axiom-app-store-connect-ref

Reference for App Store Connect crash analysis, TestFlight feedback, metrics dashboards, and data export workflows

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Install skill "axiom-app-store-connect-ref" with this command: npx skills add megastep/codex-skills/megastep-codex-skills-axiom-app-store-connect-ref

App Store Connect Reference

Overview

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.

ASC vs Xcode Organizer

TaskBest Tool
Quick crash triage during developmentXcode Organizer
Team-wide crash visibilityApp Store Connect
TestFlight feedback with screenshotsApp Store Connect
Historical metrics and trendsApp Store Connect
Downloading crash logs for analysisEither (ASC has better export)
SymbolicationXcode Organizer

Navigating to Crash Data

Path to Crashes

App Store Connect
└── My Apps
    └── [Your App]
        └── Analytics
            └── Crashes

Direct URL pattern: https://appstoreconnect.apple.com/analytics/app/[APP_ID]/crashes

Crashes Dashboard Sections

  1. Filters bar — Platform, Version, Date Range, Compare
  2. Crash-Free Users graph — Daily percentage trend line
  3. Crash Count by Version — Bar chart comparing versions
  4. Top Crash Signatures — Ranked by share percentage, shows exception type and function name

Key Metrics Explained

MetricWhat It Means
Crash-Free UsersPercentage of daily active users who didn't experience a crash
Crash CountTotal number of crash reports received
Crash RateCrashes per 1,000 sessions
Affected DevicesNumber of unique devices that crashed
Crash SignatureGrouped crashes with same stack trace

Filtering Options

FilterUse Case
PlatformiOS, iPadOS, macOS, watchOS, tvOS
VersionDrill into specific app versions
Date RangeLast 7/30/90 days or custom range
CompareCompare crash rates between versions
DeviceFilter by iPhone model, iPad, etc.
OS VersionFind OS-specific crashes

Viewing Individual Crash Reports

Crash Signature Detail

Each crash signature shows:

  • Header — Exception type and affected device/crash share counts, first seen date
  • Exception Information — Type (e.g., EXC_BAD_ACCESS), codes, address
  • Crashed Thread — Stack frames with binary, function, and offset
  • Distribution — Breakdown by iOS version and device model

Downloading Crash Logs

  1. Click on a crash signature
  2. Look for Download Logs button (top right)
  3. Select format:
    • .ips (JSON format, iOS 15+)
    • .crash (text format, legacy)
  4. Use crash-analyzer agent to parse: /axiom:analyze-crash

TestFlight Feedback

Path to Feedback

App Store Connect
└── My Apps
    └── [Your App]
        └── TestFlight
            └── Feedback

Feedback Entry Contents

Each feedback submission includes:

FieldDescription
ScreenshotWhat the tester saw (often most valuable)
CommentTester's description of the issue
App VersionExact TestFlight build number
Device ModeliPhone 15 Pro Max, iPad Air, etc.
OS VersioniOS 17.2.1, etc.
Battery LevelLow battery can affect behavior
Available DiskLow disk can cause write failures
Network TypeWiFi vs Cellular
LocaleLanguage and region settings
TimestampWhen submitted

Feedback Filtering

FilterUse Case
BuildFocus on specific TestFlight builds
DateRecent feedback first
Has ScreenshotFind visual issues quickly

Limitation: No Reply

TestFlight feedback is one-way. You cannot respond to testers through ASC. For follow-up:

  • Contact through TestFlight group email
  • Add in-app feedback mechanism
  • Include your email in TestFlight notes

Metrics Dashboard

Path to Metrics

App Store Connect
└── My Apps
    └── [Your App]
        └── Analytics
            └── Metrics

Available Metrics Categories

CategoryWhat It Shows
CrashesCrash-free users, crash count, top signatures
Hang RateMain thread hangs > 250ms
Disk WritesExcessive disk I/O patterns
Launch TimeApp startup performance
MemoryPeak memory usage, terminations
BatteryEnergy usage during foreground/background
ScrollingScroll hitch rate

Terminations (Non-Crash Kills)

The Metrics dashboard shows terminations that don't produce crash reports:

Termination TypeCause
Memory LimitJetsam killed app for memory pressure
CPU Limit (Background)Exceeded background CPU quota
Launch TimeoutApp took too long to launch
Background Task TimeoutBackground task exceeded time limit

Comparing Versions

Use the Compare filter to see:

  • Did crash rate improve or regress?
  • Which version introduced a spike?
  • Performance trends over releases

Exporting Data

Manual Export

  1. Navigate to Crashes or Metrics
  2. Use date range filter to select period
  3. Click Export (if available) or download individual crash logs

App Store Connect API

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:

EndpointData
perfPowerMetricsPerformance and power metrics
diagnosticSignaturesCrash signature aggregates
diagnosticLogsIndividual crash logs
betaTestersTestFlight tester info
betaFeedbackTestFlight feedback entries

MCP-Powered Access

If asc-mcp is configured, you can access ASC data programmatically from Claude Code:

Manual ASC Actionasc-mcp Tool
View crash metricsmetrics_app_perf, metrics_build_diagnostics
Download crash logsmetrics_get_diagnostic_logs
List TestFlight testersbuilds_get_beta_testers
View app reviewsreviews_list, reviews_stats
Respond to reviewsreviews_create_response
Check build statusbuilds_get_processing_state
Export sales dataanalytics_sales_report (requires vendor_number)

Setup and workflows: $axiom-asc-mcp

Xcode Cloud Integration

If using Xcode Cloud, crash data integrates with CI/CD:

  • View crashes per workflow run
  • Compare crash rates between branches
  • Automated alerts on crash spikes

Best Practices

Daily Monitoring

  1. Check crash-free users percentage
  2. Review any new crash signatures
  3. Monitor for version-to-version regressions

Crash Triage Priority

PriorityCriteria
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 - LowRare, edge case, no impact

Correlating with Releases

After each release:

  1. Wait 24-48 hours for crash data to populate
  2. Compare crash-free rate to previous version
  3. Investigate any new top crash signatures
  4. Check TestFlight feedback for user reports

Common Questions

Why don't I see crashes in ASC?

CauseFix
Too recentWait 24 hours for processing
No users yetNeed active installs to report
User opted outRequires device analytics sharing
Build not distributedMust be TestFlight or App Store

Why are crashes unsymbolicated?

ASC crashes should auto-symbolicate if you uploaded dSYMs during distribution. dSYM files contain the debug symbols that map memory addresses back to function names and line numbers.

Verify dSYMs were uploaded:

  1. Xcode → Window → Organizer → Archives → select build
  2. Right-click → "Show in Finder" → right-click .xcarchive → "Show Package Contents"
  3. Check dSYMs/ folder contains .dSYM bundles

Manual symbolication workflow:

# 1. Download .ips file from ASC (Crashes → signature → Download Logs)

# 2. Find the binary UUID from the crash report
grep --after-context=2 "Binary Images" crash.ips
# Look for: 0x100000000 - 0x100ffffff MyApp arm64 <UUID>

# 3. Locate matching dSYM on your machine
mdfind "com_apple_xcode_dsym_uuids == <UUID>"

# 4. Symbolicate an address
atos -arch arm64 -o MyApp.app.dSYM/Contents/Resources/DWARF/MyApp \
     -l 0x100000000 0x100045abc
# Output: -[UserManager currentUser] (UserManager.m:42)

Common symbolication failures:

SymptomCauseFix
All addresses unsymbolicateddSYMs not uploadedRe-upload from Xcode Organizer
Only your code unsymbolicateddSYM UUID mismatchRebuild from same commit
System frameworks unsymbolicatedNormal for device-specificUse atos with device support files
Bitcode builds unsymbolicatedApple recompiled binaryDownload dSYMs from ASC: Xcode → Organizer → Download Debug Symbols

See crash-analyzer agent for automated parsing: /axiom:analyze-crash

ASC vs Organizer: Which stack trace is better?

Both show the same data, but:

  • Organizer integrates with Xcode projects (click to jump to code)
  • ASC better for team-wide visibility and historical trends

Field Diagnostics with MetricKit

For device-level crash diagnostics, hang call stacks, and custom telemetry beyond ASC's aggregated dashboards, see axiom-metrickit-ref.

Key difference: ASC shows aggregated trends for team visibility. MetricKit provides per-device diagnostics you can correlate with your own telemetry.


Related

Skills: axiom-testflight-triage (Xcode Organizer workflows), axiom-asc-mcp (programmatic ASC access via MCP)

Agents: crash-analyzer (automated crash log parsing)

Commands: /axiom:analyze-crash


Resources

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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