Problem
Manual checking cycles introduced delay and inconsistency. Important posting changes could be missed between checks, while repeated alerts created noise and reduced trust in the signal.
//PROJECT 02
Real-Time Monitoring Workflow
This workflow was designed to monitor selected websites for new posting events and deliver actionable alerts. The focus was reliability, deduplication, and clear operator-friendly outputs instead of noisy event streams.
Constraints
- Target pages changed structure and load behavior over time
- Alert volume needed strict deduplication and priority logic
- Workflow had to remain lightweight and static-hosting friendly for outputs
Approach
I treated monitoring as a stateful process: capture current state, compare with previous state, classify meaningful deltas, then publish only high-value alerts. This kept signal high and operational noise low.
Implementation
- Scheduled periodic checks with deterministic collection ordering
- Used browser automation where pages required runtime rendering
- Stored item fingerprints and timestamps for change detection
- Implemented dedup windows and keyword-based priority routing
- Output concise alert summaries for rapid triage
Result
The system improved response speed to newly relevant events and removed large amounts of repetitive checking effort. The resulting stream was easier to trust because repeated/low-value noise was filtered out.
What I Would Improve Next
- Add alert health metrics (precision proxy, delay distribution, false-positive review)
- Add escalation routing by role type and location preference
- Introduce simple web UI controls for monitor tuning and source toggles