Overview
Add application metrics to track performance, cache hit rates, and usage patterns for production monitoring.
Current State
- No metrics collection
- No monitoring instrumentation
- Performance characteristics unknown in production
- Cache effectiveness unmeasured
Proposed Metrics
1. Cache Metrics
public class CacheMetrics {
private final AtomicLong hits = new AtomicLong(0);
private final AtomicLong misses = new AtomicLong(0);
private final AtomicLong evictions = new AtomicLong(0);
public double getHitRate() {
long total = hits.get() + misses.get();
return total == 0 ? 0 : (double) hits.get() / total;
}
}
2. HTTP Metrics
- Request count by operation (list/delete/stats)
- Response times (p50, p95, p99)
- Retry count
- Error rate
3. Repository Metrics
- Components listed
- Components deleted
- Average component size
- Largest operations
Implementation Options
Option 1: Micrometer (Recommended)
Industry-standard metrics library with minimal overhead:
<dependency>
<groupId>io.micrometer</groupId>
<artifactId>micrometer-core</artifactId>
<version>1.12.0</version>
</dependency>
// In NexusClient
private final MeterRegistry registry = new SimpleMeterRegistry();
private final Counter cacheHits = registry.counter("jnexus.cache.hits");
private final Counter cacheMisses = registry.counter("jnexus.cache.misses");
// On cache hit
cacheHits.increment();
// On cache miss
cacheMisses.increment();
Option 2: Dropwizard Metrics
Lightweight alternative:
<dependency>
<groupId>io.dropwizard.metrics</groupId>
<artifactId>metrics-core</artifactId>
<version>4.2.25</version>
</dependency>
Option 3: Custom Metrics
Minimal implementation using AtomicLong for counters.
Export Options
For CLI:
- Print to console with
--metrics flag
- Write to JSON file
For GUI:
- Display in status bar
- Add "Metrics" menu item
For Production:
- Export to Prometheus
- Export to StatsD
- Write to log file
Example CLI Output
$ ./jnexus.sh stats my-repo --metrics
Repository Statistics: my-repo
=====================================
Total Components: 1,234
Total Size: 15.2 GB
Performance Metrics:
=====================================
Cache Hit Rate: 87.3%
Avg Response Time: 245ms
HTTP Requests: 45
Retries: 2 (4.4%)
Components/sec: 27.4
Benefits
- Identify performance bottlenecks
- Measure cache effectiveness
- Track production usage patterns
- Inform optimization decisions
- Demonstrate value ("Saved X API calls via caching")
Overhead
- Micrometer: <1% performance impact
- Negligible memory footprint
- Can be disabled with flag
Priority
Low - Not blocking, but valuable for production deployments
Related
Overview
Add application metrics to track performance, cache hit rates, and usage patterns for production monitoring.
Current State
Proposed Metrics
1. Cache Metrics
2. HTTP Metrics
3. Repository Metrics
Implementation Options
Option 1: Micrometer (Recommended)
Industry-standard metrics library with minimal overhead:
Option 2: Dropwizard Metrics
Lightweight alternative:
Option 3: Custom Metrics
Minimal implementation using AtomicLong for counters.
Export Options
For CLI:
--metricsflagFor GUI:
For Production:
Example CLI Output
Benefits
Overhead
Priority
Low - Not blocking, but valuable for production deployments
Related