Timeline Analysis Overview
What is Timeline Analysis?
Timeline Analysis reconstructs the sequence of events:
1. Identify start of incident
2. Map all events in chronological order
3. Correlate events across systems
4. Identify trigger and contributing factors
5. Understand cascading effects
Benefits:
├── Clear picture of what happened
├── Identify trigger point
├── Understand cascading effects
├── Find correlation between events
└── Prevent future incidents
Timeline Components
Timeline Elements:
├── Time (timestamp)
├── Event (what happened)
├── Source (where it happened)
├── Impact (what was affected)
├── Action (what was done)
└── Result (what was the outcome)
Example Timeline
14:00:00 - Deployment started
14:05:00 - Code deployed to production
14:10:00 - Cache cleared
14:15:00 - Errors start appearing
14:20:00 - Monitoring alerts triggered
14:25:00 - Team notified
14:30:00 - Investigation started
14:35:00 - Root cause identified
14:40:00 - Rollback initiated
14:45:00 - Rollback completed
14:50:00 - System verified
14:55:00 - Incident resolved
Event Reconstruction
Gather Timeline Data
// Collect events from multiple sources
class TimelineCollector
{
public function collectEvents($startTime, $endTime)
{
$events = [];
// Application logs
$events = array_merge($events, $this->getAppLogs($startTime, $endTime));
// Database logs
$events = array_merge($events, $this->getDbLogs($startTime, $endTime));
// Server logs
$events = array_merge($events, $this->getServerLogs($startTime, $endTime));
// Monitoring alerts
$events = array_merge($events, $this->getAlerts($startTime, $endTime));
// Deployment records
$events = array_merge($events, $this->getDeployments($startTime, $endTime));
// Sort by timestamp
usort($events, function($a, $b) {
return $a['timestamp'] - $b['timestamp'];
});
return $events;
}
}
Map Event Sequence
// Create event sequence
class EventSequencer
{
public function sequence($events)
{
$sequence = [];
$previousEvent = null;
foreach ($events as $event) {
$sequenceEvent = [
'timestamp' => $event['timestamp'],
'event' => $event['description'],
'source' => $event['source'],
'impact' => $this->determineImpact($event),
'causality' => $previousEvent ? $this->determineCausality($previousEvent, $event) : null
];
$sequence[] = $sequenceEvent;
$previousEvent = $event;
}
return $sequence;
}
private function determineCausality($prev, $current)
{
// Determine if events are causally related
if ($prev['source'] === $current['source']) {
return 'same_source';
}
if (abs($prev['timestamp'] - $current['timestamp']) < 60) {
return 'temporal';
}
return 'unrelated';
}
}
Cross-System Correlation
Correlate Events Across Systems
// Correlation engine
class EventCorrelator
{
public function correlate($events)
{
$correlated = [];
foreach ($events as $event) {
$key = $this->generateCorrelationKey($event);
if (!isset($correlated[$key])) {
$correlated[$key] = [];
}
$correlated[$key][] = $event;
}
return $correlated;
}
private function generateCorrelationKey($event)
{
// Use request ID, user ID, or order ID
if (isset($event['request_id'])) {
return 'request_' . $event['request_id'];
}
if (isset($event['order_id'])) {
return 'order_' . $event['order_id'];
}
if (isset($event['user_id'])) {
return 'user_' . $event['user_id'];
}
return 'time_' . floor($event['timestamp'] / 60);
}
}
Correlation Examples
Correlation by Request ID:
├── 14:15:00 - Request ABC123 received
├── 14:15:01 - Request ABC123 - MySQL query
├── 14:15:02 - Request ABC123 - Redis cache miss
├── 14:15:03 - Request ABC123 - Payment gateway call
└── 14:15:04 - Request ABC123 - Response sent
Correlation by Order ID:
├── 14:20:00 - Order 456 created
├── 14:20:01 - Order 456 - Payment processed
├── 14:20:02 - Order 456 - Inventory reserved
├── 14:20:03 - Order 456 - Email sent
└── 14:20:04 - Order 456 - Status updated
Correlation by Time Window:
├── 14:15:00-14:16:00 - Multiple errors
├── 14:15:00 - MySQL connection error
├── 14:15:01 - Redis timeout
├── 14:15:02 - Payment gateway error
└── 14:15:03 - Application crash
Identify Patterns
// Pattern detection
class PatternDetector
{
public function detect($events)
{
$patterns = [];
// Detect error spikes
$errorSpike = $this->detectErrorSpike($events);
if ($errorSpike) {
$patterns[] = $errorSpike;
}
// Detect performance degradation
$perfDegradation = $this->detectPerfDegradation($events);
if ($perfDegradation) {
$patterns[] = $perfDegradation;
}
// Detect cascading failures
$cascading = $this->detectCascadingFailures($events);
if ($cascading) {
$patterns[] = $cascading;
}
return $patterns;
}
}
Timeline Documentation
Create Timeline Visualization
# Incident Timeline: INC-1234
## Date: 2025-01-15
## Duration: 14:00 - 14:55 (55 minutes)
## Impact: 20% checkout failures
## Timeline
| Time | Event | Source | Impact |
|------|-------|--------|--------|
| 14:00 | Deployment started | Git | None |
| 14:05 | Code deployed | Deploy | None |
| 14:10 | Cache cleared | Redis | Performance |
| 14:15 | Errors start | App | Users |
| 14:20 | Alerts triggered | Monitoring | Team |
| 14:25 | Team notified | PagerDuty | Response |
| 14:30 | Investigation started | Team | Resolution |
| 14:35 | Root cause found | Analysis | Fix |
| 14:40 | Rollback initiated | Deploy | Fix |
| 14:45 | Rollback completed | Deploy | Resolution |
| 14:50 | System verified | Testing | Confirmation |
| 14:55 | Incident resolved | Team | None |
## Key Events
### Trigger
- 14:05: Code deployment
### Contributing Factors
- 14:10: Cache cleared (removed warm cache)
- 14:15: New code had performance issue
### Resolution
- 14:40: Rollback to previous version
## Lessons Learned
1. Need better pre-deployment testing
2. Cache clearing caused cold start
3. Monitoring detected issue quickly
Document Findings
// Timeline analysis document
class TimelineDocument
{
public function create($timeline, $correlations, $patterns)
{
return [
'summary' => $this->createSummary($timeline),
'timeline' => $timeline,
'correlations' => $correlations,
'patterns' => $patterns,
'trigger' => $this->identifyTrigger($timeline),
'contributing_factors' => $this->identifyContributingFactors($timeline),
'resolution' => $this->identifyResolution($timeline),
'lessons_learned' => $this->extractLessons($timeline, $patterns)
];
}
}
Practice Problems
Create timeline for checkout failure incident from 14:00 to 14:55.
Solution
// Timeline:
// 14:00 - Deployment started
// 14:05 - Code deployed
// 14:10 - Cache cleared
// 14:15 - Errors start
// 14:20 - Alerts triggered
// 14:25 - Team notified
// 14:30 - Investigation started
// 14:35 - Root cause found
// 14:40 - Rollback initiated
// 14:45 - Rollback completed
// 14:50 - System verified
// 14:55 - Incident resolved Quiz
1. What is timeline analysis?
2. What is event correlation?
3. What is the purpose of timeline documentation?
4. What should a timeline include?
Flashcards
Question
Timeline analysis purpose?
Click to reveal answer
Answer
Reconstruct event sequence during incident
Question
Event correlation?
Click to reveal answer
Answer
Link events using request/order/user IDs
Question
Timeline components?
Click to reveal answer
Answer
Time, Event, Source, Impact, Action, Result
Question
Timeline documentation goal?
Click to reveal answer
Answer
Understand incident, prevent recurrence
Question
Key timeline elements?
Click to reveal answer
Answer
Trigger, contributing factors, resolution, lessons
Revision Notes
Key Takeaways
- 1. Timeline: Reconstruct event sequence
- 2. Correlation: Link events across systems
- 3. Components: Time, Event, Source, Impact, Action
- 4. Documentation: Trigger, factors, resolution, lessons
- 5. Goal: Understand incident, prevent recurrence
Interview Tips
- • Explain timeline analysis process
- • Discuss correlation techniques
- • Know documentation best practices
- • Understand pattern detection
Cheat Sheet
Timeline Analysis
- Purpose: Reconstruct event sequence
- Correlation: Link by request/order/user ID
- Components: Time, Event, Source, Impact, Action
- Document: Trigger, factors, resolution, lessons
- Goal: Understand, prevent recurrence