# Shopperapproved Reviews (`hello.datawizards/shopperapproved-reviews`) Actor

Extract verified ShopperApproved customer reviews with structured JSON output. This Apify Actor collects ratings, reviewer details, service and product scores, and feedback data—ideal for reputation monitoring, sentiment analysis, and e-commerce insights at scale.

- **URL**: https://apify.com/hello.datawizards/shopperapproved-reviews.md
- **Developed by:** [datawizards](https://apify.com/hello.datawizards) (community)
- **Categories:** Agents, Automation, E-commerce
- **Stats:** 2 total users, 0 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $4.00 / 1,000 results

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/platform/actors/running/actors-in-store#pay-per-event

## 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

---

## ⭐ Shopperapproved Reviews · Apify Actor

Extract **verified customer reviews, ratings, and feedback** from **ShopperApproved** using clean, structured JSON output — ideal for reputation monitoring, sentiment analysis, and e-commerce intelligence.

Built and maintained by **[DataWizards](https://linkedin.com/in/data-wizards-aa8080342)**.

---

### 📌 What Is `Shopperapproved Reviews`?

The **Shopperapproved Reviews** Apify Actor allows you to **programmatically scrape public customer reviews from ShopperApproved review endpoints**.
It collects **detailed review metadata**, including ratings, reviewer name, verification status, service/product scores, and timestamps — without manual effort.

This actor is designed for **developers, analysts, SaaS teams, and e-commerce businesses** who need reliable customer feedback data at scale.

---

### 🧠 Key Features

* ✅ Extracts **verified ShopperApproved reviews**
* ✅ Structured, ready-to-use **JSON output**
* ✅ Includes **overall, product, and customer service ratings**
* ✅ Captures reviewer name, date, and full review text
* ✅ Supports **Apify Proxy with RESIDENTIAL IPs**
* ✅ Lightweight, fast, and scalable
* ✅ Ideal for automation and dashboards

---

### 🛠️ Input Configuration

This actor requires **Apify Proxy** to ensure stable access and reduce blocking.

```json
{
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ]
  }
}
````

#### 🔐 Proxy Notes

- **useApifyProxy** must be set to `true`
- **RESIDENTIAL** proxy group is strongly recommended for consistency and accuracy

***

### 📤 Output Example

The actor returns a structured JSON array like the following:

```json
[
  {
    "url": "https://www.shopperapproved.com/reviews/1ereavenue.com/data/review-data",
    "review_id": "211568938",
    "rating": "4.0",
    "reviewer_name": "Annick Van Kalleveen-Morangier",
    "review_date": "2025-12-26 12:16:22",
    "review_text": "Satisfied with quality (I prefer the made in Canada to....) delivery on time.",
    "verified_purchase": "1",
    "address": "",
    "customer_service_rating": "5.0",
    "product_rating": "5.0",
    "product_feedbacks": [],
    "custom_feedbacks": []
  }
]
```

***

### 📊 Data Fields Explained

| Field                     | Description                               |
| ------------------------- | ----------------------------------------- |
| `url`                     | Source ShopperApproved review endpoint    |
| `review_id`               | Unique review identifier                  |
| `rating`                  | Overall rating score                      |
| `reviewer_name`           | Name of the reviewer                      |
| `review_date`             | Review submission timestamp               |
| `review_text`             | Full customer feedback                    |
| `verified_purchase`       | Indicates verified buyer (`1` = verified) |
| `customer_service_rating` | Customer service score                    |
| `product_rating`          | Product satisfaction score                |
| `product_feedbacks`       | Product-specific feedback array           |
| `custom_feedbacks`        | Custom review attributes (if available)   |

***

### 🚀 Use Cases

- 🛒 **Brand Reputation Monitoring** – Track customer satisfaction over time
- 📈 **Sentiment Analysis** – Feed reviews into NLP or AI pipelines
- 🧩 **E-commerce Intelligence** – Analyze service vs product ratings
- 🧠 **Market Research** – Identify recurring customer pain points
- 🔄 **Automation Pipelines** – Integrate with CRMs, BI tools, or dashboards

***

### ✅ Best Practices

- Always use **RESIDENTIAL proxies** for reliable results
- Schedule scraping during **off-peak hours** for large datasets
- Store review IDs to **avoid duplicates**
- Respect ShopperApproved’s public data usage policies
- Combine with analytics tools for deeper insights

***

### 🤝 Support & Customization

Need **custom fields**, **simplified output**, or **actor enhancements**?
**DataWizards are always ready for you.**

📩 **Email**: <hello.datawizard@gmail.com>
✉️ **Email Subject**: `Shopperapproved Reviews Actor – Support Request`
🔗 **LinkedIn**: <https://linkedin.com/in/data-wizards-aa8080342>

***

### 🧰 Need Something More?

Whether you want:

- Custom review filters
- Simplified or normalized output
- New marketplaces supported
- Bug fixes or performance tuning

👉 **DataWizards will build it for you.**

For more custom/simplified outputs or bug reports, please contact:
📧 **<hello.datawizard@gmail.com>**
✉️ **Subject**: `Custom Support – Shopperapproved Reviews Actor`

***

### 🐞 Feedback & Bug Reports

Found an issue or have a feature request?

📧 Email: **<hello.datawizard@gmail.com>**
✉️ Subject: `Bug Report – Shopperapproved Reviews Actor`
Or report directly via **Apify Issues**.

***

#### 🏁 Start extracting trustworthy customer reviews with **Shopperapproved Reviews** —

your reliable solution for structured ShopperApproved review data.

***

# Actor input Schema

## `Urls` (type: `array`):

The urls for the spider.

## `itemLimit` (type: `integer`):

Specifies the maximum number of items to process.

## `proxyConfiguration` (type: `object`):

Specifies proxy servers that will be used by the scraper in order to hide its origin.

## Actor input object example

```json
{
  "Urls": [
    "https://www.shopperapproved.com/reviews/1ereavenue.com/#reviews"
  ],
  "itemLimit": 50,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ]
  }
}
```

# 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 = {
    "itemLimit": 50,
    "proxyConfiguration": {
        "useApifyProxy": true,
        "apifyProxyGroups": [
            "RESIDENTIAL"
        ]
    }
};

// Run the Actor and wait for it to finish
const run = await client.actor("hello.datawizards/shopperapproved-reviews").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 = {
    "itemLimit": 50,
    "proxyConfiguration": {
        "useApifyProxy": True,
        "apifyProxyGroups": ["RESIDENTIAL"],
    },
}

# Run the Actor and wait for it to finish
run = client.actor("hello.datawizards/shopperapproved-reviews").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 '{
  "itemLimit": 50,
  "proxyConfiguration": {
    "useApifyProxy": true,
    "apifyProxyGroups": [
      "RESIDENTIAL"
    ]
  }
}' |
apify call hello.datawizards/shopperapproved-reviews --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=hello.datawizards/shopperapproved-reviews",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Shopperapproved Reviews",
        "description": "Extract verified ShopperApproved customer reviews with structured JSON output. This Apify Actor collects ratings, reviewer details, service and product scores, and feedback data—ideal for reputation monitoring, sentiment analysis, and e-commerce insights at scale.",
        "version": "0.0",
        "x-build-id": "dWGTEsa960zWBTatB"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/hello.datawizards~shopperapproved-reviews/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-hello.datawizards-shopperapproved-reviews",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/hello.datawizards~shopperapproved-reviews/runs": {
            "post": {
                "operationId": "runs-sync-hello.datawizards-shopperapproved-reviews",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/hello.datawizards~shopperapproved-reviews/run-sync": {
            "post": {
                "operationId": "run-sync-hello.datawizards-shopperapproved-reviews",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                    "Urls": {
                        "title": "Urls",
                        "minItems": 1,
                        "type": "array",
                        "description": "The urls for the spider.",
                        "default": [
                            "https://www.shopperapproved.com/reviews/1ereavenue.com/#reviews"
                        ],
                        "items": {
                            "type": "string"
                        }
                    },
                    "itemLimit": {
                        "title": "Item Limit",
                        "type": "integer",
                        "description": "Specifies the maximum number of items to process.",
                        "default": 50
                    },
                    "proxyConfiguration": {
                        "title": "Proxy configuration",
                        "type": "object",
                        "description": "Specifies proxy servers that will be used by the scraper in order to hide its origin.",
                        "default": {
                            "useApifyProxy": true,
                            "apifyProxyGroups": [
                                "RESIDENTIAL"
                            ]
                        }
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```