# Pincali.com Mexico Real Estate Scraper 🏠 (`shahidirfan/pincali-com-mexico-real-estate-scraper`) Actor Scrape Mexican property listings from Pincali with prices, locations, descriptions, agent contacts & photos. Ideal for investment analysis, market intelligence, price benchmarking, proptech enrichment & real estate datasets. Production-ready JSON output. - **URL**: https://apify.com/shahidirfan/pincali-com-mexico-real-estate-scraper.md - **Developed by:** [Shahid Irfan](https://apify.com/shahidirfan) (community) - **Categories:** Real estate, Developer tools, Automation - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks - **User rating**: No ratings yet ## Pricing Pay per usage This Actor is paid per platform usage. The Actor is free to use, and you only pay for the Apify platform usage, which gets cheaper the higher subscription plan you have. Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-usage ## 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 ## Pincali Real Estate Scraper Extract Mexican real estate listings from Pincali for market research, pricing analysis, and property monitoring. Collect listing titles, prices, locations, property features, images, and source links from Pincali search pages. ### Features - **Pincali listing extraction** - Collect property data from sale, rent, and category search URLs. - **Pagination support** - Continue through result pages until your result limit or page cap is reached. - **Image galleries** - Capture gallery image URLs available on the result page. - **Clean dataset** - Empty fields are removed from each saved item. ### Use Cases #### Market Research Compare asking prices across Mexican states, cities, and property types. Track which areas have the most active inventory and how prices differ by category. #### Lead Sourcing Build a property list with listing URLs, images, bedrooms, bathrooms, and location details. Use the results for qualification, outreach planning, or CRM enrichment. #### Price Monitoring Run the scraper on the same search URL over time to monitor new listings and price movement. This helps analysts spot changing supply in selected markets. --- ### Input Parameters | Parameter | Type | Required | Default | Description | |-----------|------|----------|---------|-------------| | `startUrl` | String | No | Pincali apartments for sale URL | Pincali search URL to scrape. | | `results_wanted` | Integer | No | `20` | Maximum listings to save. | | `max_pages` | Integer | No | `5` | Maximum result pages to fetch. | | `proxyConfiguration` | Object | No | Disabled | Proxy settings for requests. | --- ### Output Data | Field | Type | Description | |-------|------|-------------| | `listing_id` | String | Listing identifier or slug | | `title` | String | Property title | | `url` | String | Pincali listing URL | | `image_url` | String | Main property image | | `image_urls` | Array | Gallery image URLs available on the results page | | `description` | String | Short listing description | | `property_type` | String | Property category | | `bedrooms` | Number | Bedroom count | | `bathrooms` | Number | Bathroom count | | `floor_size` | Number | Built area | | `locality` | String | City or municipality | | `region` | String | Mexican state or region | | `price` | Number | Asking price | | `currency` | String | Price currency | | `date_posted` | String | Listing posted date | --- ### Usage Examples #### Apartments for Sale ```json { "startUrl": "https://www.pincali.com/en/properties/apartments-for-sale", "results_wanted": 50, "max_pages": 3 } ```` #### Houses in Tijuana ```json { "startUrl": "https://www.pincali.com/inmuebles/casas-en-venta-en-tijuana-baja-california", "results_wanted": 100, "max_pages": 5 } ``` #### Messy URL ```json { "startUrl": "www.pincali.com/en/properties/apartments-for-sale?page=2", "results_wanted": 20, "max_pages": 2 } ``` *** ### Sample Output ```json { "listing_id": "san-marcos-ciudad-sustentable-san-marcos-nocoh", "title": "SAN MARCOS CIUDAD SUSTENTABLE", "url": "https://www.pincali.com/en/home/san-marcos-ciudad-sustentable-san-marcos-nocoh", "image_url": "https://assets.easybroker.com/property_images/6080989/107630640/EB-WJ0989.jpeg", "image_urls": [ "https://assets.easybroker.com/property_images/6080989/107630640/EB-WJ0989.jpeg", "https://assets.easybroker.com/property_images/6080989/107630641/EB-WJ0989.jpeg" ], "description": "Apartment in San Marcos Nocoh, Merida", "property_type": "Apartment", "bedrooms": 2, "bathrooms": 1, "floor_size": 56, "locality": "Merida", "region": "Yucatan", "country": "MX", "price": 700000, "currency": "MXN" } ``` *** ### Tips for Best Results #### Use Specific URLs - Start with filtered Pincali URLs for cities, property types, or sale/rent pages. - Keep `max_pages` modest for quick test runs. #### Choose Practical Limits - Use `20` results for QA or sampling. - Increase `results_wanted` for larger market snapshots. *** ### Integrations - **Google Sheets** - Review listings in spreadsheets. - **Airtable** - Build searchable property databases. - **Webhooks** - Send new runs to your own tools. - **Zapier** - Trigger workflows from completed runs. *** ### Frequently Asked Questions #### Can I scrape any Pincali search URL? Yes. Use a Pincali listing or search URL in `startUrl`, including sale, rent, category, and city pages. #### Does the scraper remove empty values? Yes. Empty, null, and undefined values are not saved in dataset items. #### Can I collect more than one page? Yes. Set `max_pages` and `results_wanted` high enough to continue through pagination. #### What if a field is missing? Some listings do not publish every field, so only available values are saved. *** ### Legal Notice This actor is designed for legitimate data collection purposes. Users are responsible for ensuring compliance with website terms of service and applicable laws. # Actor input Schema ## `startUrl` (type: `string`): Pincali listing URL to scrape. ## `results_wanted` (type: `integer`): Maximum number of listings to save. ## `max_pages` (type: `integer`): Maximum number of result pages to fetch. ## `proxyConfiguration` (type: `object`): Proxy settings for Pincali requests. ## Actor input object example ```json { "startUrl": "https://www.pincali.com/en/properties/apartments-for-sale", "results_wanted": 20, "max_pages": 5, "proxyConfiguration": { "useApifyProxy": false } } ``` # Actor output Schema ## `overview` (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 = { "startUrl": "https://www.pincali.com/en/properties/apartments-for-sale", "results_wanted": 20, "max_pages": 5 }; // Run the Actor and wait for it to finish const run = await client.actor("shahidirfan/pincali-com-mexico-real-estate-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 = { "startUrl": "https://www.pincali.com/en/properties/apartments-for-sale", "results_wanted": 20, "max_pages": 5, } # Run the Actor and wait for it to finish run = client.actor("shahidirfan/pincali-com-mexico-real-estate-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 '{ "startUrl": "https://www.pincali.com/en/properties/apartments-for-sale", "results_wanted": 20, "max_pages": 5 }' | apify call shahidirfan/pincali-com-mexico-real-estate-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=shahidirfan/pincali-com-mexico-real-estate-scraper", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "Pincali.com Mexico Real Estate Scraper 🏠", "description": "Scrape Mexican property listings from Pincali with prices, locations, descriptions, agent contacts & photos. Ideal for investment analysis, market intelligence, price benchmarking, proptech enrichment & real estate datasets. Production-ready JSON output.", "version": "0.0", "x-build-id": "d5pswcqOvS5xO1ROt" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/shahidirfan~pincali-com-mexico-real-estate-scraper/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-shahidirfan-pincali-com-mexico-real-estate-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/shahidirfan~pincali-com-mexico-real-estate-scraper/runs": { "post": { "operationId": "runs-sync-shahidirfan-pincali-com-mexico-real-estate-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/shahidirfan~pincali-com-mexico-real-estate-scraper/run-sync": { "post": { "operationId": "run-sync-shahidirfan-pincali-com-mexico-real-estate-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", "properties": { "startUrl": { "title": "Start URL", "type": "string", "description": "Pincali listing URL to scrape." }, "results_wanted": { "title": "Results wanted", "minimum": 1, "type": "integer", "description": "Maximum number of listings to save.", "default": 20 }, "max_pages": { "title": "Max pages", "minimum": 1, "type": "integer", "description": "Maximum number of result pages to fetch.", "default": 5 }, "proxyConfiguration": { "title": "Proxy configuration", "type": "object", "description": "Proxy settings for Pincali requests.", "default": { "useApifyProxy": 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 } } } } } } } } } } ```