ParseForge Scrapers

Target Product Reviews Scraper

parseforge/target-reviews-scraper

E-commerceAutomationDeveloper tools

Scrapes Target product reviews from any product URL. Returns one flat row per review with rating, title, body, author, date, and verified-purchase flag. Filter by rating, verified status, or photo presence.

Run this scraper See the API call
Total users
22
Monthly active
6
Total runs
444
Bookmarked
1
Rating
5.0 (1)
Last modified
12 days ago

Overview

ParseForge

Target Product Reviews Scraper

Scrape Target product reviews from any product URL, up to a million per run. Every review comes with its rating, title, body text, author, date, and verified-purchase flag. No login or API key. Export to CSV, JSON, Excel, or XML.

Target's official API needs a partner account, OAuth, and rate-limits you. This reads the public review feeds directly, filtered by rating, verified status, or photo presence, and returns each match in one fixed schema.

Who uses it What they scrape Target for
Market researchers Which product features customers praise or complain about most
E-commerce managers How their own products compare to competitors on Target
Brand analysts Sentiment trends across a product line over time
SEO specialists Long-tail keywords and phrases real buyers use in reviews

What it does

This Actor collects Target product reviews by product URL and returns each one as a flat row.

  • โญ Rating filter: collect only 1-star rants or 5-star raves, or anything in between.
  • โœ… Verified purchases: exclude unverified reviews to focus on confirmed buyers.
  • ๐Ÿ“ธ Photo reviews: keep only reviews that include images, useful for visual feedback.
  • ๐Ÿ”€ Sort order: most recent, most helpful, highest or lowest rating, most positive or negative.
  • โš™๏ธ Concurrency and delay: tune request speed to avoid rate limits on large runs.

Results export to CSV, JSON, Excel, or XML, or straight from the API.

What you can do with Target data

๐Ÿ“Š Monitor product sentiment.

A brand analyst runs the Actor weekly on a list of Target product URLs to track rating trends and spot emerging complaints before they go viral.

๐Ÿ” Mine review keywords.

An SEO specialist scrapes reviews for a category and extracts the exact phrases buyers use, then feeds them into product page copy and ad campaigns.

๐Ÿ›’ Compare competitor products.

An e-commerce manager collects reviews for competing items on Target and builds a feature matrix of what customers love and hate about each.

๐Ÿ“ˆ Track review volume over time.

A market researcher schedules daily runs for a set of products and charts review count and average rating to measure campaign impact.

Why choose this scraper

What you get
No API key Scrape public review data without registering a Target partner account
Flat schema One row per review, ready for spreadsheets or databases
Scale From a single product to thousands of URLs in one run
Filtered output Only the reviews you need, not the whole page

How it compares

No other Store actor targets Target the same way, so the honest comparison is with the alternatives teams actually weigh.

Target Product Reviews Scraper Build it in-house By hand
Setup Run it now, zero config Days of engineering None, but hours per pull
When Target changes Maintained for you You fix it You re-learn the page
Proxies, retries, anti-bot Built in Your problem Browser only
Output Fixed JSON schema, CSV/Excel export Whatever you build Copy-paste
Cost Pay per result Engineering time Analyst hours

Configure the run

Drive the Actor from product URLs, and filters run as each review is read so only matches reach your dataset. The Input tab lists every parameter.

A first run with the defaults:

{
 "productUrls": [
 "https://www.target.com/p/apple-airpods-pro-3/-/A-85978609"
 ],
 "maxReviews": 20
}

Pricing

Pay-per-result: $0.01599 per result collected. You pay only for the results written to your dataset.

Results collected Approximate cost
100 results $1.60
1,000 results $15.99
10,000 results $159.90

New Apify accounts start with $5 in free credit.

Free users

Free-plan runs return up to 10 results as a preview. Upgrade your Apify plan to collect up to 1,000,000 results per run.

Run it

  1. Create a free Apify account with $5 in credit.
  2. Open the Target Product Reviews Scraper.
  3. Set your inputs and any filters, then click Start.
  4. Export the results as CSV, Excel, JSON, or XML from the Dataset tab.

Run it programmatically through the Apify API (run-sync-get-dataset-items) or the ApifyClient for JavaScript and Python.

Use with AI agents (MCP)

Give an AI agent live access to Target through the Model Context Protocol. Add the Actor to Claude, Cursor, or any MCP client:

claude mcp add --transport http apify "https://mcp.apify.com?tools=parseforge/target-reviews-scraper"

Then prompt it in plain language to run the scraper and read back the results.

Troubleshooting

Why am I getting no results?

Check that the product URL is correct and the product has reviews. Also verify your filters: a rating filter of 5 with verifiedOnly true may return nothing if no verified 5-star reviews exist.

Why do I get fewer reviews than maxReviews?

The Actor can only return reviews that exist on the page. If the product has 50 reviews and you set maxReviews to 200, you will get 50.

Why am I getting rate-limited or blocked?

Reduce maxConcurrency to 1 and increase requestDelayMs to 1000 or more. Target may throttle aggressive scraping.

Why are some reviews missing fields?

Target sometimes omits optional data like author name or verified flag. The Actor returns empty strings for missing fields to keep the schema flat.

Can I scrape reviews from a search results page?

No. The Actor expects direct product URLs, like https://www.target.com/p/apple-airpods-pro-3/-/A-85978609. Use a Target search scraper to get product URLs first.

FAQ

Question Answer
Do I need a Target account or API key? No. The Actor reads the public review feeds that Target serves to any browser. No login, no partner registration, no OAuth.
How many reviews can I scrape? Free users are limited to 100 reviews per run. Paid users can set maxReviews up to 1,000,000, subject to what the product has.
Can I scrape reviews for multiple products at once? Yes. Pass a list of product URLs in the productUrls field and the Actor will process them all in one run.
What does a review row include? Each row contains the review title, body text, star rating, author name, review date, verified-purchase flag, and whether photos are attached.
Can I filter out unverified reviews? Yes. Set verifiedOnly to true and only reviews from confirmed purchasers will be returned.
Can I get only reviews with photos? Yes. Set hasOnlyPhotos to true and the Actor will skip reviews without images.
How do I sort the reviews? Use the sortBy field. Options include most recent, most helpful, rating high to low, rating low to high, most positive, and most negative.
What if I get rate-limited? Lower maxConcurrency and increase requestDelayMs. Start with 1 concurrency and 1000 ms delay if you see errors.
Can I export the data? Yes. The Actor outputs a dataset you can download as CSV, JSON, Excel, or XML from the Apify platform.
Is this legal? You are responsible for complying with Target's terms of service and applicable laws. The Actor only accesses publicly available data.

Related actors

Browse the full ParseForge collection for more scrapers.

๐Ÿ†˜ Need help? Email parseforge@protonmail.com with your run ID, your input, and what you expected.

โš ๏ธ Disclaimer. This Actor is unofficial and is not affiliated with, endorsed by, or sponsored by Target Brands, Inc. It collects only publicly available data. You are responsible for using the collected data in compliance with the source's terms of service and applicable data-protection laws, including GDPR, CCPA, and PIPL. Do not use it to collect personal data unlawfully.

Input

FieldTypeWhat it doesDefault
productUrls array List of Target product page URLs to scrape reviews from. Example: https://www.target.com/p/apple-airpods-pro-3/-/A-85978609 ["https://www.target.com/p/apple-airpods
maxReviews integer Free users: Limited to 100. Paid users: Optional, max 1,000,000. 20
sortBy string (6 options) How to sort the reviews. most_recent
filterByRating integer Only return reviews with this star rating (1-5). Leave empty for all ratings. not set
verifiedOnly boolean Only return reviews from verified purchasers. false
hasOnlyPhotos boolean Only return reviews that include photos. false
maxConcurrency integer Maximum number of parallel requests. Lower this if you get rate-limited. 5
requestDelayMs integer Milliseconds to wait between requests. Increase if the site rate-limits you. 0

Pricing

from $11.99 per 1,000 results

Charged forWhat it isPrice each
Actor Start Charged once when the run starts. $0.005
Result Item Charged once per result collected. $0.01199 to $0.01599

Tiered: the lower figure is the price on a higher Apify plan. Billing and the free credit live on Apify.

API

One POST returns the dataset directly. Same shape for every scraper in the library, so swapping the slug is the only change.

POST ยท run and get results
curl -X POST "https://api.apify.com/v2/acts/parseforge~target-reviews-scraper/run-sync-get-dataset-items?token=$APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "helloWorld": 123
  }'

Examples

Input that runs as-is.

input.json
{
  "helloWorld": 123
}

Reviews

Rated 5.0 out of 5 across 1 review. Read them on Apify.

Issues

We build and maintain this scraper, so a problem with it comes to us. Report it on the Apify listing and the thread stays attached to the scraper where the next person can find it: open an issue.

Broken and urgent, or you would rather not post in public? Write to parseforge@protonmail.com and it reaches the people who wrote it.

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