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Application Monitoring
ASecurityPrometheus metrics and Grafana dashboards for Python apps
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- Added September 10, 2026
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[](https://www.skillsdirectory.com/skills/loopyluci-application-monitoring)---
name: application-monitoring
description: "Prometheus metrics and Grafana dashboards for Python apps"
---
# Application Monitoring
## Prometheus Python Client
```python
from prometheus_client import Counter, Histogram, start_http_server
import time
REQUESTS = Counter("http_requests_total", "Total requests")
LATENCY = Histogram("http_request_duration_seconds", "Request latency")
def handle_request():
REQUESTS.inc()
with LATENCY.time():
time.sleep(0.1)
```
## Start Metrics Endpoint
```python
start_http_server(8000)
# Metrics at http://localhost:8000/metrics
```
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