528 lines
12 KiB
Markdown
528 lines
12 KiB
Markdown
---
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name: debugging-strategies
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description: Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or technology stack. Use when investigating bugs, performance issues, or unexpected behavior.
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---
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# Debugging Strategies
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Transform debugging from frustrating guesswork into systematic problem-solving with proven strategies, powerful tools, and methodical approaches.
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## When to Use This Skill
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- Tracking down elusive bugs
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- Investigating performance issues
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- Understanding unfamiliar codebases
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- Debugging production issues
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- Analyzing crash dumps and stack traces
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- Profiling application performance
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- Investigating memory leaks
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- Debugging distributed systems
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## Core Principles
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### 1. The Scientific Method
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**1. Observe**: What's the actual behavior?
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**2. Hypothesize**: What could be causing it?
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**3. Experiment**: Test your hypothesis
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**4. Analyze**: Did it prove/disprove your theory?
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**5. Repeat**: Until you find the root cause
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### 2. Debugging Mindset
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**Don't Assume:**
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- "It can't be X" - Yes it can
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- "I didn't change Y" - Check anyway
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- "It works on my machine" - Find out why
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**Do:**
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- Reproduce consistently
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- Isolate the problem
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- Keep detailed notes
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- Question everything
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- Take breaks when stuck
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### 3. Rubber Duck Debugging
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Explain your code and problem out loud (to a rubber duck, colleague, or yourself). Often reveals the issue.
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## Systematic Debugging Process
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### Phase 1: Reproduce
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```markdown
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## Reproduction Checklist
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1. **Can you reproduce it?**
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- Always? Sometimes? Randomly?
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- Specific conditions needed?
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- Can others reproduce it?
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2. **Create minimal reproduction**
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- Simplify to smallest example
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- Remove unrelated code
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- Isolate the problem
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3. **Document steps**
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- Write down exact steps
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- Note environment details
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- Capture error messages
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```
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### Phase 2: Gather Information
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```markdown
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## Information Collection
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1. **Error Messages**
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- Full stack trace
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- Error codes
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- Console/log output
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2. **Environment**
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- OS version
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- Language/runtime version
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- Dependencies versions
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- Environment variables
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3. **Recent Changes**
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- Git history
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- Deployment timeline
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- Configuration changes
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4. **Scope**
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- Affects all users or specific ones?
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- All browsers or specific ones?
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- Production only or also dev?
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```
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### Phase 3: Form Hypothesis
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```markdown
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## Hypothesis Formation
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Based on gathered info, ask:
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1. **What changed?**
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- Recent code changes
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- Dependency updates
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- Infrastructure changes
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2. **What's different?**
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- Working vs broken environment
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- Working vs broken user
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- Before vs after
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3. **Where could this fail?**
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- Input validation
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- Business logic
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- Data layer
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- External services
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```
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### Phase 4: Test & Verify
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```markdown
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## Testing Strategies
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1. **Binary Search**
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- Comment out half the code
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- Narrow down problematic section
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- Repeat until found
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2. **Add Logging**
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- Strategic console.log/print
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- Track variable values
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- Trace execution flow
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3. **Isolate Components**
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- Test each piece separately
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- Mock dependencies
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- Remove complexity
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4. **Compare Working vs Broken**
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- Diff configurations
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- Diff environments
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- Diff data
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```
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## Debugging Tools
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### JavaScript/TypeScript Debugging
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```typescript
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// Chrome DevTools Debugger
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function processOrder(order: Order) {
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debugger; // Execution pauses here
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const total = calculateTotal(order);
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console.log('Total:', total);
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// Conditional breakpoint
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if (order.items.length > 10) {
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debugger; // Only breaks if condition true
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}
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return total;
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}
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// Console debugging techniques
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console.log('Value:', value); // Basic
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console.table(arrayOfObjects); // Table format
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console.time('operation'); /* code */ console.timeEnd('operation'); // Timing
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console.trace(); // Stack trace
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console.assert(value > 0, 'Value must be positive'); // Assertion
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// Performance profiling
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performance.mark('start-operation');
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// ... operation code
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performance.mark('end-operation');
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performance.measure('operation', 'start-operation', 'end-operation');
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console.log(performance.getEntriesByType('measure'));
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```
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**VS Code Debugger Configuration:**
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```json
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// .vscode/launch.json
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{
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"version": "0.2.0",
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"configurations": [
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{
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"type": "node",
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"request": "launch",
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"name": "Debug Program",
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"program": "${workspaceFolder}/src/index.ts",
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"preLaunchTask": "tsc: build - tsconfig.json",
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"outFiles": ["${workspaceFolder}/dist/**/*.js"],
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"skipFiles": ["<node_internals>/**"]
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},
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{
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"type": "node",
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"request": "launch",
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"name": "Debug Tests",
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"program": "${workspaceFolder}/node_modules/jest/bin/jest",
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"args": ["--runInBand", "--no-cache"],
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"console": "integratedTerminal"
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}
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]
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}
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```
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### Python Debugging
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```python
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# Built-in debugger (pdb)
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import pdb
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def calculate_total(items):
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total = 0
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pdb.set_trace() # Debugger starts here
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for item in items:
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total += item.price * item.quantity
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return total
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# Breakpoint (Python 3.7+)
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def process_order(order):
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breakpoint() # More convenient than pdb.set_trace()
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# ... code
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# Post-mortem debugging
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try:
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risky_operation()
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except Exception:
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import pdb
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pdb.post_mortem() # Debug at exception point
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# IPython debugging (ipdb)
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from ipdb import set_trace
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set_trace() # Better interface than pdb
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# Logging for debugging
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import logging
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logging.basicConfig(level=logging.DEBUG)
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logger = logging.getLogger(__name__)
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def fetch_user(user_id):
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logger.debug(f'Fetching user: {user_id}')
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user = db.query(User).get(user_id)
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logger.debug(f'Found user: {user}')
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return user
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# Profile performance
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import cProfile
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import pstats
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cProfile.run('slow_function()', 'profile_stats')
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stats = pstats.Stats('profile_stats')
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stats.sort_stats('cumulative')
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stats.print_stats(10) # Top 10 slowest
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```
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### Go Debugging
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```go
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// Delve debugger
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// Install: go install github.com/go-delve/delve/cmd/dlv@latest
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// Run: dlv debug main.go
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import (
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"fmt"
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"runtime"
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"runtime/debug"
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)
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// Print stack trace
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func debugStack() {
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debug.PrintStack()
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}
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// Panic recovery with debugging
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func processRequest() {
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defer func() {
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if r := recover(); r != nil {
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fmt.Println("Panic:", r)
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debug.PrintStack()
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}
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}()
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// ... code that might panic
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}
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// Memory profiling
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import _ "net/http/pprof"
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// Visit http://localhost:6060/debug/pprof/
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// CPU profiling
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import (
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"os"
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"runtime/pprof"
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)
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f, _ := os.Create("cpu.prof")
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pprof.StartCPUProfile(f)
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defer pprof.StopCPUProfile()
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// ... code to profile
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```
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## Advanced Debugging Techniques
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### Technique 1: Binary Search Debugging
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```bash
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# Git bisect for finding regression
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git bisect start
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git bisect bad # Current commit is bad
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git bisect good v1.0.0 # v1.0.0 was good
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# Git checks out middle commit
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# Test it, then:
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git bisect good # if it works
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git bisect bad # if it's broken
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# Continue until bug found
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git bisect reset # when done
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```
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### Technique 2: Differential Debugging
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Compare working vs broken:
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```markdown
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## What's Different?
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| Aspect | Working | Broken |
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|--------------|-----------------|-----------------|
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| Environment | Development | Production |
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| Node version | 18.16.0 | 18.15.0 |
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| Data | Empty DB | 1M records |
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| User | Admin | Regular user |
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| Browser | Chrome | Safari |
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| Time | During day | After midnight |
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Hypothesis: Time-based issue? Check timezone handling.
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```
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### Technique 3: Trace Debugging
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```typescript
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// Function call tracing
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function trace(target: any, propertyKey: string, descriptor: PropertyDescriptor) {
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const originalMethod = descriptor.value;
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descriptor.value = function(...args: any[]) {
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console.log(`Calling ${propertyKey} with args:`, args);
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const result = originalMethod.apply(this, args);
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console.log(`${propertyKey} returned:`, result);
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return result;
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};
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return descriptor;
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}
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class OrderService {
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@trace
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calculateTotal(items: Item[]): number {
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return items.reduce((sum, item) => sum + item.price, 0);
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}
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}
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```
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### Technique 4: Memory Leak Detection
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```typescript
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// Chrome DevTools Memory Profiler
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// 1. Take heap snapshot
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// 2. Perform action
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// 3. Take another snapshot
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// 4. Compare snapshots
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// Node.js memory debugging
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if (process.memoryUsage().heapUsed > 500 * 1024 * 1024) {
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console.warn('High memory usage:', process.memoryUsage());
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// Generate heap dump
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require('v8').writeHeapSnapshot();
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}
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// Find memory leaks in tests
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let beforeMemory: number;
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beforeEach(() => {
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beforeMemory = process.memoryUsage().heapUsed;
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});
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afterEach(() => {
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const afterMemory = process.memoryUsage().heapUsed;
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const diff = afterMemory - beforeMemory;
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if (diff > 10 * 1024 * 1024) { // 10MB threshold
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console.warn(`Possible memory leak: ${diff / 1024 / 1024}MB`);
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}
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});
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```
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## Debugging Patterns by Issue Type
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### Pattern 1: Intermittent Bugs
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```markdown
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## Strategies for Flaky Bugs
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1. **Add extensive logging**
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- Log timing information
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- Log all state transitions
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- Log external interactions
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2. **Look for race conditions**
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- Concurrent access to shared state
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- Async operations completing out of order
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- Missing synchronization
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3. **Check timing dependencies**
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- setTimeout/setInterval
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- Promise resolution order
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- Animation frame timing
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4. **Stress test**
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- Run many times
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- Vary timing
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- Simulate load
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```
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### Pattern 2: Performance Issues
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```markdown
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## Performance Debugging
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1. **Profile first**
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- Don't optimize blindly
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- Measure before and after
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- Find bottlenecks
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2. **Common culprits**
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- N+1 queries
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- Unnecessary re-renders
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- Large data processing
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- Synchronous I/O
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3. **Tools**
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- Browser DevTools Performance tab
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- Lighthouse
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- Python: cProfile, line_profiler
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- Node: clinic.js, 0x
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```
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### Pattern 3: Production Bugs
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```markdown
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## Production Debugging
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1. **Gather evidence**
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- Error tracking (Sentry, Bugsnag)
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- Application logs
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- User reports
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- Metrics/monitoring
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2. **Reproduce locally**
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- Use production data (anonymized)
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- Match environment
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- Follow exact steps
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3. **Safe investigation**
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- Don't change production
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- Use feature flags
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- Add monitoring/logging
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- Test fixes in staging
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```
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## Best Practices
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1. **Reproduce First**: Can't fix what you can't reproduce
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2. **Isolate the Problem**: Remove complexity until minimal case
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3. **Read Error Messages**: They're usually helpful
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4. **Check Recent Changes**: Most bugs are recent
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5. **Use Version Control**: Git bisect, blame, history
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6. **Take Breaks**: Fresh eyes see better
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7. **Document Findings**: Help future you
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8. **Fix Root Cause**: Not just symptoms
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## Common Debugging Mistakes
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- **Making Multiple Changes**: Change one thing at a time
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- **Not Reading Error Messages**: Read the full stack trace
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- **Assuming It's Complex**: Often it's simple
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- **Debug Logging in Prod**: Remove before shipping
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- **Not Using Debugger**: console.log isn't always best
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- **Giving Up Too Soon**: Persistence pays off
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- **Not Testing the Fix**: Verify it actually works
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## Quick Debugging Checklist
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```markdown
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## When Stuck, Check:
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- [ ] Spelling errors (typos in variable names)
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- [ ] Case sensitivity (fileName vs filename)
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- [ ] Null/undefined values
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- [ ] Array index off-by-one
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- [ ] Async timing (race conditions)
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- [ ] Scope issues (closure, hoisting)
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- [ ] Type mismatches
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- [ ] Missing dependencies
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- [ ] Environment variables
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- [ ] File paths (absolute vs relative)
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- [ ] Cache issues (clear cache)
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- [ ] Stale data (refresh database)
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```
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## Resources
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- **references/debugging-tools-guide.md**: Comprehensive tool documentation
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- **references/performance-profiling.md**: Performance debugging guide
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- **references/production-debugging.md**: Debugging live systems
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- **assets/debugging-checklist.md**: Quick reference checklist
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- **assets/common-bugs.md**: Common bug patterns
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- **scripts/debug-helper.ts**: Debugging utility functions
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