Marketplace sellers
Product feedback
Favorable to scraping
Export recent product reviews, star ratings, and likes to identify recurring quality issues, packaging complaints, or feature requests.
E-commerce Marketplace$50Free
MercadoLibre Review Scraper for CSV Export
This MercadoLibre review scraper turns MercadoLibre product URLs into a structured CSV for review analysis, marketplace research, and seller monitoring. Import the workflow into the UScraper local desktop app, add one or more item URLs, and export product context, rating summaries, review text, dates, likes, and star ratings without writing code.
Output
CSV
Fields
11
Inputs
Multiple URLs
Batches
50 reviews
Template
Free
At a glance
Export MercadoLibre product reviews with item context
The workflow is a MercadoLibre data extractor focused on review rows, not just product listings. Each row repeats the product URL, product name, price, average rating, rating count, review count, and optional AI summary beside the individual review fields. That makes the export useful when you need to sort reviews by product, compare star ratings, or run text analysis on customer comments.
Unlike a visual-only scraper, this template uses a hybrid path. UScraper opens the product page first, waits for load, accepts a matching consent button when present, and then runs JavaScript that parses the item ID from the URL. The script attempts MercadoLibre product and review endpoints, loops through review offsets, renders one normalized hidden row per review, and hands those rows to Structured Export.
Analysis-ready review rows
Export product metadata, review text, review dates, helpful-like counts, and per-review ratings in one CSV instead of copying comments by hand.
Multi-product input
Add several MercadoLibre item URLs to the Navigate block and keep append mode enabled when you want one combined file for a category or competitor set.
Local desktop execution
The stock workflow writes to your configured local folder and does not send the exported CSV through UScraper infrastructure.
Endpoint-aware extraction
The automation attempts public product and review responses, then exports normalized fields through the standard Structured Export block.
Who this is for
MercadoLibre review scraper use cases
E-commerce analysts
Category research
Favorable to scraping
Compare review counts, rating averages, and customer language across competing MercadoLibre products before planning pricing or listing updates.
Agencies
Client reporting
Nuanced outcome
Build auditable CSV snapshots for approved item URLs while keeping platform policy, quote reuse, and privacy review separate from collection.
For a wider marketplace dataset, pair this workflow with the MercadoLibre Listings Scraper by URL, MercadoLibre Listings Scraper by Keyword, and Google Shopping Product Listing Scraper. Browse the UScraper template library when you need follow-up enrichment or search monitoring.
How to use
Configure the MercadoLibre reviews to CSV workflow
2
Add product URLs
Replace the sample MercadoLibre item URL in the Navigate block with the product pages you want to collect. Use direct item URLs that include the MercadoLibre item ID.
3
Confirm the save folder
Structured Export writes mercadoLibre-review-scraper.csv with headers enabled and append mode on. Change the save location before client or campaign runs.
4
Run the extraction loop
UScraper navigates, waits for load, checks for a cookie consent button, runs the review-fetch script, waits for .uscraper-review-row, and exports every rendered row.
5
Open and audit the CSV
Spot-check row counts, empty review cells, product names, and rating values before using the file in dashboards, spreadsheets, or downstream analysis.
Output preview
CSV columns produced by the template
The export mirrors the workflow definition and keeps one row per review. Page-level fields repeat on each row so you can filter by product after combining several MercadoLibre URLs in one run.
| page_url | product_name | product_rating | price | review_content | review_date | like_count | rating |
|---|---|---|---|---|---|---|---|
| https://articulo.mercadolibre.com.ar/MLA-681768775... | Pc Armada Completa Cpu Computadora I5 8gb 1tb O Ssd Tareas Oficina | 4.6 | 378.685 | Buenisimo y ya esta listo para trabajar... | 08 feb. 2023 | 12 | 5 |
| https://articulo.mercadolibre.com.ar/MLA-681768775... | Pc Armada Completa Cpu Computadora I5 8gb 1tb O Ssd Tareas Oficina | 4.6 | 378.685 | Muy buen producto, en al relacion... | 10 may. 2023 | 6 | 5 |
| https://articulo.mercadolibre.com.ar/MLA-681768775... | Pc Armada Completa Cpu Computadora I5 8gb 1tb O Ssd Tareas Oficina | 4.6 | 378.685 | La cpu es bastante ruidosa al encenderla... | 20 jun. 2024 | 2 | 4 |
mercadoLibre-review-scraper.csvColumn
product_name
Title returned from the MercadoLibre item response or fallback row.
Column
product_rating
Average product rating when available.
Column
price
Current item price captured from product data.
Column
review_content
Visible review text or comment body.
Column
review_date
Review creation date or displayed date text.
Column
rating
Per-review rating, score, valorization, or stars field.
Headers included - every configured MercadoLibre URL appends into one file
Comparison
Local scraper vs MercadoLibre APIs and hosted actors
| Option | Good fit | Trade-off |
|---|---|---|
| UScraper MercadoLibre review template | No-code users who need product reviews in a local CSV | Best for controlled batches and reviewable research workflows |
| MercadoLibre developer APIs | Teams with approved integration needs and developer resources | Requires endpoint eligibility, implementation, quotas, and policy review |
| Hosted scraping actors | Teams that want vendor-managed infrastructure | Product URLs and output pass through a third party and may bill by request, row, or compute time |
Frequently asked questions
MercadoLibre reviews may be publicly visible, but automated collection can still be limited by MercadoLibre terms, API terms, robots rules, copyright, privacy law, and local marketplace rules. Use modest volume, do not bypass verification or access controls, and get legal review before using exported reviews commercially.
Before you run
Practical limits and maintenance notes
Keep these constraints visible
Verification
MercadoLibre can redirect some sessions
Autonomous tests showed that MercadoLibre may redirect to account verification or block review endpoint access. Treat blank exports or verification pages as a signal to pause and review access.
Rate limits
Large batches need conservative pacing
Keep product URL batches modest, avoid parallel runs against the same country site, and add longer waits if responses slow down or review rows appear inconsistently.
Policy
Review text may carry reuse restrictions
Use the CSV for approved research workflows, document your lawful basis, and review MercadoLibre terms before republishing quotes, reselling datasets, or training models.
Download the free template, install the local desktop app from UScraper download, and use this workflow whenever you need to export MercadoLibre reviews into a structured local CSV.
Get Started
Download and use this template instantly
$50Free
What's Included
- Template JSON file ready to import
- Pre-configured scraping nodes
- Works with UScraper desktop app
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