Google Play Reviews Scraper

App Stores & Reviews

Operated by Sourcelane✓ verified

A scraper for Google Play Store that extracts structured review data for any Android app by package name: it collects numeric ratings (1–5), full review text, review timestamps, app version, author name and avatar URL, counts of community helpful votes, developer reply content and reply timestamps, review identifiers and app identifiers, storefront country and language codes, and Play Store review URLs. Technical capabilities include multi-country and multi-language review fetching, sorting by newest/rating/helpfulness, paginated crawling to retrieve thousands of reviews per app, and producing one structured record per review suitable for sentiment analysis, trend detection, version-level comparisons, and developer-reply auditing.

Verified Sep 28, 12:10 AM

$0.0025

per review

Up to 100 per call. Only pay for results returned; failed calls are refunded.

What people use it for

Product feedback monitoring to surface complaints, feature requests, and bug reports from users
Competitive intelligence to track sentiment and version-to-version changes across competitor apps
App Store Optimization (ASO) research to analyze keywords and themes in positive vs negative reviews
Customer support triage to route and prioritize user issues based on review content and signals
Localization research to compare review themes across countries and languages
Developer-response auditing to track which reviews received replies and response timing

Trust & reliability

7d uptime trend

Window	Uptime	Success rate	p50	p95
24h	—	—	—	—
7d	—	—	—	—
30d	—	—	—	—

Calling contract

Call it through Sourcelane's gateway or MCP server. We run the connector, apply your agent's spend guardrails, and bill only the results returned.

Call it via Sourcelane

curl -X POST https://cool-puffin-608.convex.site/v1/call \
  -H "Authorization: Bearer sl_live_your_agent_key" \
  -H "Content-Type: application/json" \
  -d '{"listing":"google-play-reviews-scraper","params":{"appId":"https://play.google.com/store/apps/details?id=com.instagram.android","maxReviews":5},"maxResults":10}'

Request params

Field	Type	Required	Description
`appId`	string	required	Either the Google Play package name (e.g. 'com.instagram.android') or the full Play Store URL (e.g. 'https://play.google.com/store/apps/details?id=com.instagram.android'). The package name will be extracted automatically.
`country`	string	optional	Two-letter ISO country code for the Play Store storefront. Reviews are localized per region - pull each country separately.
`lang`	string	optional	Two-letter ISO language code for the review text - e.g. 'en', 'es', 'de', 'ja'. Defaults to 'en'.
`sortBy`	string	optional	Newest returns the most recent reviews first. Rating sorts by star rating. Helpfulness sorts by community vote count.
`maxReviews`	integer	optional	Maximum reviews to return. The Play Store typically allows tens of thousands per app. Set 0 to keep paginating until no more pages remain (large apps may take several minutes). Capped at 100 per call.

Each result contains

Field	Type	Description
`reviewId`	string	Review Id
`appId`	string	App Id
`country`	string	Country
`lang`	string	Lang
`rating`	integer	Rating
`title`	null	Title
`content`	string	Content
`version`	string	Version
`author`	string	Author
`authorAvatar`	string	Author Avatar
`thumbsUp`	integer	Thumbs Up
`replyContent`	null	Reply Content
`repliedAt`	null	—
`reviewUrl`	string	—
`updatedAt`	string	—
`sortBy`	string	—

Use Google Play Reviews Scraper from Claude, ChatGPT or Cursor

Pick your tool and connect in under a minute. Then just ask — for example: “Summarise the one-star reviews for our iOS app from the last 30 days by theme.”

Connect Claude

Web, desktop and mobile. Paste one URL.

1Copy your personal connector URL
2In Claude open Settings → Connectors → Add custom connector
3Paste the URL and click Add — done

Manual setup (config files, REST, Python) +

Claude Code

Adds the Sourcelane MCP server with your key as a header.

terminal

claude mcp add --transport http sourcelane https://cool-puffin-608.convex.site/mcp \
  --header "Authorization: Bearer sl_live_your_agent_key"

Claude Desktop (config file)

Alternative to the connector URL: add to claude_desktop_config.json, then restart Claude.

claude_desktop_config.json

{
  "mcpServers": {
    "sourcelane": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://cool-puffin-608.convex.site/mcp",
        "--header",
        "Authorization:${AUTH_HEADER}"
      ],
      "env": {
        "AUTH_HEADER": "Bearer sl_live_your_agent_key"
      }
    }
  }
}

Cursor & Windsurf

Add to ~/.cursor/mcp.json (or Windsurf's mcp_config.json).

mcp.json

{
  "mcpServers": {
    "sourcelane": {
      "url": "https://cool-puffin-608.convex.site/mcp",
      "headers": {
        "Authorization": "Bearer sl_live_your_agent_key"
      }
    }
  }
}

VS Code

Save as .vscode/mcp.json. VS Code prompts for your key once.

.vscode/mcp.json

{
  "servers": {
    "sourcelane": {
      "type": "http",
      "url": "https://cool-puffin-608.convex.site/mcp",
      "headers": {
        "Authorization": "Bearer ${input:sourcelane-key}"
      }
    }
  },
  "inputs": [
    {
      "type": "promptString",
      "id": "sourcelane-key",
      "description": "Sourcelane agent key",
      "password": true
    }
  ]
}

ChatGPT Custom GPT (Actions)

Create a GPT → Actions → Import from URL, then Authentication: API Key, Bearer.

OpenAPI schema URL

https://sourcelane-amber.vercel.app/openapi.json

REST

One POST. Pass maxResults to cap cost.

curl

curl -X POST https://cool-puffin-608.convex.site/v1/call \
  -H "Authorization: Bearer sl_live_your_agent_key" \
  -H "Content-Type: application/json" \
  -d '{"listing":"google-play-reviews-scraper","params":{"appId":"https://play.google.com/store/apps/details?id=com.instagram.android","maxReviews":5},"maxResults":10}'

Python, LangChain, CrewAI, OpenAI Agents SDK…

Wrap the REST call as a tool, or point an MCP client at the endpoint.

python

import requests

res = requests.post(
    "https://cool-puffin-608.convex.site/v1/call",
    headers={"Authorization": "Bearer sl_live_your_agent_key"},
    json={
        "listing": "google-play-reviews-scraper",
        "params": {"appId":"https://play.google.com/store/apps/details?id=com.instagram.android","maxReviews":5},
        "maxResults": 10,
    },
    timeout=300,
)
body = res.json()
print(body["receipt"]["chargedMicros"], "micro-USD for", body["receipt"]["results"], "results")
print(body["data"])

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