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Earnings Calendar Scraper 📆

Bulk scraper focused on earnings-related data. It collects earnings calendars, upcoming earnings dates, and earnings history, then normalizes event times to UTC when possible and generates lightweight alerts.

✅ What You Get

• Earnings calendar: Raw calendar fields from the provider.
• Upcoming earnings dates: Structured rows of scheduled earnings dates.
• Earnings history: Historical EPS data when available.
• Normalized events: Standardized event types with UTC conversion when possible.
• Alerts: “Earnings week” flags and surprise/beat‑miss trend summary.

📦 Output Structure (per symbol)

{
"symbol":"AAPL",
"scraped_at":"2026-01-30T12:00:00+00:00",
"earnings":{
"calendar_raw":{"Earnings Date":["2026-02-01T00:00:00-05:00"]},
"calendar_events":[
{
"type":"earnings_date",
"source":"calendar",
"source_field":"Earnings Date",
"date":"2026-02-01T00:00:00-05:00",
"date_utc":"2026-02-01T05:00:00+00:00",
"date_utc_assumed":false
}
],
"earnings_dates_request":{"limit":12,"offset":0},
"earnings_dates":[
{"Earnings Date":"2026-02-01T00:00:00-05:00","EPS Estimate":2.10}
],
"earnings_dates_events":[
{
"type":"earnings_date",
"source":"earnings_dates",
"source_field":"Earnings Date",
"date":"2026-02-01T00:00:00-05:00",
"date_utc":"2026-02-01T05:00:00+00:00",
"date_utc_assumed":false
}
],
"earnings_history":[
{"quarter":"2025-11-01T00:00:00-04:00","epsActual":2.22,"epsEstimate":2.10}
],
"events":[
{
"type":"earnings_date",
"source":"calendar",
"source_field":"Earnings Date",
"date":"2026-02-01T00:00:00-05:00",
"date_utc":"2026-02-01T05:00:00+00:00",
"date_utc_assumed":false
}
],
"alerts":{
"earnings_week":{
"window_days":7,
"count":1,
"has_upcoming":true,
"upcoming":[
{
"date":"2026-02-01T00:00:00-05:00",
"date_utc":"2026-02-01T05:00:00+00:00",
"date_utc_assumed":false,
"source":"calendar",
"source_field":"Earnings Date"
}
]
},
"surprise":{
"latest":{"value":5.7,"unit":"percent","based_on":"actual_minus_estimate"},
"previous":{"value":3.2,"unit":"percent","based_on":"surprise_pct"},
"change":2.5
},
"beat_miss_trend_last_4":["beat","beat","miss","beat"]
}
}
}

Notes:

• date_utc_assumed: true means the provider supplied a date without timezone; the scraper assumed UTC for comparison.
• Missing data is expected (availability can vary by ticker).

⚙️ Input

{
"symbols":["AAPL","MSFT","TSLA"],
"earnings_dates_limit":12,
"earnings_dates_offset":0,
"earnings_alert_window_days":7
}

Parameters

• symbols: List of stock symbols (or comma‑separated string).
• earnings_dates_limit: Max rows for earnings dates. Default 12.
• earnings_dates_offset: Offset for earnings dates. Default 0.
• earnings_alert_window_days: Window for “earnings week” alerts. Default 7 days.

Ready to monitor earnings? Click “Try for free” to start.