clari-webhooks-events

# Clari Webhooks & Events ## Overview Clari does not provide real-time webhooks. Instead, build change detection by comparing periodic exports. This skill covers scheduled export diffing, Slack alerts for forecast movements, and Copilot webhook integration. ## Instructions ### Step 1: Forecast Change Detection Pipeline ```python # forecast_monitor.py import json from pathlib import Path from datetime import datetime def detect_changes( current: list[dict], previous: list[dict], threshold_pct: float = 10.0, ) -> list[dict]: prev_map = {e["ownerEmail"]: e for e in previous} changes = [] for entry in current: prev = prev_map.get(entry["ownerEmail"]) if not prev: continue prev_fc = prev["forecastAmount"] curr_fc = entry["forecastAmount"] if prev_fc == 0: continue change_pct = ((curr_fc - prev_fc) / prev_fc) * 100 if abs(change_pct) >= threshold_pct: changes.append({ "rep": entry["ownerName"], "previous": prev_fc, "current": curr_fc, "change_pct": round(change_pct, 1), "direction": "increased" if change_pct > 0 else "decreased", "detected_at": datetime.utcnow().isoformat(), }) return sorted(changes, key=lambda x: abs(x["change_pct"]), reverse=True) def save_snapshot(entries: list[dict], path: str = "data/latest.json"): Path(path).parent.mkdir...