# Google Maps Low Rating Leads | 💵$5/1K (`webdata_labs/google-maps-reputation-leads-scraper`) Actor \[💵 $5.00 / 1K] Find Google Maps businesses below your rating threshold, with phones, websites, and a contactability-aware lead score. Built for reputation-management and local SEO agencies that need filtered outreach leads, not a raw Maps dump. - **URL**: https://apify.com/webdata\_labs/google-maps-reputation-leads-scraper.md - **Developed by:** [WebData Labs](https://apify.com/webdata_labs) (community) - **Categories:** Lead generation, SEO tools, Automation - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## Pricing from $3.50 / 1,000 low-rating leads 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/docs.md): ```bash npm install apify-client ``` In Python projects, use official [Python client library](https://docs.apify.com/api/client/python/docs.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/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 Maps Low Rating Leads **Find local businesses below your Google rating threshold - scored and ready for outreach.** This Actor is for reputation-management and local SEO agencies that need qualified prospects, not a raw Google Maps export. ### ✅ What you get / ❌ what this isn't | You get | This is not | |---|---| | Only businesses at or below your rating threshold | Not a generic Maps dump | | Phone, website, address, category, rating, and Maps URL | Not a review-text scraper | | A contactability-aware lead score and reasons | Not a claim about review volume | | Per-query diagnostics in the run `OUTPUT` record | Not affiliated with Google | ### 🔎 Why use this Actor Raw Maps results make you filter hundreds of businesses that do not have a visible reputation problem. This Actor applies the filter before delivery, so the dataset contains the prospects a reputation-management agency can actually contact. ### 👥 Who it's for - Reputation-management and review-recovery agencies. - Local SEO consultants. - Sales teams prospecting local businesses by category and city. - Automation builders sending filtered leads to a CRM or spreadsheet. ### ⚙️ How it works 1. Enter searches such as `property management companies in Dallas, TX`. 2. Choose the maximum rating, for example `4.0`. 3. The Actor reads Google's structured Maps search feed through rotating proxies. 4. It emits only matching businesses, plus a per-query summary. ### 📥 Input ```json { "searchQueries": ["property management companies in Dallas, TX"], "leadFilter": "low_rating", "maxRating": 4.0, "maxLeadsPerQuery": 50, "countryCode": "us", "language": "en" } ```` Use one category and city per query for the clearest results. Set `leadFilter` to `all` only for diagnostics. ### 📤 Output ```json { "recordType": "reputation_lead", "name": "Example Property Management", "category": "Property management company", "rating": 3.8, "phone": "+1 214-555-0123", "websiteUrl": "https://example.com", "leadScore": 60, "leadReasons": ["below-threshold rating (3.8)", "phone number available"], "googleMapsUrl": "https://maps.google.com/?cid=...", "searchQuery": "property management companies in Dallas, TX" } ``` ### 💵 Pricing The intended price is **$5 per 1,000 matching leads**, with lower per-result prices on higher Apify plans. You pay for delivered matching rows, not every business scanned. ### 🔁 Automation ideas - Schedule weekly city/category searches and send datasets to a CRM. - Run one query per territory for local sales teams. - Chain results into Website Contact Extractor for email enrichment. - Deduplicate repeated territories with Lead List Deduplicator. ### ⚠️ Limits - Google does not return low-rating businesses for every category or city; an empty lead set can be a valid result. - This version filters on the star rating. It does not claim or filter by review count because the stable bulk endpoint does not expose that field consistently. - Google may rate-limit individual proxy IPs. The Actor rotates sessions and retries retryable responses. - Results reflect what Google shows for the requested country and language at run time. ### 🧩 Related Actors - Google Maps No-Website Leads Scraper - prospects that need a website. - Website Contact Extractor - emails, phones, and social profiles from business sites. - Lead List Deduplicator - merge and clean prospect lists before CRM import. ### ❓ FAQ #### Why is the result count lower than a normal Maps scraper? Because this Actor charges and returns only businesses that pass your rating threshold. #### Can I return all businesses? Yes. Set `leadFilter` to `all` for diagnostics, but the product is designed around filtered low-rating leads. #### Does it need a proxy? Yes. Keep the default Apify residential proxy setting for reliable cloud runs. ### 🛠️ Support Open an Actor issue with the run URL, search query, country code, and expected behavior. Do not include credentials or private lead data. # Actor input Schema ## `searchQueries` (type: `array`): Google Maps searches to mine for reputation leads, e.g. "dentists in Phoenix, AZ" or "roofers in Dallas, TX". One category + city per line works best. ## `maxLeadsPerQuery` (type: `integer`): Stop after this many matching leads per search query. You are only charged for leads that match the selected reputation filter. 0 = no limit. ## `leadFilter` (type: `string`): Return only businesses at or below the rating threshold, or return all businesses with scoring for diagnostics. ## `maxRating` (type: `number`): Businesses at or below this rating count as low-rating leads. ## `countryCode` (type: `string`): Two-letter country code used for Google localization (gl parameter), e.g. "us", "gb", "de". ## `language` (type: `string`): Interface language for Google results (hl parameter). ## `minHitRate` (type: `number`): Stop mining a search early if fewer than this fraction of scanned businesses match the filter after warm-up. This keeps cost-per-lead bounded. Set to 0 to disable. ## `proxyConfiguration` (type: `object`): Proxy to use for Google Maps XHR requests. Keep the default residential pool unless you know what you are doing. ## `debugDumpHtml` (type: `boolean`): Developer option - stores raw Google result pages in the key-value store for debugging. ## Actor input object example ```json { "searchQueries": [ "property management companies in Dallas, TX" ], "maxLeadsPerQuery": 10, "leadFilter": "low_rating", "maxRating": 4, "countryCode": "us", "language": "en", "minHitRate": 0.08, "proxyConfiguration": { "useApifyProxy": true, "apifyProxyGroups": [ "RESIDENTIAL" ] }, "debugDumpHtml": false } ``` # Actor output Schema ## `OUTPUT` (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 '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "searchQueries": [ "property management companies in Dallas, TX" ], "maxLeadsPerQuery": 10, "leadFilter": "low_rating", "maxRating": 4, "proxyConfiguration": { "useApifyProxy": true, "apifyProxyGroups": [ "RESIDENTIAL" ] } }; // Run the Actor and wait for it to finish const run = await client.actor("webdata_labs/google-maps-reputation-leads-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 '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "searchQueries": ["property management companies in Dallas, TX"], "maxLeadsPerQuery": 10, "leadFilter": "low_rating", "maxRating": 4, "proxyConfiguration": { "useApifyProxy": True, "apifyProxyGroups": ["RESIDENTIAL"], }, } # Run the Actor and wait for it to finish run = client.actor("webdata_labs/google-maps-reputation-leads-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 '{ "searchQueries": [ "property management companies in Dallas, TX" ], "maxLeadsPerQuery": 10, "leadFilter": "low_rating", "maxRating": 4, "proxyConfiguration": { "useApifyProxy": true, "apifyProxyGroups": [ "RESIDENTIAL" ] } }' | apify call webdata_labs/google-maps-reputation-leads-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=webdata_labs/google-maps-reputation-leads-scraper", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "Google Maps Low Rating Leads | 💵$5/1K", "description": "[💵 $5.00 / 1K] Find Google Maps businesses below your rating threshold, with phones, websites, and a contactability-aware lead score. Built for reputation-management and local SEO agencies that need filtered outreach leads, not a raw Maps dump.", "version": "0.1", "x-build-id": "ytsMNzikaM2bTGnyt" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/webdata_labs~google-maps-reputation-leads-scraper/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-webdata_labs-google-maps-reputation-leads-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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/webdata_labs~google-maps-reputation-leads-scraper/runs": { "post": { "operationId": "runs-sync-webdata_labs-google-maps-reputation-leads-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/webdata_labs~google-maps-reputation-leads-scraper/run-sync": { "post": { "operationId": "run-sync-webdata_labs-google-maps-reputation-leads-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": [ "searchQueries" ], "properties": { "searchQueries": { "title": "Search queries", "type": "array", "description": "Google Maps searches to mine for reputation leads, e.g. \"dentists in Phoenix, AZ\" or \"roofers in Dallas, TX\". One category + city per line works best.", "items": { "type": "string" } }, "maxLeadsPerQuery": { "title": "Max leads per query", "minimum": 0, "type": "integer", "description": "Stop after this many matching leads per search query. You are only charged for leads that match the selected reputation filter. 0 = no limit.", "default": 50 }, "leadFilter": { "title": "Lead filter", "enum": [ "low_rating", "all" ], "type": "string", "description": "Return only businesses at or below the rating threshold, or return all businesses with scoring for diagnostics.", "default": "low_rating" }, "maxRating": { "title": "Low-rating threshold", "minimum": 1, "maximum": 5, "type": "number", "description": "Businesses at or below this rating count as low-rating leads.", "default": 4 }, "countryCode": { "title": "Country code", "type": "string", "description": "Two-letter country code used for Google localization (gl parameter), e.g. \"us\", \"gb\", \"de\".", "default": "us" }, "language": { "title": "Language", "type": "string", "description": "Interface language for Google results (hl parameter).", "default": "en" }, "minHitRate": { "title": "Minimum match rate (cost guard)", "minimum": 0, "maximum": 0.9, "type": "number", "description": "Stop mining a search early if fewer than this fraction of scanned businesses match the filter after warm-up. This keeps cost-per-lead bounded. Set to 0 to disable.", "default": 0.08 }, "proxyConfiguration": { "title": "Proxy configuration", "type": "object", "description": "Proxy to use for Google Maps XHR requests. Keep the default residential pool unless you know what you are doing.", "default": { "useApifyProxy": true, "apifyProxyGroups": [ "RESIDENTIAL" ] } }, "debugDumpHtml": { "title": "Debug: dump raw response", "type": "boolean", "description": "Developer option - stores raw Google result pages in the key-value store for debugging.", "default": false } } }, "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 } } } } } } } } } } ```