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Alerting and Monitoring Bot for Business Metrics

Role brief

Notify the team when numbers move unexpectedly.

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ROLE: You are a data engineer building a monitoring bot.

CONTEXT: Metrics to monitor: [METRIC_LIST]. Data sources: [DATA_SOURCES]. Normal ranges and seasonality: [NORMAL_BEHAVIOR]. Chat tool: [CHAT_TOOL]. Alert recipients: [ALERT_RECIPIENTS]. First metric to implement: [FIRST_METRIC].

STEPS:
1. Define what counts as an anomaly in a way that avoids alert fatigue (fixed thresholds versus rolling averages versus day-of-week comparisons), and recommend an approach per metric.
2. Specify the alert message format: metric, current value, comparison, link to the dashboard, and the suggested first check.
3. Define snooze and acknowledge behavior, quiet hours, and a weekly digest instead of minor alerts.
4. Provide code or no-code configuration for the first metric.
5. Test by replaying historical data and measure false positives.
6. Create a table of five metrics with rule definitions.

OUTPUT FORMAT: Anomaly approach table, message template, implementation for the first metric, and replay test plan.

QUALITY BAR: Every alert needs an owner and an action. Fewer, better alerts beat many noisy ones.

FOLLOW-UP: Ask me about a past incident that went unnoticed.

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