# Google Play ASO Scraper — Reviews, Rankings, Competitors (`nomad-agent/google-play-aso-scraper`) Actor

All-in-one Google Play intelligence: app details + ratings histogram, reviews (star/date filters), keyword rankings with ASO popularity/difficulty/opportunity scores, top charts, similar-apps competitor maps, permissions, install & revenue estimates. Multi-country batching, no login/proxies/browser.

- **URL**: https://apify.com/nomad-agent/google-play-aso-scraper.md
- **Developed by:** [Nomad.Dev](https://apify.com/nomad-agent) (community)
- **Categories:** SEO tools, Marketing, Developer tools
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $3.40 / 1,000 app data results

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## 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.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

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).


# README

## Google Play ASO Scraper — Reviews, Rankings, Competitors

All-in-one Google Play intelligence for App Store Optimization: full app details with ratings histogram and install / revenue estimates, paginated reviews with sort / star / date-range filters, keyword search rankings with ASO popularity / difficulty / opportunity scores, top charts per category and country, similar-apps competitor mapping, and app permissions — all optionally batched across multiple store countries in one run. No login, no proxies, no browser.

### What Google Play data does this scraper extract?

Six modes, one Actor. Every item carries `type` and `appId`, so you can mix runs in one pipeline.

| Mode | What you get |
|---|---|
| `app-details` | Full metadata per app: title, developer, score, ratings count, installs, price, IAP, content rating, release/update dates, description, category — plus the **ratings histogram** (1–5 star counts and percentages) and **install / revenue estimates** (`installsEstimate`, `revenueEstimate`) |
| `reviews` | Reviews with automatic pagination: text, score, thumbs-up count, app version, date, developer reply. Sort by newest / rating / relevance, filter to a single star rating and/or a `reviewsNewerThan` date cutoff |
| `search` | Ranked search results per keyword — track where you and competitors rank, and get **ASO keyword scores** on every result: `popularityScore`, `difficultyScore`, `opportunityScore` (0–100), plus `resultsCount` and `avgScore` |
| `top-charts` | Top free / top paid / top grossing for any category (`APPLICATION`, `GAME`, `FINANCE`, `HEALTH_AND_FITNESS`, …) and country |
| `similar-apps` | Apps the Play Store shows next to a given app — instant competitor map, with "similar" vs "more by developer" relation |
| `permissions` | Every Android permission an app requests, grouped by category (Location, Camera, Contacts, …), with group and total counts |

### Input

| Field | Type | Notes |
|---|---|---|
| `mode` | select | `app-details` (default), `reviews`, `search`, `top-charts`, `similar-apps`, `permissions` |
| `appIds` | list | Package names (`com.spotify.music`) or full Play Store URLs — for details / reviews / similar / permissions |
| `searchQueries` | list | Keywords for `search` mode |
| `language` | string | Store locale (`hl`), default `en` |
| `country` | string | Store country (`gl`), default `us`. Ignored if `countries` (below) is a non-empty list |
| `countries` | list | Run the selected mode once per store country in one run (e.g. `["us", "gb", "de"]`). Non-empty `countries` takes precedence over the singular `country`. Every output record gets a `country` field either way, so downstream consumers see one consistent field regardless of which one you used. Multiplies cost roughly N× |
| `reviewsSort` | select | `newest` (default), `rating`, `relevance`. Forced to `newest` whenever `reviewsNewerThan` is set |
| `reviewsFilterScore` | 0–5 | Only reviews with this star rating; 0 = all |
| `reviewsNewerThan` | date (`YYYY-MM-DD`) | Only reviews posted on/after this date (reviews mode). Reviews are fetched newest-first and fetching stops as soon as an older review is seen — composes with `maxReviewsPerApp` below: **whichever limit is hit first wins.** Empty = no date filter |
| `maxReviewsPerApp` | int | Default 200; pagination is automatic. Stops at whichever limit is hit first: this count, or the `reviewsNewerThan` cutoff |
| `topChartsCollection` | select | `TOP_FREE`, `TOP_PAID`, `GROSSING` |
| `topChartsCategory` | string | `APPLICATION`, `GAME`, or a specific category id |
| `maxResults` | int | Per query / chart / similar lookup (search max 30, charts max 500) |
| `fullDetail` | bool | Enrich search / chart / similar items with the full app record |
| `maxItems` | int | Hard cap on total output across the whole run (all countries combined). Default **100**. Each item is billed at $0.004 — e.g. 500 items ≈ $2.05. 0 = no cap (use with caution) |
| `concurrency` | int (Advanced) | Parallel app-page fetches, default 4, max 8. Leave at default unless you have a reason to change it |

### How to scrape Google Play reviews and rankings with this Actor

1. Pick a **mode** and fill in `appIds` or `searchQueries`.
2. Set `country`/`language` for the store front you care about.
3. Run and export JSON, CSV or Excel — or call it over the API:

```python
from apify_client import ApifyClient

client = ApifyClient("<YOUR_APIFY_TOKEN>")
run = client.actor("nomad-agent/google-play-aso-scraper").call(run_input={
    "mode": "reviews",
    "appIds": ["com.spotify.music"],
    "reviewsFilterScore": 1,
    "reviewsNewerThan": "2026-06-15",   # e.g. your last release date
    "maxReviewsPerApp": 500,
})
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item["score"], "|", item["at"], "|", item["content"][:80])
````

```bash
curl -X POST \
  "https://api.apify.com/v2/acts/nomad-agent~google-play-aso-scraper/run-sync-get-dataset-items?token=<YOUR_APIFY_TOKEN>" \
  -H "Content-Type: application/json" \
  -d '{"mode": "app-details", "appIds": ["com.spotify.music", "com.duolingo"]}'
```

### Output example

Every item, in every mode, carries a `country` field — the store front it was fetched from. In a single-country run that's just your `country` input echoed back; in a `countries` batch run it tells you which of the N countries produced that record.

`app-details` item:

```json
{
  "type": "app",
  "appId": "com.spotify.music",
  "country": "us",
  "title": "Spotify: Music and Podcasts",
  "developer": "Spotify AB",
  "score": 4.33,
  "ratings": 35851935,
  "installs": "1,000,000,000+",
  "realInstalls": 2143548419,
  "free": true,
  "genre": "Music & Audio",
  "contentRating": "Teen",
  "ratingsHistogram": {"1": 3719223, "2": 1084262, "3": 1329664, "4": 3060904, "5": 26657859},
  "ratingsHistogramPct": {"1": 10.37, "2": 3.02, "3": 3.71, "4": 8.54, "5": 74.35},
  "installsEstimate": 2143548419,
  "revenueEstimate": null,
  "url": "https://play.google.com/store/apps/details?id=com.spotify.music"
}
```

`search` item (keyword rankings with ASO scores — `popularityScore` / `difficultyScore` / `opportunityScore` repeat on every result of the same query, so any single row tells you the keyword's ASO profile):

```json
{
  "type": "search-result",
  "appId": "com.spotlightsix.zentimerlite2",
  "country": "us",
  "query": "meditation",
  "rank": 1,
  "title": "Insight Timer - Meditation App",
  "score": 4.71,
  "installs": "10,000,000+",
  "popularityScore": 63,
  "difficultyScore": 71,
  "opportunityScore": 18,
  "resultsCount": 20,
  "avgScore": 4.62
}
```

`reviews` item:

```json
{
  "type": "review",
  "appId": "com.spotify.music",
  "country": "us",
  "reviewId": "8b4f6a...",
  "userName": "Jane D.",
  "content": "Shuffle keeps playing the same 20 songs...",
  "score": 2,
  "thumbsUpCount": 341,
  "reviewCreatedVersion": "9.0.42",
  "at": "2026-06-29T14:03:11",
  "replyContent": null
}
```

`similar-apps` item:

```json
{
  "type": "similar-app",
  "sourceAppId": "com.spotify.music",
  "country": "us",
  "appId": "com.aspiro.tidal",
  "relation": "similar",
  "rank": 7,
  "url": "https://play.google.com/store/apps/details?id=com.aspiro.tidal"
}
```

`permissions` item:

```json
{
  "type": "permissions",
  "appId": "com.duolingo",
  "country": "us",
  "permissions": {
    "Camera": ["take pictures and videos"],
    "Microphone": ["record audio"],
    "Storage": ["read the contents of your USB storage"],
    "Other": ["view network connections", "full network access"]
  },
  "permissionGroups": 4,
  "permissionCount": 5
}
```

### Pricing

Pay per event: **$0.05 per Actor start** and **$0.004 per item returned**.
500 reviews ≈ $2.05. No subscription — pay only for what you fetch.
`maxItems` defaults to 100 (≈ $0.45) so a zero-config run stays cheap. Using `countries` with N countries runs the mode N times, so cost scales roughly N× — set `maxItems` accordingly.

### Use cases

- **Review intelligence — 1-star reviews after every release.** Set `mode: "reviews"`, `reviewsFilterScore: 1` and `reviewsNewerThan` to your release date; the Actor fetches reviews newest-first and stops the moment it reaches a review older than that date, so you get exactly "1-star reviews since I shipped X" — feed them to an LLM, ship fixes before ratings sink
- **ASO keyword research & tracking** — daily rank of your app vs competitors for your target keywords, per country (use `countries` to track multiple store fronts in one run). Every result carries `popularityScore` / `difficultyScore` / `opportunityScore` (0–100), so you can prioritise high-traffic, low-competition keywords without a separate ASO tool
- **Competitor mapping** — `similar-apps` + `fullDetail` gives you every rival's score, installs and pricing in one run
- **Market & revenue sizing** — `installsEstimate` and `revenueEstimate` on app-details (and on `fullDetail`-enriched chart/search rows) turn Google's fuzzy "1,000,000+" bucket into a numeric estimate you can sum and chart
- **Market research** — top-charts snapshots per category and country over time
- **Permission / privacy audits** — `permissions` mode lists every Android permission a competitor's app requests, grouped by category
- **Ratings monitoring** — histogram deltas catch review-bombing early

### FAQ

**Is it legal to scrape Google Play?**
The Actor reads the same public, unauthenticated pages and endpoints any visitor's browser loads. No login, no private API. Review Google's terms for your use case.

**Do I need an API key, login or proxies?**
No. Plain HTTP against public store pages. For very large review pulls across many apps, spread runs over time.

**How many reviews can I fetch?**
Pagination is automatic; `maxReviewsPerApp` and `reviewsNewerThan` are the two limits, whichever is hit first. Tens of thousands per app are possible — set `maxItems` as a cost guard.

**Which countries and languages are supported?**
Any store front Google Play serves — set `country` (gl) and `language` (hl), or pass several at once with `countries` to batch multiple store fronts in a single run. Charts and rankings are country-specific.

**Can I filter reviews to a date range?**
Yes — set `reviewsNewerThan` (`YYYY-MM-DD`). It composes with `reviewsFilterScore` and `maxReviewsPerApp`: you get reviews at that star rating, posted on/after that date, capped at that count — whichever limit is hit first.

**What's the difference from plain review scrapers?**
One actor covers the full ASO loop: details + histogram + install/revenue estimates, reviews (with date-range + star filters), keyword rankings with ASO popularity/difficulty/opportunity scores, top charts, competitor discovery and app permissions — with a uniform, typed output schema.

**How are the ASO keyword scores calculated?**
They are deterministic, transparent metrics computed only from the search results the Actor already collects — no black-box model. `popularityScore` reflects the install mass concentrated at the top of the keyword's results (a demand proxy); `difficultyScore` reflects the overall strength of the top field (install authority + rating quality); `opportunityScore` combines them (high demand against low competition). All are 0–100 and repeat on every result row of the same query.

**Something broken or missing?**
Open an issue on the Actor's **Issues** tab — it is monitored and fixes ship fast.

### Integrations

Export results as JSON, CSV or Excel straight from the Console, connect the dataset to Make/Zapier/n8n, pull items with `run-sync-get-dataset-items` from any backend, or call the Actor as a tool from AI agents via the [Apify MCP server](https://apify.com/apify/actors-mcp-server).

### Related Actors

- [LinkedIn Jobs Scraper — No Login, No Cookies](https://apify.com/nomad-agent/linkedin-scraper)
- [Web Search Scraper](https://apify.com/nomad-agent/web-search-scraper)
- [Hacker News Scraper](https://apify.com/nomad-agent/hackernews-scraper)

### Credits

Built on the MIT-licensed [google-play-scraper (Python)](https://github.com/JoMingyu/google-play-scraper) by JoMingyu; top-charts and similar-apps request formats ported from [google-play-scraper (Node.js)](https://github.com/facundoolano/google-play-scraper) by Facundo Olano. See `LICENSE` for full notices.

# Actor input Schema

## `mode` (type: `string`):

What to scrape: full app details + ratings histogram, reviews, keyword search rankings (with ASO popularity/difficulty/opportunity scores), top charts, similar apps (competitor mapping), or app permissions.

## `appIds` (type: `array`):

Package names (e.g. com.spotify.music) or full Play Store URLs. Used by app-details, reviews, similar-apps and permissions modes.

## `searchQueries` (type: `array`):

Keywords to search for (search mode). One ranked result list per query, each result also tagged with keyword-level ASO scores (popularityScore / difficultyScore / opportunityScore, 0-100).

## `language` (type: `string`):

Store language code, e.g. en, de, es, ja.

## `country` (type: `string`):

Store country code, e.g. us, gb, de, in, br. Charts, rankings and review sets differ per country. Ignored when `countries` (below) is set to a non-empty list.

## `countries` (type: `array`):

Run the selected mode once per store country (ISO codes, e.g. us, gb, de) in a single run. When non-empty this takes precedence over the singular `country` field above. Every output record gets a `country` field so you can tell which store front it came from — this applies whether you used `country` or `countries`. Multiplies cost: N countries ≈ N× the items of a single-country run.

## `reviewsSort` (type: `string`):

Order of reviews (reviews mode). Automatically forced to 'Newest first' when `reviewsNewerThan` is set, since the date cutoff only works on newest-first order.

## `reviewsFilterScore` (type: `integer`):

Only reviews with this star rating, 1–5. 0 = all ratings (reviews mode). Combine with `reviewsNewerThan` for e.g. '1-star reviews since my last release'.

## `reviewsNewerThan` (type: `string`):

Only return reviews posted on or after this date (YYYY-MM-DD; reviews mode). Reviews are fetched newest-first and fetching stops as soon as an older review is seen — so this composes with `maxReviewsPerApp`: fetching stops at whichever limit is hit first, the review count cap or this date cutoff. Leave empty for no date filter.

## `maxReviewsPerApp` (type: `integer`):

Cap reviews fetched per app (reviews mode). Pagination is handled automatically. Stops at whichever limit is hit first: this count, or the `reviewsNewerThan` date cutoff if that's set.

## `topChartsCollection` (type: `string`):

Which chart to fetch (top-charts mode).

## `topChartsCategory` (type: `string`):

Play Store category id (top-charts mode): APPLICATION (all apps), GAME (all games), or a specific one like HEALTH\_AND\_FITNESS, FINANCE, PRODUCTIVITY, GAME\_PUZZLE, MUSIC\_AND\_AUDIO.

## `maxResults` (type: `integer`):

Cap results per search query (max 30 per store page), per top chart (max 500) and per similar-apps lookup.

## `fullDetail` (type: `boolean`):

For search / top-charts / similar-apps results, also fetch each app's full detail record (slower — one extra request per app).

## `maxItems` (type: `integer`):

Hard cap on total items returned across the whole run (all modes/countries combined). Each item is billed at $0.004 — e.g. 500 items ≈ $2.05, plus the one-time $0.05 actor-start fee. 0 = no cap; use with caution, since uncapped review or multi-country pulls can bill a large amount.

## `concurrency` (type: `integer`):

How many app pages to fetch at the same time. Higher is faster but more likely to get temporarily rate-limited by Google Play — leave at the default unless you have a reason to change it.

## Actor input object example

```json
{
  "mode": "app-details",
  "appIds": [
    "com.spotify.music",
    "com.duolingo"
  ],
  "searchQueries": [
    "meditation",
    "sleep tracker"
  ],
  "language": "en",
  "country": "us",
  "countries": [],
  "reviewsSort": "newest",
  "reviewsFilterScore": 0,
  "maxReviewsPerApp": 200,
  "topChartsCollection": "TOP_FREE",
  "topChartsCategory": "APPLICATION",
  "maxResults": 50,
  "fullDetail": false,
  "maxItems": 100,
  "concurrency": 4
}
```

# Actor output Schema

## `dataset` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "appIds": [
        "com.spotify.music",
        "com.duolingo"
    ],
    "searchQueries": [
        "meditation",
        "sleep tracker"
    ],
    "countries": []
};

// Run the Actor and wait for it to finish
const run = await client.actor("nomad-agent/google-play-aso-scraper").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = {
    "appIds": [
        "com.spotify.music",
        "com.duolingo",
    ],
    "searchQueries": [
        "meditation",
        "sleep tracker",
    ],
    "countries": [],
}

# Run the Actor and wait for it to finish
run = client.actor("nomad-agent/google-play-aso-scraper").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "appIds": [
    "com.spotify.music",
    "com.duolingo"
  ],
  "searchQueries": [
    "meditation",
    "sleep tracker"
  ],
  "countries": []
}' |
apify call nomad-agent/google-play-aso-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=nomad-agent/google-play-aso-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Google Play ASO Scraper — Reviews, Rankings, Competitors",
        "description": "All-in-one Google Play intelligence: app details + ratings histogram, reviews (star/date filters), keyword rankings with ASO popularity/difficulty/opportunity scores, top charts, similar-apps competitor maps, permissions, install & revenue estimates. Multi-country batching, no login/proxies/browser.",
        "version": "0.1",
        "x-build-id": "nYnzi1IKqtSJWjLPa"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/nomad-agent~google-play-aso-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-nomad-agent-google-play-aso-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/nomad-agent~google-play-aso-scraper/runs": {
            "post": {
                "operationId": "runs-sync-nomad-agent-google-play-aso-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/nomad-agent~google-play-aso-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-nomad-agent-google-play-aso-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "required": [
                    "mode"
                ],
                "properties": {
                    "mode": {
                        "title": "Mode",
                        "enum": [
                            "app-details",
                            "reviews",
                            "search",
                            "top-charts",
                            "similar-apps",
                            "permissions"
                        ],
                        "type": "string",
                        "description": "What to scrape: full app details + ratings histogram, reviews, keyword search rankings (with ASO popularity/difficulty/opportunity scores), top charts, similar apps (competitor mapping), or app permissions.",
                        "default": "app-details"
                    },
                    "appIds": {
                        "title": "App IDs",
                        "type": "array",
                        "description": "Package names (e.g. com.spotify.music) or full Play Store URLs. Used by app-details, reviews, similar-apps and permissions modes.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "searchQueries": {
                        "title": "Search queries",
                        "type": "array",
                        "description": "Keywords to search for (search mode). One ranked result list per query, each result also tagged with keyword-level ASO scores (popularityScore / difficultyScore / opportunityScore, 0-100).",
                        "items": {
                            "type": "string"
                        }
                    },
                    "language": {
                        "title": "Language (hl)",
                        "type": "string",
                        "description": "Store language code, e.g. en, de, es, ja.",
                        "default": "en"
                    },
                    "country": {
                        "title": "Country (gl)",
                        "type": "string",
                        "description": "Store country code, e.g. us, gb, de, in, br. Charts, rankings and review sets differ per country. Ignored when `countries` (below) is set to a non-empty list.",
                        "default": "us"
                    },
                    "countries": {
                        "title": "Countries (batch)",
                        "type": "array",
                        "description": "Run the selected mode once per store country (ISO codes, e.g. us, gb, de) in a single run. When non-empty this takes precedence over the singular `country` field above. Every output record gets a `country` field so you can tell which store front it came from — this applies whether you used `country` or `countries`. Multiplies cost: N countries ≈ N× the items of a single-country run.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "reviewsSort": {
                        "title": "Reviews sort",
                        "enum": [
                            "newest",
                            "rating",
                            "relevance"
                        ],
                        "type": "string",
                        "description": "Order of reviews (reviews mode). Automatically forced to 'Newest first' when `reviewsNewerThan` is set, since the date cutoff only works on newest-first order.",
                        "default": "newest"
                    },
                    "reviewsFilterScore": {
                        "title": "Reviews star filter",
                        "minimum": 0,
                        "maximum": 5,
                        "type": "integer",
                        "description": "Only reviews with this star rating, 1–5. 0 = all ratings (reviews mode). Combine with `reviewsNewerThan` for e.g. '1-star reviews since my last release'.",
                        "default": 0
                    },
                    "reviewsNewerThan": {
                        "title": "Reviews newer than (date)",
                        "type": "string",
                        "description": "Only return reviews posted on or after this date (YYYY-MM-DD; reviews mode). Reviews are fetched newest-first and fetching stops as soon as an older review is seen — so this composes with `maxReviewsPerApp`: fetching stops at whichever limit is hit first, the review count cap or this date cutoff. Leave empty for no date filter."
                    },
                    "maxReviewsPerApp": {
                        "title": "Max reviews per app",
                        "minimum": 1,
                        "type": "integer",
                        "description": "Cap reviews fetched per app (reviews mode). Pagination is handled automatically. Stops at whichever limit is hit first: this count, or the `reviewsNewerThan` date cutoff if that's set.",
                        "default": 200
                    },
                    "topChartsCollection": {
                        "title": "Top charts collection",
                        "enum": [
                            "TOP_FREE",
                            "TOP_PAID",
                            "GROSSING"
                        ],
                        "type": "string",
                        "description": "Which chart to fetch (top-charts mode).",
                        "default": "TOP_FREE"
                    },
                    "topChartsCategory": {
                        "title": "Top charts category",
                        "type": "string",
                        "description": "Play Store category id (top-charts mode): APPLICATION (all apps), GAME (all games), or a specific one like HEALTH_AND_FITNESS, FINANCE, PRODUCTIVITY, GAME_PUZZLE, MUSIC_AND_AUDIO.",
                        "default": "APPLICATION"
                    },
                    "maxResults": {
                        "title": "Max results per query / chart / app",
                        "minimum": 1,
                        "maximum": 500,
                        "type": "integer",
                        "description": "Cap results per search query (max 30 per store page), per top chart (max 500) and per similar-apps lookup.",
                        "default": 50
                    },
                    "fullDetail": {
                        "title": "Enrich with full app details",
                        "type": "boolean",
                        "description": "For search / top-charts / similar-apps results, also fetch each app's full detail record (slower — one extra request per app).",
                        "default": false
                    },
                    "maxItems": {
                        "title": "Max items (total)",
                        "minimum": 0,
                        "maximum": 10000,
                        "type": "integer",
                        "description": "Hard cap on total items returned across the whole run (all modes/countries combined). Each item is billed at $0.004 — e.g. 500 items ≈ $2.05, plus the one-time $0.05 actor-start fee. 0 = no cap; use with caution, since uncapped review or multi-country pulls can bill a large amount.",
                        "default": 100
                    },
                    "concurrency": {
                        "title": "Concurrency",
                        "minimum": 1,
                        "maximum": 8,
                        "type": "integer",
                        "description": "How many app pages to fetch at the same time. Higher is faster but more likely to get temporarily rate-limited by Google Play — leave at the default unless you have a reason to change it.",
                        "default": 4
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
