# Scheduled hedge fund alternative data pipeline

**Use case:** 

Schedule a multi-company market intelligence pipeline with hiring deltas, sentiment, filing changes, confidence, and evidence URLs.

## Input

```json
{
  "companies": [
    {
      "ticker": "NET",
      "companyName": "Cloudflare",
      "greenhouseBoardToken": "cloudflare"
    },
    {
      "ticker": "OKTA",
      "companyName": "Okta",
      "greenhouseBoardToken": "okta"
    }
  ],
  "lookbackDays": 7,
  "maxNewsArticles": 50,
  "maxEvidenceItems": 8,
  "weights": {
    "news": 0.4,
    "hiring": 0.35,
    "fundamentals": 0.25
  },
  "snapshotStoreName": "alternative-data-signal-snapshots",
  "snapshotNamespace": "cybersecurity-portfolio",
  "secUserAgent": "MyResearchPipeline/1.0 research@example.com"
}
```

## Output

```json
{
  "ticker": {
    "label": "Ticker"
  },
  "companyName": {
    "label": "Company"
  },
  "cik": {
    "label": "CIK"
  },
  "asOf": {
    "label": "As of"
  },
  "baseline": {
    "label": "Baseline"
  },
  "composite": {
    "label": "Composite"
  },
  "news": {
    "label": "News"
  },
  "hiring": {
    "label": "Hiring"
  },
  "fundamentals": {
    "label": "Fundamentals"
  },
  "evidence": {
    "label": "Evidence"
  },
  "sourceErrors": {
    "label": "Source errors"
  }
}
```

## About this Actor

This example demonstrates how to use [Alternative Data Signal Aggregator](https://apify.com/automation-lab/alternative-data-signal-aggregator) with a specific input configuration. Visit the [Actor detail page](https://apify.com/automation-lab/alternative-data-signal-aggregator) to learn more, explore other use cases, and run it yourself.