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**Related issue:** Resolves#40054
# Checklist for submitter
- [ ] Changes file added for user-visible changes in `changes/`,
`orbit/changes/` or `ee/fleetd-chrome/changes`.
- Included in previous PR
## Testing
- [x] Added/updated automated tests
- [x] QA'd all new/changed functionality manually
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## Summary by CodeRabbit
* **Refactor**
* Migrated logging infrastructure from external framework to standard
library structured logging, enabling improved context-aware operations
and error tracking across vulnerability detection and synchronization
workflows.
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