Performance Profiling
Systematic guide for profiling Apple platform apps using Instruments, Xcode diagnostics, and MetricKit. Covers CPU, memory, launch time, and energy analysis with actionable fix patterns.
When This Skill Activates
Use this skill when the user:
- Reports app hangs, stutters, or dropped frames
- Needs to profile CPU usage or find hot code paths
- Has memory leaks, high memory usage, or OOM crashes
- Wants to optimize app launch time
- Needs to reduce battery/energy impact
- Asks about Instruments, Time Profiler, Allocations, or Leaks
- Wants to add
os_signpost or performance measurement to code
- Is preparing for App Store review and needs performance validation
Decision Tree
What performance problem are you investigating?
│
├─ App hangs / unresponsive to taps / slow UI
│ └─ Read time-profiler.md
│
├─ Scroll or animation stutter / dropped frames / hitches
│ └─ Read hitches.md
│
├─ High memory / leaks / OOM crashes / growing footprint
│ └─ Read memory-profiling.md
│
├─ Slow app launch / time to first frame
│ └─ Read launch-optimization.md
│
├─ Battery drain / thermal throttling / background energy
│ └─ Read energy-diagnostics.md
│
├─ General "app feels slow" (unknown cause)
│ └─ Start with time-profiler.md, then memory-profiling.md
│
└─ Pre-release performance audit
└─ Read ALL reference files, use Review Checklist below
Quick Reference
| Problem |
Instrument / Tool |
Key Metric |
Reference |
| UI hangs > 250ms |
Time Profiler + Hangs |
Hang duration, main thread stack |
time-profiler.md |
| Scroll/animation hitches |
Animation Hitches template |
Hitch time ratio (< 5 ms/s good, > 10 critical) |
hitches.md |
| High CPU usage |
Time Profiler / CPU Profiler |
CPU % by function, call tree weight |
time-profiler.md |
| Memory leak |
Leaks + Memory Graph |
Leaked bytes, retain cycle paths |
memory-profiling.md |
| Memory growth |
Allocations |
Live bytes, generation analysis |
memory-profiling.md |
| Slow launch |
App Launch |
Time to first frame (pre-main + post-main) |
launch-optimization.md |
| Battery drain |
Energy Log / Power Profiler |
Energy Impact score, CPU/GPU/network |
energy-diagnostics.md |
| Thermal issues |
Activity Monitor |
Thermal state transitions |
energy-diagnostics.md |
| Network waste |
Network profiler |
Redundant fetches, large payloads |
energy-diagnostics.md |
The 8 Key Metrics (WWDC21 10181)
Apple enumerates exactly eight things to track for app performance, all coverable with five tools (Xcode Organizer, MetricKit, Instruments, XCTest, App Store Connect API):
| # |
Metric |
Threshold / signal |
Tool |
| 1 |
Battery usage |
Energy Gauge flags CPU use > 20% as High CPU, plus CPU Wake Overhead regions; top subsystems to watch: CPU, Networking, Location |
Energy Gauge → Time Profiler |
| 2 |
Launch time |
Time between icon tap and first frame rendered |
App Launch template, XCTApplicationLaunchMetric |
| 3 |
Hang rate |
Unresponsive to input for ≥ 250ms |
Hangs instrument, Organizer |
| 4 |
Memory |
Organizer charts peak memory and memory at suspension; a spike with no termination spike yet is your early warning |
Allocations, Leaks, VM Tracker |
| 5 |
Disk writes |
Exception report when the app writes > 1 GB in 24 hours (with stack trace + Insights annotations) |
File Activity template, XCTStorageMetric |
| 6 |
Scrolling |
Red bars in the Organizer scrolling chart = poor scroll experience, fix immediately |
Animation Hitches, XCTOSSignpostMetric.scrollDecelerationMetric |
| 7 |
Terminations |
Every termination forces a slow cold launch next time and loses user state |
MXAppExitMetric, Organizer |
| 8 |
MXSignposts |
Custom marked intervals for your critical code sections |
MetricKit |
The Organizer aggregates all of these from consented user devices across the last 16 app versions; the Regressions pane (Xcode 13) isolates every metric that increased significantly in the most recent version, in one place. The same data is available as JSON via the App Store Connect API (WWDC21 10181).
Process
1. Identify the Problem Category
Ask the user or inspect their description to classify the issue:
- Responsiveness: Hangs, stutters, animation drops
- Memory: Leaks, growth, OOM crashes
- Launch: Slow cold/warm start
- Energy: Battery drain, thermal throttling
2. Read the Appropriate Reference File
Each file contains:
- Which Instruments template to use
- Step-by-step profiling workflow
- How to interpret results
- Common fix patterns with code examples
3. Profile on Real Hardware
Always remind users:
- Profile on device, not Simulator (Simulator uses host CPU/memory)
- Use Release build configuration (optimizations change behavior)
- Profile with representative data (empty databases hide real perf)
- Close other apps to reduce noise
4. Apply Fixes and Verify
After identifying bottlenecks:
- Apply targeted fix from the reference file
- Re-profile to confirm improvement
- Add
os_signpost markers for ongoing monitoring
Xcode Diagnostic Settings
Recommend enabling these in Scheme > Run > Diagnostics:
| Setting |
What It Catches |
| Main Thread Checker |
UI work off main thread |
| Thread Sanitizer |
Data races |
| Address Sanitizer |
Buffer overflows, use-after-free |
| Malloc Stack Logging |
Memory allocation call stacks |
| Zombie Objects |
Messages to deallocated objects |
MetricKit Integration
For production monitoring, recommend MetricKit (WWDC20 10081, WWDC21 10181):
import MetricKit
final class PerformanceReporter: NSObject, MXMetricManagerSubscriber {
func startCollecting() {
MXMetricManager.shared.add(self) // subscribe once, early in launch
}
// best practice: remove(self) in deinit (WWDC21 10181)
func didReceive(_ payloads: [MXMetricPayload]) {
for payload in payloads {
// Launch time
if let launch = payload.applicationLaunchMetrics {
log("Resume time: \(launch.histogrammedResumeTime)")
}
// Hang rate
if let responsiveness = payload.applicationResponsivenessMetrics {
log("Hang time: \(responsiveness.histogrammedApplicationHangTime)")
}
// Memory
if let memory = payload.memoryMetrics {
log("Peak memory: \(memory.peakMemoryUsage)")
}
// Scroll hitches (ratio of time hitching to time scrolling)
if let animation = payload.animationMetrics {
log("Scroll hitch ratio: \(animation.scrollHitchTimeRatio)")
}
// Exit reasons — daily counts per termination cause, fg + bg
if let exits = payload.applicationExitMetrics {
log("Exits: \(exits.backgroundExitData)")
}
}
}
func didReceive(_ payloads: [MXDiagnosticPayload]) {
for payload in payloads {
if let hangs = payload.hangDiagnostics {
for hang in hangs {
log("Hang: \(hang.callStackTree)")
}
}
}
}
}
Key facts (WWDC20 10081, WWDC21 10181):
- ❌ Subscribing lazily (e.g. in a settings screen) silently misses delivered payloads — ✅ subscribe in App/AppDelegate init; the previous day's payloads are handed to you on launch.
- Metrics arrive as 24-hour payloads, at most once per day, in three aggregation forms: cumulative, averaged, and bucketized (
MXHistogram). On iOS 15+/macOS 12+, all diagnostics are delivered immediately after the issue occurs instead of daily.
- Termination and memory telemetry arrive in the daily metric payload by default — no extra instrumentation.
- Diagnostic types:
MXHangDiagnostic (main-thread unresponsive time + backtraces), MXCrashDiagnostic (exception info, termination reason, VM region info), MXCPUExceptionDiagnostic (threads burning CPU — the programmatic form of Organizer energy logs), MXDiskWriteExceptionDiagnostic (fires on the 1 GB/day write threshold).
MXCallStackTree backtraces are unsymbolicated by design — symbolicate off-device with atos-class tools + your dSYMs; ❌ don't try on-device.
MXSignpost marks critical code sections for field telemetry; the animation variant captures hitch-rate telemetry for the interval:
let handle = MXMetricManager.makeLogHandle(category: "animation_telemetry")
mxSignpostAnimationIntervalBegin(log: handle, name: "custom_animation")
// ... animation ...
mxSignpost(OSSignpostType.end, log: handle, name: "custom_animation")
Review Checklist
Responsiveness
Memory
Launch Time
Energy
References
- time-profiler.md — CPU profiling, hang detection ladder, signpost API, Instruments 27 tools
- hitches.md — Render loop, hitch time ratio, commit/render-phase fix catalogs
- memory-profiling.md — Allocations, Leaks, memory graph debugger, memgraph CLI, termination reasons
- launch-optimization.md — App launch phases, cold/warm start optimization, linker levers
- energy-diagnostics.md — Battery, thermal state, network efficiency, Power Profiler
- WWDC: Ultimate Application Performance Survival Guide
- WWDC: Understand and Eliminate Hangs from Your App
- WWDC: Track Down Hangs with Xcode and On-Device Detection
- WWDC: Analyze Hangs with Instruments
- WWDC: Detect and Diagnose Memory Issues
- WWDC: Analyze Heap Memory
- WWDC: Why Is My App Getting Killed?
- WWDC: What's New in MetricKit
- WWDC: Optimizing App Launch
- WWDC: Optimize CPU Performance with Instruments
- WWDC: Profile and Optimize Power Usage in Your App
- WWDC: Profile, Fix, and Verify — Improve App Responsiveness with Instruments
1---2name: performance-profiling3description: Guide performance profiling with Instruments, diagnose hangs, memory issues, slow launches, and energy drain. Use when reviewing app performance or investigating specific bottlenecks.4---5
6# Performance Profiling
7
8Systematic guide for profiling Apple platform apps using Instruments, Xcode diagnostics, and MetricKit. Covers CPU, memory, launch time, and energy analysis with actionable fix patterns.
9
10## When This Skill Activates
11
12Use this skill when the user:
13- Reports app hangs, stutters, or dropped frames
14- Needs to profile CPU usage or find hot code paths
15- Has memory leaks, high memory usage, or OOM crashes
16- Wants to optimize app launch time
17- Needs to reduce battery/energy impact
18- Asks about Instruments, Time Profiler, Allocations, or Leaks
19- Wants to add `os_signpost` or performance measurement to code
20- Is preparing for App Store review and needs performance validation
21
22## Decision Tree
23
24```
25What performance problem are you investigating?
26│
27├─ App hangs / unresponsive to taps / slow UI
28│ └─ Read time-profiler.md
29│
30├─ Scroll or animation stutter / dropped frames / hitches
31│ └─ Read hitches.md
32│
33├─ High memory / leaks / OOM crashes / growing footprint
34│ └─ Read memory-profiling.md
35│
36├─ Slow app launch / time to first frame
37│ └─ Read launch-optimization.md
38│
39├─ Battery drain / thermal throttling / background energy
40│ └─ Read energy-diagnostics.md
41│
42├─ General "app feels slow" (unknown cause)
43│ └─ Start with time-profiler.md, then memory-profiling.md
44│
45└─ Pre-release performance audit
46 └─ Read ALL reference files, use Review Checklist below
47```
48
49## Quick Reference
50
51| Problem | Instrument / Tool | Key Metric | Reference |
52|---------|-------------------|------------|-----------|
53| UI hangs > 250ms | Time Profiler + Hangs | Hang duration, main thread stack | time-profiler.md |
54| Scroll/animation hitches | Animation Hitches template | Hitch time ratio (< 5 ms/s good, > 10 critical) | hitches.md |
55| High CPU usage | Time Profiler / CPU Profiler | CPU % by function, call tree weight | time-profiler.md |
56| Memory leak | Leaks + Memory Graph | Leaked bytes, retain cycle paths | memory-profiling.md |
57| Memory growth | Allocations | Live bytes, generation analysis | memory-profiling.md |
58| Slow launch | App Launch | Time to first frame (pre-main + post-main) | launch-optimization.md |
59| Battery drain | Energy Log / Power Profiler | Energy Impact score, CPU/GPU/network | energy-diagnostics.md |
60| Thermal issues | Activity Monitor | Thermal state transitions | energy-diagnostics.md |
61| Network waste | Network profiler | Redundant fetches, large payloads | energy-diagnostics.md |
62
63## The 8 Key Metrics (WWDC21 10181)
64
65Apple enumerates exactly eight things to track for app performance, all coverable with five tools (Xcode Organizer, MetricKit, Instruments, XCTest, App Store Connect API):
66
67| # | Metric | Threshold / signal | Tool |
68|---|--------|--------------------|------|
69| 1 | Battery usage | Energy Gauge flags **CPU use > 20%** as High CPU, plus CPU Wake Overhead regions; top subsystems to watch: CPU, Networking, Location | Energy Gauge → Time Profiler |
70| 2 | Launch time | Time between icon tap and first frame rendered | App Launch template, XCTApplicationLaunchMetric |
71| 3 | Hang rate | Unresponsive to input for **≥ 250ms** | Hangs instrument, Organizer |
72| 4 | Memory | Organizer charts **peak memory** and **memory at suspension**; a spike with no termination spike yet is your early warning | Allocations, Leaks, VM Tracker |
73| 5 | Disk writes | Exception report when the app writes **> 1 GB in 24 hours** (with stack trace + Insights annotations) | File Activity template, XCTStorageMetric |
74| 6 | Scrolling | Red bars in the Organizer scrolling chart = poor scroll experience, fix immediately | Animation Hitches, XCTOSSignpostMetric.scrollDecelerationMetric |
75| 7 | Terminations | Every termination forces a slow cold launch next time and loses user state | MXAppExitMetric, Organizer |
76| 8 | MXSignposts | Custom marked intervals for your critical code sections | MetricKit |
77
78The Organizer aggregates all of these from consented user devices across the **last 16 app versions**; the **Regressions pane** (Xcode 13) isolates every metric that increased significantly in the most recent version, in one place. The same data is available as JSON via the **App Store Connect API** (WWDC21 10181).
79
80## Process
81
82### 1. Identify the Problem Category
83
84Ask the user or inspect their description to classify the issue:
85- **Responsiveness**: Hangs, stutters, animation drops
86- **Memory**: Leaks, growth, OOM crashes
87- **Launch**: Slow cold/warm start
88- **Energy**: Battery drain, thermal throttling
89
90### 2. Read the Appropriate Reference File
91
92Each file contains:
93- Which Instruments template to use
94- Step-by-step profiling workflow
95- How to interpret results
96- Common fix patterns with code examples
97
98### 3. Profile on Real Hardware
99
100Always remind users:
101- **Profile on device**, not Simulator (Simulator uses host CPU/memory)
102- Use **Release** build configuration (optimizations change behavior)
103- Profile with **representative data** (empty databases hide real perf)
104- Close other apps to reduce noise
105
106### 4. Apply Fixes and Verify
107
108After identifying bottlenecks:
109- Apply targeted fix from the reference file
110- Re-profile to confirm improvement
111- Add `os_signpost` markers for ongoing monitoring
112
113## Xcode Diagnostic Settings
114
115Recommend enabling these in **Scheme > Run > Diagnostics**:
116
117| Setting | What It Catches |
118|---------|-----------------|
119| Main Thread Checker | UI work off main thread |
120| Thread Sanitizer | Data races |
121| Address Sanitizer | Buffer overflows, use-after-free |
122| Malloc Stack Logging | Memory allocation call stacks |
123| Zombie Objects | Messages to deallocated objects |
124
125## MetricKit Integration
126
127For production monitoring, recommend MetricKit (WWDC20 10081, WWDC21 10181):
128
129```swift
130import MetricKit
131
132final class PerformanceReporter: NSObject, MXMetricManagerSubscriber {
133 func startCollecting() {
134 MXMetricManager.shared.add(self) // subscribe once, early in launch
135 }
136 // best practice: remove(self) in deinit (WWDC21 10181)
137
138 func didReceive(_ payloads: [MXMetricPayload]) {
139 for payload in payloads {
140 // Launch time
141 if let launch = payload.applicationLaunchMetrics {
142 log("Resume time: \(launch.histogrammedResumeTime)")
143 }
144 // Hang rate
145 if let responsiveness = payload.applicationResponsivenessMetrics {
146 log("Hang time: \(responsiveness.histogrammedApplicationHangTime)")
147 }
148 // Memory
149 if let memory = payload.memoryMetrics {
150 log("Peak memory: \(memory.peakMemoryUsage)")
151 }
152 // Scroll hitches (ratio of time hitching to time scrolling)
153 if let animation = payload.animationMetrics {
154 log("Scroll hitch ratio: \(animation.scrollHitchTimeRatio)")
155 }
156 // Exit reasons — daily counts per termination cause, fg + bg
157 if let exits = payload.applicationExitMetrics {
158 log("Exits: \(exits.backgroundExitData)")
159 }
160 }
161 }
162
163 func didReceive(_ payloads: [MXDiagnosticPayload]) {
164 for payload in payloads {
165 if let hangs = payload.hangDiagnostics {
166 for hang in hangs {
167 log("Hang: \(hang.callStackTree)")
168 }
169 }
170 }
171 }
172}
173```
174
175Key facts (WWDC20 10081, WWDC21 10181):
176- ❌ Subscribing lazily (e.g. in a settings screen) silently misses delivered payloads — ✅ subscribe in App/AppDelegate init; the previous day's payloads are handed to you on launch.
177- Metrics arrive as **24-hour payloads**, at most once per day, in three aggregation forms: cumulative, averaged, and bucketized (`MXHistogram`). On iOS 15+/macOS 12+, **all diagnostics are delivered immediately after the issue occurs** instead of daily.
178- Termination and memory telemetry arrive in the daily metric payload by default — no extra instrumentation.
179- Diagnostic types: **`MXHangDiagnostic`** (main-thread unresponsive time + backtraces), **`MXCrashDiagnostic`** (exception info, termination reason, VM region info), **`MXCPUExceptionDiagnostic`** (threads burning CPU — the programmatic form of Organizer energy logs), **`MXDiskWriteExceptionDiagnostic`** (fires on the 1 GB/day write threshold).
180- **`MXCallStackTree`** backtraces are **unsymbolicated** by design — symbolicate off-device with `atos`-class tools + your dSYMs; ❌ don't try on-device.
181- **`MXSignpost`** marks critical code sections for field telemetry; the animation variant captures hitch-rate telemetry for the interval:
182
183```swift
184let handle = MXMetricManager.makeLogHandle(category: "animation_telemetry")
185mxSignpostAnimationIntervalBegin(log: handle, name: "custom_animation")
186// ... animation ...
187mxSignpost(OSSignpostType.end, log: handle, name: "custom_animation")
188```
189
190## Review Checklist
191
192### Responsiveness
193- [ ] No synchronous work on main thread > 100ms
194- [ ] No file I/O or network calls on main thread
195- [ ] Core Data / SwiftData fetches use background contexts for large queries
196- [ ] Images decoded off main thread (use `.preparingThumbnail` or async decoding)
197- [ ] `@MainActor` only on code that truly needs UI access
198
199### Memory
200- [ ] No retain cycles (check delegate patterns, closures with `self`)
201- [ ] Large resources freed when not visible (images, caches)
202- [ ] Collections don't grow unbounded (capped caches, pagination)
203- [ ] `autoreleasepool` used in tight loops creating ObjC objects
204
205### Launch Time
206- [ ] No heavy work in `init()` of `@main App` struct
207- [ ] Deferred non-essential initialization (analytics, prefetch)
208- [ ] Minimal dynamic frameworks (prefer static linking)
209- [ ] No synchronous network calls at launch
210
211### Energy
212- [ ] Background tasks use `BGProcessingTaskRequest` appropriately
213- [ ] Location accuracy matches actual need (not always `.best`)
214- [ ] Timers use `tolerance` to allow coalescing
215- [ ] Network requests batched where possible
216
217## References
218
219- **time-profiler.md** — CPU profiling, hang detection ladder, signpost API, Instruments 27 tools
220- **hitches.md** — Render loop, hitch time ratio, commit/render-phase fix catalogs
221- **memory-profiling.md** — Allocations, Leaks, memory graph debugger, memgraph CLI, termination reasons
222- **launch-optimization.md** — App launch phases, cold/warm start optimization, linker levers
223- **energy-diagnostics.md** — Battery, thermal state, network efficiency, Power Profiler
224- [WWDC: Ultimate Application Performance Survival Guide](https://developer.apple.com/videos/play/wwdc2021/10181/)
225- [WWDC: Understand and Eliminate Hangs from Your App](https://developer.apple.com/videos/play/wwdc2021/10258/)
226- [WWDC: Track Down Hangs with Xcode and On-Device Detection](https://developer.apple.com/videos/play/wwdc2022/10082/)
227- [WWDC: Analyze Hangs with Instruments](https://developer.apple.com/videos/play/wwdc2023/10248/)
228- [WWDC: Detect and Diagnose Memory Issues](https://developer.apple.com/videos/play/wwdc2021/10180/)
229- [WWDC: Analyze Heap Memory](https://developer.apple.com/videos/play/wwdc2024/10173/)
230- [WWDC: Why Is My App Getting Killed?](https://developer.apple.com/videos/play/wwdc2020/10078/)
231- [WWDC: What's New in MetricKit](https://developer.apple.com/videos/play/wwdc2020/10081/)
232- [WWDC: Optimizing App Launch](https://developer.apple.com/videos/play/wwdc2019/423/)
233- [WWDC: Optimize CPU Performance with Instruments](https://developer.apple.com/videos/play/wwdc2025/308/)
234- [WWDC: Profile and Optimize Power Usage in Your App](https://developer.apple.com/videos/play/wwdc2025/226/)
235- [WWDC: Profile, Fix, and Verify — Improve App Responsiveness with Instruments](https://developer.apple.com/videos/play/wwdc2026/268/)