# Mercado Libre Product & Reviews Scraper (MX, AR, CO, CL) (`gangary/mercado-libre-product-reviews-scraper`) Actor

Scrape Mercado Libre product pages and customer reviews in Mexico, Argentina, Colombia and Chile: price, discount, seller, reputation, rating, attributes, pictures and review text with stars and dates. Paste product links or item ids.

- **URL**: https://apify.com/gangary/mercado-libre-product-reviews-scraper.md
- **Developed by:** [Gangary](https://apify.com/gangary) (community)
- **Categories:** E-commerce, Automation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $5.00 / 1,000 product scrapeds

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

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

## What's an Apify Actor?

An Actor is a serverless cloud program that runs on the Apify platform. It has two run modes.
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.

Apify vocabulary and the platform model are defined once, in the agent quickstart at https://apify.com/agents.md.

## 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.

Do not guess an integration path. Every one of them is in the agent quickstart at https://apify.com/agents.md: the Apify MCP server, Agent Skills with the Apify CLI, the JavaScript and Python clients, the REST API, and the account-free path for an agent with no human to sign in. It also carries the rule on stating cost before the first paid run.

For examples already wired to this Actor's own input schema, see the [API](#api) section below.

Each client library has reference documentation the quickstart does not restate: [JavaScript/TypeScript](https://docs.apify.com/api/client/js/docs.md) (`npm install apify-client`) and [Python](https://docs.apify.com/api/client/python/docs.md) (`pip install apify-client`).

# README

![mercado-libre-product-reviews-scraper](https://empresas-por-cnae.vercel.app/covers/mercado-libre-product-reviews-scraper.png)

## Mercado Libre Product & Reviews Scraper (MX, AR, CO, CL)

Paste **Mercado Libre product links or item IDs from Mexico, Argentina, Colombia or Chile** and get the full product page as structured data — **price, discount, installments, stock, seller and reputation, rating, attributes, pictures** — plus the **customer reviews** with stars, text, date and likes. Each product is opened from a residential IP in its own country, so you can mix countries in a single run.

Built for **review mining, product research, competitor analysis and catalog enrichment** across Latin America.

**En español:** extrae la página completa de productos de Mercado Libre México, Argentina, Colombia y Chile — precio, descuento, meses sin intereses, stock, vendedor y reputación, calificación, características y fotos — junto con las opiniones de los compradores (estrellas, texto, fecha y "me gusta"). Pega los enlaces o los IDs (MLM…, MLA…, MCO…, MLC…).

### What you get

One row per product, with its reviews nested. Real output (trimmed to 2 reviews and 2 pictures):

```json
{
  "itemId": "MLM3933441312",
  "productId": "MLM52845211",
  "title": "Auriculares in-ear inalámbricos Samsung Galaxy Buds Core SM-R410N negro",
  "condition": "Nuevo",
  "soldText": "+10 mil vendidos",
  "price": 672.6,
  "originalPrice": 999,
  "discountPct": 32,
  "currency": "MXN",
  "installments": "24 meses de $ 40.64",
  "available": true,
  "availableQuantityText": "+50 disponibles",
  "sellerName": "samsung",
  "sellerType": "official_store",
  "sellerReputation": "5_green",
  "rating": 4.9,
  "reviewsCount": 42840,
  "attributes": {
    "Es inalámbrico": "Sí",
    "Con cancelación de ruido": "Sí",
    "Con micrófono": "Sí"
  },
  "pictures": [
    "https://http2.mlstatic.com/D_NQ_NP_953007-MLA100016696047_122025-O.webp",
    "https://http2.mlstatic.com/D_NQ_NP_941277-MLA89576650224_082025-O.webp"
  ],
  "url": "https://www.mercadolibre.com.mx/auriculares-in-ear-inalambricos-samsung-galaxy-buds-core-sm-r410n-negro/p/MLM52845211",
  "inputUrl": "https://www.mercadolibre.com.mx/p/MLM52845211",
  "reviews": [
    {
      "reviewId": 2459844092,
      "rating": 5,
      "text": "Excelente, nada como un producto original, la calidad del material y del sonido no necesitan elogios…",
      "date": "Hace 11 meses",
      "likes": null,
      "pictureCount": 0
    }
  ],
  "ok": true,
  "error": null
}
```

| Field | Meaning |
|---|---|
| `inputUrl` / `url` | The link you sent and the canonical product page |
| `itemId` / `productId` | Item and catalog product IDs — join with the search actor |
| `title` / `condition` / `soldText` | Product name, condition (Nuevo, Usado…) and units sold |
| `price` / `originalPrice` / `discountPct` / `currency` | Current price, crossed-out price, discount % and local currency (MXN, ARS, COP, CLP) |
| `installments` | Installment plan as shown on the page (e.g. "meses sin intereses") |
| `available` / `availableQuantityText` | Whether there's an active offer, and stock text when shown |
| `sellerName` / `sellerType` / `sellerReputation` | Seller, official-store flag and reputation level (e.g. `5_green`) |
| `rating` / `reviewsCount` | Star rating and total review count displayed on the page |
| `attributes` | Highlighted specs as key/value pairs |
| `description` / `pictures` | Description text (when the page has one) and gallery image URLs |
| `reviews[]` | Collected reviews: `rating`, `text`, `date`, `likes`, `pictureCount` |
| `ok` / `error` | `false` on failed products — those rows are **not charged** |

### How to use it

1. Paste up to 200 entries into **Product URLs**, one per line. Accepted formats:
   - catalog links: `https://www.mercadolibre.com.mx/.../p/MLM52845211`
   - listing links: `https://articulo.mercadolibre.com.ar/MLA-1589573245-...`
   - bare IDs: `MLM52845211`, `MLA1589573245`, `MCO23986875`, `MLC4291988606` (listing or catalog — the actor tries both)
2. Set **Max reviews per product** (default 50, up to 500; 0 = details only).
3. Run and export to CSV, Excel or JSON. Duplicate links are collapsed automatically.

Tip: run the [Mercado Libre Scraper](https://apify.com/gangary/mercado-libre-search-scraper) first and feed its `url` column here.

### Pricing

Pay per event: a small start fee per run, a fee per **product delivered** and a smaller fee per **review delivered**. Blocked pages, products that can't be found and invalid links are **never charged** — and every run respects the `maxTotalChargeUsd` budget you set on Apify.

| Scenario | Approximate cost |
|---|---|
| 100 products, details only (maxReviews 0) | ~US$ 0.52 |
| 100 products × 50 reviews (1 run) | ~US$ 5.52 |
| 1,000 products × 50 reviews (5 runs) | ~US$ 55.10 |

### FAQ

**Is this legal?**
The actor reads public product pages and the public reviews shown on them — no login and no private data. Reviewer names are not collected.

**Can I mix countries in one run?**
Yes. The country is read from each link or ID, and the actor switches to a residential IP of that country when needed.

**Why did a product come back with `error`?**
`blocked` means Mercado Libre's bot protection refused 3 fresh sessions in a row; `no-data` means the page exists but has no product (removed listing, wrong ID). Neither is charged.

**What about Brazil?**
Brazil runs on a separate domain (Mercado Livre). Use the [Mercado Livre Product & Reviews Scraper](https://apify.com/gangary/mercado-livre-product-reviews-scraper) for it.

### Honest limitations

- Up to 200 products and 500 reviews per product per run; split bigger jobs into several runs.
- Review dates come as Mercado Libre shows them — sometimes exact, sometimes relative ("Hace 11 meses").
- Description, stock text and attributes appear only when the page displays them.
- Peru, Uruguay and other Mercado Libre sites are not supported yet.

### From the same maker

- **[Mercado Libre Scraper — Search & Prices](https://apify.com/gangary/mercado-libre-search-scraper)** — search results with prices, discounts and sellers for MX, AR, CO and CL.
- **[Mercado Livre Product & Reviews Scraper (Brazil)](https://apify.com/gangary/mercado-livre-product-reviews-scraper)** — the same data for Mercado Livre Brazil.

***

*Keywords: mercado libre reviews scraper, opiniones mercado libre, scraper de productos mercado libre, mercado libre méxico, mercado libre argentina, mercado libre colombia, mercado libre chile, reseñas de productos, product research latam, review mining, catalog enrichment.*

# Actor input Schema

## `productUrls` (type: `array`):

Product links from Mercado Libre Mexico, Argentina, Colombia or Chile (https://www.mercadolibre.com.mx/p/MLM…, articulo.mercadolibre.com.ar/MLA-…) or bare ids (MLM123, MLA123, MCO123, MLC123), one per line. Up to 200. Each product is opened from a residential IP of its own country.

## `maxReviews` (type: `integer`):

Reviews are collected in pages of 15 until this limit or until the product runs out of reviews. 0 = product details only, no reviews.

## Actor input object example

```json
{
  "productUrls": [
    "https://www.mercadolibre.com.mx/p/MLM68725493"
  ],
  "maxReviews": 50
}
```

# Actor output Schema

## `results` (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 = {
    "productUrls": [
        "https://www.mercadolibre.com.mx/p/MLM68725493"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("gangary/mercado-libre-product-reviews-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 = { "productUrls": ["https://www.mercadolibre.com.mx/p/MLM68725493"] }

# Run the Actor and wait for it to finish
run = client.actor("gangary/mercado-libre-product-reviews-scraper").call(run_input=run_input)

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

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

```

## CLI example

```bash
echo '{
  "productUrls": [
    "https://www.mercadolibre.com.mx/p/MLM68725493"
  ]
}' |
apify call gangary/mercado-libre-product-reviews-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,gangary/mercado-libre-product-reviews-scraper"
        }
    }
}
```

The hosted server signs you in with OAuth on first connect, so no API token belongs in this config. Clients without OAuth support can send an `Authorization: Bearer <APIFY_API_TOKEN>` header instead, using a token from API & Integrations in Apify Console (https://console.apify.com/settings/integrations).

## OpenAPI specification

Download the OpenAPI definition: https://api.apify.com/v2/actors/tfLDMSvukLwbep8iP/builds/GdOkIIh6SZ3nWwXjo/openapi.json