# Clutch Reviews Script (`hello.datawizards/clutch-reviews-script`) Actor

The Clutch Reviews Script extracts detailed, structured reviews from Clutch.co, including ratings, quotes, reviewer info, and full Q/A sections. Perfect for competitor analysis, market research, and performance insights with reliable residential proxy support.

- **URL**: https://apify.com/hello.datawizards/clutch-reviews-script.md
- **Developed by:** [datawizards](https://apify.com/hello.datawizards) (community)
- **Categories:** Automation, Lead generation, Other
- **Stats:** 3 total users, 0 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: 2.00 out of 5 stars

## Pricing

from $8.00 / 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/actors/running/actors-in-store.md#pay-per-event

## What's an Apify Actor?

Actors are web data automations that power AI and operations. They run on the Apify platform to scrape websites, process data, connect APIs, and automate workflows.
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.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — 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

***

## ⭐ Clutch Reviews Script · Apify Actor

Extract **high-quality, structured review data** directly from **Clutch.co** listings — ideal for market research, competitor benchmarking, client sentiment analysis, and performance evaluation.
Built and maintained by **[DataWizards](https://linkedin.com/in/data-wizards-aa8080342)**.

***

### 📌 What Is `Clutch Reviews Script`?

The **Clutch Reviews Script** Apify Actor automates the extraction of **detailed review data from Clutch company pages**, including:

- Review titles
- Ratings (overall + breakdown)
- Reviewer identity & position
- Full Q/A section (Background, Challenge, Solution, Results)
- Quotes, summaries, feedback, and more

Whether you're an **agency**, **consultant**, **analyst**, or **B2B strategist**, this actor streamlines data collection from one of the top global review platforms.

***

### 🧠 Key Features

✔ **Highly Structured JSON Output**
✔ Extracts full Clutch review details (titles, quotes, rating breakdown, review date, feedback, etc.)
✔ Deep parsing of **BACKGROUND**, **CHALLENGE**, **SOLUTION**, **RESULTS**, **RATINGS** sections
✔ Reviewer metadata & project details included
✔ Supports **RESIDENTIAL proxies** for stable scraping
✔ Fast, reliable, scalable, and easy to integrate
✔ Perfect for bulk review analysis

***

### 🛠️ Input Schema

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

#### 🔐 Proxy Configuration Guide

- **useApifyProxy**: Must be `true`
- **apifyProxyGroups**: Use `"RESIDENTIAL"` for best results
- Residential proxies reduce blocking + boost reliability on Clutch.co

***

### 📤 Output Example

```json
[
  {
    "title": "Mobile App Dev Company for CD Collection Company",
    "overall_rating": "4.0",
    "rating_details": {
      "Quality": "4.0",
      "Schedule": "4.0",
      "Cost": "3.5",
      "Willing to Refer": "4.0"
    },
    "quote": "\"They helped guide us as this is our first mobile app and it was amazing.\"",
    "date": "Jan 27, 2023",
    "reviewer": {
      "position": "Deputy General Manager, CD Collection Company",
      "name": "Anonymous",
      "details": {}
    },
    "feedback": "",
    "extra": {
      "BACKGROUND": [
        {
          "question": "Please describe your company and your position there.",
          "answer": ""
        },
        {
          "text": "As cd collection, we serve in many sectors, I am the assistant general manager."
        }
      ],
      "OPPORTUNITY / CHALLENGE": [
        {
          "question": "For what projects/services did your company hire Kumsal Agency?",
          "answer": ""
        },
        {
          "text": "city go! app and cd invest realty..."
        }
      ],
      "SOLUTION": [...],
      "RESULTS & FEEDBACK": [...],
      "RATINGS": [...]
    },
    "project_details": {
      "Mobile App Development": "",
      "": ""
    },
    "summary": ""
  }
]
```

***

### 🚀 Use Cases

🔹 **Competitor Analysis** – Understand how rival agencies are rated
🔹 **Client Sentiment Insights** – Aggregate reviews to evaluate trust factors
🔹 **Lead Qualification** – Study review patterns for potential vendors
🔹 **Market Research** – Identify industry benchmarks from customer feedback
🔹 **Reputation Monitoring** – Track improvement or decline in public feedback
🔹 **Dashboard Integrations** – Feed data into BI tools like Power BI or Looker

***

### 🎯 Best Practices

✔ Always use **RESIDENTIAL proxies** for Clutch
✔ Schedule runs during off-peak hours for faster execution
✔ Combine with **Clutch Company Info Scraper** for full-dataset enrichment
✔ Validate output fields before piping into databases
✔ Avoid extremely large batch requests in a single run
✔ Store raw HTML for debugging (optional)

***

### 📦 Tech Highlights

- Built using **Apify SDK**
- Optimized DOM selectors for Clutch layouts
- Includes intelligent fallback parsing
- Output always normalized & developer-ready

***

### ❤️ Actor Description (SEO-Friendly)

The **Clutch Reviews Script** Apify Actor is a powerful automation tool that extracts **detailed B2B reviews from Clutch.co**, including full narrative responses, rating breakdowns, reviewer identity, and project context.
Designed for analysts, agencies, and business strategists who need **clean, structured, and reliable Clutch review data** at scale.

Ideal for **market intelligence**, **reputation scoring**, **competitor tracking**, and **performance benchmarking**.

***

### 🤝 Support

Need custom fields? Want simplified output?
Have a bug to report?

**DataWizards are always ready for you.**

📧 Email: **<hello.datawizard@gmail.com>**
✉️ **Subject:** `Clutch Reviews Script – Support Request`
🔗 Connect on LinkedIn: **<https://linkedin.com/in/data-wizards-aa8080342>**

We love helping you build smarter, faster data workflows.

***

### 🧰 Want Custom Modifications?

From custom export formats (CSV, XLSX, BigQuery)
to automation pipelines or additional Clutch data scraping…

💡 **We build tailored solutions for all your needs.**

Just reach out — we’ll make it happen.

***

### 🐞 Feedback & Bug Reports

If something doesn’t work as expected:

📧 Email: **<hello.datawizard@gmail.com>**
✉️ **Subject:** `Bug Report – Clutch Reviews Script`

We usually reply within **24 hours**.

***

### 🔍 SEO Keywords (hidden)

`Clutch scraper`, `Clutch reviews extractor`, `B2B reviews API`,
`Apify Clutch actor`, `Clutch.co data scraper`,
`agency review scraper`, `market research scraper`,
`structured review data`, `competitor review analysis`

***

### 🏁 Start extracting Clutch reviews like a pro — fast, clean, and fully automated with **Clutch Reviews Script**.

***

# Actor input Schema

## `ProductUrls` (type: `array`):

The product urls for the spider.

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

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

## Actor input object example

```json
{
  "ProductUrls": [
    "https://clutch.co/profile/kumsal-agency#reviews"
  ],
  "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 = {
    "proxyConfiguration": {
        "useApifyProxy": true,
        "apifyProxyGroups": [
            "RESIDENTIAL"
        ]
    }
};

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

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

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "type": "http",
            "url": "https://mcp.apify.com/?tools=fetch-actor-details,hello.datawizards/clutch-reviews-script"
        }
    }
}

```

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/v634FpOCTLb0eco1K/builds/16atYobKtxI3Oc2F3/openapi.json