Amazon Review Defect Finder
Pricing
from $15.00 / 1,000 defect cluster founds
Paste an Amazon product URL and see which complaints are real patterns. It fetches the critical reviews and returns each recurring fault, how many separate reviewers named it, how many times it was mentioned, the first and last date seen, the worst star rating, and their exact words.
You can access the Amazon Review Defect Finder programmatically from your own applications by using the Apify API. You can also choose the language preference from below. To use the Apify API, you’ll need an Apify account and your API token, found in API & Integrations in Apify Console.
1from apify_client import ApifyClient2
3# Initialize the ApifyClient with your Apify API token4# Replace '<YOUR_API_TOKEN>' with your token.5client = ApifyClient("<YOUR_API_TOKEN>")6
7# Prepare the Actor input8run_input = {9 "reviews": [10 {11 "userId": "R1",12 "date": "2026-03-02",13 "ratingScore": 2,14 "reviewDescription": "The left earbud stopped charging after about four months. Case shows it at 100% but it is dead.",15 },16 {17 "userId": "R2",18 "date": "2026-03-19",19 "ratingScore": 1,20 "reviewDescription": "Left bud stopped charging completely around month five. Right one is fine.",21 },22 {23 "userId": "R3",24 "date": "2026-04-07",25 "ratingScore": 2,26 "reviewDescription": "Battery died on the left earbud after four months of light use. Very disappointing.",27 },28 {29 "userId": "R4",30 "date": "2026-02-11",31 "ratingScore": 1,32 "reviewDescription": "Case hinge snapped in my pocket within a few weeks. The plastic is far too thin.",33 },34 {35 "userId": "R5",36 "date": "2026-05-02",37 "ratingScore": 2,38 "reviewDescription": "The hinge on the charging case broke after about three weeks of normal use.",39 },40 {41 "userId": "R6",42 "date": "2026-05-14",43 "ratingScore": 1,44 "reviewDescription": "Hinge cracked and now the case will not stay shut at all.",45 },46 {47 "userId": "R7",48 "date": "2026-01-30",49 "ratingScore": 3,50 "reviewDescription": "Did not like the colour, it is more grey than silver in person.",51 },52 ],53 "productName": "Wireless Earbuds (example)",54 "linkUrl": "https://www.amazon.com/dp/B08EXAMPLE",55}56
57# Run the Actor and wait for it to finish58run = client.actor("pradio/amazon-defect-ledger").call(run_input=run_input)59
60# Fetch and print Actor results from the run's dataset (if there are any)61print(f"💾 Check your data here: https://console.apify.com/storage/datasets/{run.default_dataset_id}")62for item in client.dataset(run.default_dataset_id).iterate_items():63 print(item)64
65# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-startThe Apify API client for Python is the official library that allows you to use Amazon Review Defect Finder API in Python, providing convenience functions and automatic retries on errors.
Install the apify-client
$pip install apify-clientOther API clients include: