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2714 Common Issue Patterns 6b1063fb
ASecurity**Symptoms:** - Errors started immediately after deployment - New error types not seen before - Affected release matches latest deploy
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- Added October 11, 2026
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[](https://www.skillsdirectory.com/skills/tools-only-2714-common-issue-patterns-6b1063fb)# Common Issue Patterns
## Common Issue Patterns
### Pattern 1: Deployment-Related Spike
**Symptoms:**
- Errors started immediately after deployment
- New error types not seen before
- Affected release matches latest deploy
**Resolution:**
1. Check commit associated with release
2. Rollback if critical
3. Hotfix if minor
### Pattern 2: Third-Party Service Failure
**Symptoms:**
- Network/timeout errors
- Errors reference external API
- Multiple users, single failure point
**Resolution:**
1. Check third-party status page
2. Enable fallback/cache if available
3. Add circuit breaker
4. Contact vendor if needed
### Pattern 3: Data/State Corruption
**Symptoms:**
- Unexpected null values
- Type errors
- Specific to certain users/records
**Resolution:**
1. Identify affected records
2. Check data migration history
3. Fix corrupted data
4. Add validation
### Pattern 4: Resource Exhaustion
**Symptoms:**
- Memory/timeout errors
- Gradual degradation
- Affects all users eventually
**Resolution:**
1. Check resource metrics
2. Identify memory leaks
3. Scale horizontally
4. Optimize resource usageAttribution
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