Prometheus Go Code Review
name: prometheus-go-code-review
by anderskev · published 2026-04-01
$ claw add gh:anderskev/anderskev-prometheus-go-code-review---
name: prometheus-go-code-review
description: Reviews Prometheus instrumentation in Go code for proper metric types, labels, and patterns. Use when reviewing code with prometheus/client_golang metrics.
---
# Prometheus Go Code Review
Review Checklist
Metric Type Selection
| Measurement | Type | Example |
|-------------|------|---------|
| Requests processed | Counter | `requests_total` |
| Items in queue | Gauge | `queue_length` |
| Request duration | Histogram | `request_duration_seconds` |
| Concurrent connections | Gauge | `active_connections` |
| Errors since start | Counter | `errors_total` |
| Memory usage | Gauge | `memory_bytes` |
Critical Anti-Patterns
1. High Cardinality Labels
// BAD - unique per user/request
counter := promauto.NewCounterVec(
prometheus.CounterOpts{Name: "requests_total"},
[]string{"user_id", "path"}, // millions of series!
)
counter.WithLabelValues(userID, request.URL.Path).Inc()
// GOOD - bounded label values
counter := promauto.NewCounterVec(
prometheus.CounterOpts{Name: "requests_total"},
[]string{"method", "status_code"}, // <100 series
)
counter.WithLabelValues(r.Method, statusCode).Inc()2. Wrong Metric Type
// BAD - using gauge for monotonic value
requestCount := promauto.NewGauge(prometheus.GaugeOpts{
Name: "http_requests",
})
requestCount.Inc() // should be Counter!
// GOOD
requestCount := promauto.NewCounter(prometheus.CounterOpts{
Name: "http_requests_total",
})
requestCount.Inc()3. Registering Per-Request
// BAD - new metric per request
func handler(w http.ResponseWriter, r *http.Request) {
counter := prometheus.NewCounter(...) // creates new each time!
prometheus.MustRegister(counter) // panics on duplicate!
}
// GOOD - register once
var requestCounter = promauto.NewCounter(prometheus.CounterOpts{
Name: "http_requests_total",
})
func handler(w http.ResponseWriter, r *http.Request) {
requestCounter.Inc()
}4. Missing Unit Suffix
// BAD
duration := promauto.NewHistogram(prometheus.HistogramOpts{
Name: "request_duration", // no unit!
})
// GOOD
duration := promauto.NewHistogram(prometheus.HistogramOpts{
Name: "request_duration_seconds", // unit in name
})Good Patterns
Metric Definition
var (
httpRequests = promauto.NewCounterVec(
prometheus.CounterOpts{
Namespace: "myapp",
Subsystem: "http",
Name: "requests_total",
Help: "Total HTTP requests processed",
},
[]string{"method", "status"},
)
httpDuration = promauto.NewHistogramVec(
prometheus.HistogramOpts{
Namespace: "myapp",
Subsystem: "http",
Name: "request_duration_seconds",
Help: "HTTP request latencies",
Buckets: []float64{.005, .01, .025, .05, .1, .25, .5, 1, 2.5, 5, 10},
},
[]string{"method"},
)
)Middleware Pattern
func metricsMiddleware(next http.Handler) http.Handler {
return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
timer := prometheus.NewTimer(httpDuration.WithLabelValues(r.Method))
defer timer.ObserveDuration()
wrapped := &responseWriter{ResponseWriter: w, status: 200}
next.ServeHTTP(wrapped, r)
httpRequests.WithLabelValues(r.Method, strconv.Itoa(wrapped.status)).Inc()
})
}Exposing Metrics
import "github.com/prometheus/client_golang/prometheus/promhttp"
func main() {
http.Handle("/metrics", promhttp.Handler())
http.ListenAndServe(":9090", nil)
}Review Questions
1. Are metric types correct (Counter vs Gauge vs Histogram)?
2. Are label values bounded (no UUIDs, timestamps, paths)?
3. Do metric names include units (_seconds, _bytes)?
4. Are metrics registered once (not per-request)?
5. Is /metrics endpoint properly exposed?
More tools from the same signal band
Order food/drinks (点餐) on an Android device paired as an OpenClaw node. Uses in-app menu and cart; add goods, view cart, submit order (demo, no real payment).
Sign plugins, rotate agent credentials without losing identity, and publicly attest to plugin behavior with verifiable claims and authenticated transfers.
The philosophical layer for AI agents. Maps behavior to Spinoza's 48 affects, calculates persistence scores, and generates geometric self-reports. Give your...