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| # Monitoring | |
| This project includes a basic uptime check and Prometheus metrics exposure. | |
| ## Healthcheck (GitHub Action) | |
| - A scheduled GitHub Action (.github/workflows/monitoring-ping.yml) pings the Space health endpoint every 15 minutes. | |
| - If the healthcheck fails, the workflow creates a GitHub issue notifying maintainers. | |
| ## Prometheus metrics | |
| - Backend exposes `/metrics` (Prometheus text format). | |
| - You can configure Prometheus to scrape `https://01ammu-data-cleaning-openenv.hf.space/metrics`. | |
| - A sample Prometheus scrape config is included in `infra/prometheus.yml`. | |
| ## Recommendations | |
| - Configure an alerting/notification channel for critical failures (PagerDuty, Email, Slack). | |
| - Add more detailed application-level metrics (job latency, queue length, errors) via `prometheus_client`. | |
| - Consider adding uptime checks for the frontend after deployment (Vercel URL). | |