# Mine App Review Churn Reasons

**Use case:** 

Turn negative app reviews into ranked churn reasons, release signals, supporting evidence, and recommended fixes.

## Input

```json
{
  "reviews": [],
  "maxReviews": 500,
  "negativeRatingThreshold": 3,
  "recentWindowDays": 180,
  "maxEvidencePerReason": 5,
  "fieldMap": {},
  "includeNormalizedReview": true,
  "includeOriginalReview": false
}
```

## Output

```json
{
  "recordType": {
    "label": "Record type",
    "format": "text"
  },
  "appName": {
    "label": "App",
    "format": "text"
  },
  "reasonLabel": {
    "label": "Churn reason",
    "format": "text"
  },
  "version": {
    "label": "Review version",
    "format": "text"
  },
  "rating": {
    "label": "Rating",
    "format": "number"
  },
  "severity": {
    "label": "Severity",
    "format": "number"
  },
  "reviewCount": {
    "label": "Reviews",
    "format": "number"
  },
  "topAffectedVersion": {
    "label": "Top version",
    "format": "text"
  },
  "priorityScore": {
    "label": "Priority",
    "format": "number"
  },
  "confidence": {
    "label": "Confidence",
    "format": "number"
  },
  "recommendedFix": {
    "label": "Recommended fix",
    "format": "text"
  },
  "evidence": {
    "label": "Evidence",
    "format": "object"
  }
}
```

## About this Actor

This example demonstrates how to use [App Churn Reason Miner](https://apify.com/gifted_wagon/app-churn-reason-miner) with a specific input configuration. Visit the [Actor detail page](https://apify.com/gifted_wagon/app-churn-reason-miner) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
This Task's input is already configured above — use it as-is rather than inventing a new one.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — the [REST API](https://docs.apify.com/api/v2.md).

For full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/gifted_wagon/app-churn-reason-miner.md

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).