_ACCESS in UserManager.currentUser.getter │
├─────────────────────────────────────────────────────────────────────────┤
│ Affected: 234 devices • 45% of crashes • First seen: Jan 10 │
├─────────────────────────────────────────────────────────────────────────┤
│ │
│ Exception Information │
│ ─────────────────── │
│ Type: EXC_BAD_ACCESS (SIGSEGV) │
│ Codes: KERN_INVALID_ADDRESS at 0x0000000000000010 │
│ │
│ Crashed Thread (0) │
│ ───────────────── │
│ 0 MyApp UserManager.currentUser.getter + 45 │
│ 1 MyApp ProfileViewController.viewDidLoad() + 123 │
│ 2 UIKitCore -[UIViewController loadView] + 89 │
│ 3 UIKitCore -[UIViewController view] + 27 │
│ │
├─────────────────────────────────────────────────────────────────────────┤
│ Distribution │
│ ─────────────── │
│ iOS 17.2: ████████ 65% │
│ iOS 17.1: ████ 25% │
│ iOS 16.4: ██ 10% │
│ │
│ iPhone 15 Pro: ████████ 45% │
│ iPhone 14: ████ 30% │
│ iPhone 13: ██ 15% │
│ Other: █ 10% │
└─────────────────────────────────────────────────────────────────────────┘
crash-analyzer agent to parse: /axiom:analyze-crashApp Store Connect
└── My Apps
└── [Your App]
└── TestFlight
└── Feedback
Each feedback submission includes:
| Field | Description |
|---|---|
| Screenshot | What the tester saw (often most valuable) |
| Comment | Tester's description of the issue |
| App Version | Exact TestFlight build number |
| Device Model | iPhone 15 Pro Max, iPad Air, etc. |
| OS Version | iOS 17.2.1, etc. |
| Battery Level | Low battery can affect behavior |
| Available Disk | Low disk can cause write failures |
| Network Type | WiFi vs Cellular |
| Locale | Language and region settings |
| Timestamp | When submitted |
| Filter | Use Case |
|---|---|
| Build | Focus on specific TestFlight builds |
| Date | Recent feedback first |
| Has Screenshot | Find visual issues quickly |
TestFlight feedback is one-way. You cannot respond to testers through ASC. For follow-up:
App Store Connect
└── My Apps
└── [Your App]
└── Analytics
└── Metrics
| Category | What It Shows |
|---|---|
| Crashes | Crash-free users, crash count, top signatures |
| Hang Rate | Main thread hangs > 250ms |
| Disk Writes | Excessive disk I/O patterns |
| Launch Time | App startup performance |
| Memory | Peak memory usage, terminations |
| Battery | Energy usage during foreground/background |
| Scrolling | Scroll hitch rate |
The Metrics dashboard shows terminations that don't produce crash reports:
| Termination Type | Cause |
|---|---|
| Memory Limit | Jetsam killed app for memory pressure |
| CPU Limit (Background) | Exceeded background CPU quota |
| Launch Timeout | App took too long to launch |
| Background Task Timeout | Background task exceeded time limit |
Use the Compare filter to see:
For automated export, use the App Store Connect API:
# Get crash diagnostic insights
GET /v1/apps/{id}/perfPowerMetrics
# Authentication requires API key from ASC
# Users and Access → Keys → App Store Connect API
API capabilities:
| Endpoint | Data |
|---|---|
perfPowerMetrics | Performance and power metrics |
diagnosticSignatures | Crash signature aggregates |
diagnosticLogs | Individual crash logs |
betaTesters | TestFlight tester info |
betaFeedback | TestFlight feedback entries |
If using Xcode Cloud, crash data integrates with CI/CD:
| Priority | Criteria |
|---|---|
| P0 - Critical | >1% of users affected, data loss risk |
| P1 - High | >0.5% affected, user-facing impact |
| P2 - Medium | <0.5% affected, workaround exists |
| P3 - Low | Rare, edge case, no impact |
After each release:
| Cause | Fix |
|---|---|
| Too recent | Wait 24 hours for processing |
| No users yet | Need active installs to report |
| User opted out | Requires device analytics sharing |
| Build not distributed | Must be TestFlight or App Store |
ASC crashes should auto-symbolicate if:
If still unsymbolicated:
mdfind to locate dSYM by UUIDatosSee crash-analyzer agent: /axiom:analyze-crash
Both show the same data, but:
Skills: axiom-testflight-triage (Xcode Organizer workflows)
Agents: crash-analyzer (automated crash log parsing)
Commands: /axiom:analyze-crash
WWDC: 2020-10076, 2020-10078, 2021-10203, 2021-10258
Docs: /app-store-connect/api, /xcode/diagnosing-issues-using-crash-reports-and-device-logs
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