clay-observability（粘土可观测性）

Clay Observability

Overview

Monitor Clay data enrichment pipeline health across four dimensions: credit consumption velocity, enrichment success rates (hit rates), data quality scores, and CRM sync reliability. Clay's credit-based pricing model makes observability essential for cost control.

Prerequisites

• Clay account with table access
• Metrics infrastructure (Prometheus/Grafana, Datadog, or custom)
• Webhook receiver that logs enrichment results
• Understanding of your enrichment column configuration

Instructions

Step 1: Instrument Your Clay Webhook Handler

// src/clay/metrics.ts — collect metrics from enriched data flowing back from Clay
interface ClayMetrics {
  enrichmentsReceived: number;
  enrichmentsWithEmail: number;
  enrichmentsWithCompany: number;
  enrichmentsWithPhone: number;
  estimatedCreditsUsed: number;
  averageICPScore: number;
  leadsTier: { A: number; B: number; C: number; D: number };
}

class ClayMetricsCollector {
  private metrics: ClayMetrics = {
    enrichmentsReceived: 0,
    enrichmentsWithEmail: 0,
    enrichmentsWithCompany: 0,
    enrichmentsWithPhone: 0,
    estimatedCreditsUsed: 0,
    averageICPScore: 0,
    leadsTier: { A: 0, B: 0, C: 0, D: 0 },
  };
  private scoreSum = 0;

  record(lead: Record<string, any>, creditsPerRow: number = 6) {
    this.metrics.enrichmentsReceived++;
    if (lead.work_email) this.metrics.enrichmentsWithEmail++;
    if (lead.company_name) this.metrics.enrichmentsWithCompany++;
    if (lead.phone_number) this.metrics.enrichmentsWithPhone++;
    this.metrics.estimatedCreditsUsed += creditsPerRow;

    const score = lead.icp_score || 0;
    this.scoreSum += score;
    this.metrics.averageICPScore = this.scoreSum / this.metrics.enrichmentsReceived;

    if (score >= 80) this.metrics.leadsTier.A++;
    else if (score >= 60) this.metrics.leadsTier.B++;
    else if (score >= 40) this.metrics.leadsTier.C++;
    else this.metrics.leadsTier.D++;
  }

  getReport(): string {
    const m = this.metrics;
    const emailRate = m.enrichmentsReceived > 0
      ? ((m.enrichmentsWithEmail / m.enrichmentsReceived) * 100).toFixed(1)
      : '0';
    const companyRate = m.enrichmentsReceived > 0
      ? ((m.enrichmentsWithCompany / m.enrichmentsReceived) * 100).toFixed(1)
      : '0';

    return [
      `=== Clay Enrichment Report ===`,
      `Total processed: ${m.enrichmentsReceived}`,
      `Email find rate: ${emailRate}%`,
      `Company match rate: ${companyRate}%`,
      `Avg ICP score: ${m.averageICPScore.toFixed(1)}`,
      `Lead distribution: A=${m.leadsTier.A} B=${m.leadsTier.B} C=${m.leadsTier.C} D=${m.leadsTier.D}`,
      `Estimated credits used: ${m.estimatedCreditsUsed}`,
      `Cost per email found: ${(m.estimatedCreditsUsed / Math.max(m.enrichmentsWithEmail, 1)).toFixed(1)} credits`,
    ].join('\n');
  }
}

Step 2: Set Up Prometheus Metrics (Optional)

// src/clay/prometheus-metrics.ts
import { Counter, Gauge, Histogram } from 'prom-client';

// Counters
const clayEnrichmentsTotal = new Counter({
  name: 'clay_enrichments_total',
  help: 'Total enrichments received from Clay',
  labelNames: ['table', 'status'],
});

const clayCreditsUsed = new Counter({
  name: 'clay_credits_used_total',
  help: 'Estimated Clay credits consumed',
  labelNames: ['table', 'enrichment_type'],
});

// Gauges
const clayHitRate = new Gauge({
  name: 'clay_enrichment_hit_rate',
  help: 'Enrichment hit rate percentage',
  labelNames: ['table', 'field'],
});

const clayCreditBalance = new Gauge({
  name: 'clay_credit_balance',
  help: 'Remaining Clay credits',
});

const clayICPScore = new Histogram({
  name: 'clay_icp_score',
  help: 'Distribution of ICP scores',
  buckets: [20, 40, 60, 80, 100],
  labelNames: ['table'],
});

// Record enrichment
function recordEnrichment(table: string, lead: Record<string, any>) {
  clayEnrichmentsTotal.inc({ table, status: lead.work_email ? 'enriched' : 'empty' });
  clayCreditsUsed.inc({ table, enrichment_type: 'waterfall' }, 6);
  clayICPScore.observe({ table }, lead.icp_score || 0);
}

Step 3: Configure Alerting Rules

# prometheus/clay-alerts.yml
groups:
  - name: clay-enrichment
    rules:
      - alert: ClayCreditBurnHigh
        expr: rate(clay_credits_used_total[1h]) > 200
        for: 15m
        labels:
          severity: warning
        annotations:
          summary: "Clay credit burn rate > 200/hour. Monthly projection: {{ $value | humanize }} credits"

      - alert: ClayLowEmailHitRate
        expr: clay_enrichment_hit_rate{field="email"} < 40
        for: 30m
        labels:
          severity: warning
        annotations:
          summary: "Email find rate below 40% on table {{ $labels.table }}. Check input data quality."

      - alert: ClayCreditBalanceLow
        expr: clay_credit_balance < 500
        labels:
          severity: critical
        annotations:
          summary: "Clay credit balance below 500. Enrichments will stop when credits run out."

      - alert: ClayWebhookFailureRate
        expr: rate(clay_enrichments_total{status="error"}[15m]) > 0.1
        labels:
          severity: warning
        annotations:
          summary: "Clay webhook callback failure rate > 10%"

Step 4: Build a Dashboard

Key panels for a Clay observability dashboard:

dashboard_panels:
  row_1:
    - name: "Credit Balance"
      type: gauge
      metric: clay_credit_balance
      thresholds: [500, 1000, 5000]

    - name: "Credits Used Today"
      type: stat
      metric: increase(clay_credits_used_total[24h])

    - name: "Email Hit Rate"
      type: gauge
      metric: clay_enrichment_hit_rate{field="email"}
      thresholds: [40, 60, 80]

  row_2:
    - name: "Credit Burn Rate (hourly)"
      type: timeseries
      metric: rate(clay_credits_used_total[1h])

    - name: "ICP Score Distribution"
      type: histogram
      metric: clay_icp_score

  row_3:
    - name: "Lead Tier Breakdown"
      type: piechart
      metric: clay_enrichments_total by (tier)

    - name: "Cost per Enriched Lead"
      type: stat
      metric: clay_credits_used_total / clay_enrichments_total{status="enriched"}

Step 5: Daily Summary Report

// src/clay/daily-report.ts — generate daily enrichment summary
function generateDailyReport(collector: ClayMetricsCollector): void {
  console.log(collector.getReport());

  // Post to Slack
  if (process.env.SLACK_WEBHOOK_URL) {
    fetch(process.env.SLACK_WEBHOOK_URL, {
      method: 'POST',
      headers: { 'Content-Type': 'application/json' },
      body: JSON.stringify({
        text: `*Daily Clay Enrichment Report*\n\`\`\`\n${collector.getReport()}\n\`\`\``,
      }),
    }).catch(console.error);
  }
}

Error Handling

Resources

• Prometheus Client Libraries
• Grafana Dashboard Examples
• Clay University -- Actions & Data Credits

Next Steps

For incident response, see clay-incident-runbook.