# Beauty Salon & Pro Locator Scraper (`tpa_d/beauty-pro-locator-radar`) Actor

Extracts salon, stylist, certified-pro, distributor, and pro-location rows from public beauty brand salon/pro locator pages, including Stockist-powered locators and embedded structured data.

- **URL**: https://apify.com/tpa\_d/beauty-pro-locator-radar.md
- **Developed by:** [The Product Analyst Data](https://apify.com/tpa_d) (community)
- **Categories:** E-commerce
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $1.00 / 1,000 pro location rows

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

## Beauty Salon & Pro Locator Scraper ✂️💇‍♀️

Extract structured salon, stylist, certified-pro, distributor, academy, and professional-location rows from public beauty brand locator pages.

Use it to build beauty B2B prospect lists, map professional-brand coverage, and compare which cities have strong or weak salon/pro presence.

### What you get

- **Salon and pro-location rows** — business name, professional type, address, city, state, postal code, phone, coordinates, and source URL.
- **Certified/pro locator coverage** — works well with direct beauty salon/pro locator URLs, especially Stockist-powered locators.
- **Market mapping** — query by metro areas such as New York, Los Angeles, Atlanta, Chicago, or your own coordinates.
- **Clean export formats** — use Apify dataset output as JSON, CSV, Excel, Google Sheets, or API data.
- **Diagnostics** — unsupported or browser-only locator systems can return diagnostics instead of silently failing.

### Best use cases

- Find salons/stylists certified by a professional beauty brand.
- Build B2B prospect lists for distributors, education events, or wholesale outreach.
- Track pro-market footprint for brands like OLAPLEX, Paul Mitchell, Redken, Wella, Matrix, and similar lines.
- Compare which markets have dense vs. thin salon coverage.
- Prepare territory research for beauty reps or local operators.

### Buyer-ready offer

> Send a public salon/pro locator URL and 2-4 target metro areas. I’ll return a clean salon/stylist/certified-pro spreadsheet with address, market, provider, and source URL.

Best buyers: professional beauty brands, distributors, education teams, sales reps, and salon-market operators who need territory coverage without manual locator clicking.

### Input example

```json
{
  "brandUrls": [
    "https://olaplex.com/pages/certified-stylists",
    "https://www.paulmitchell.com/pages/salon-locator"
  ],
  "searchAreas": [
    { "label": "New York, NY", "latitude": 40.7128, "longitude": -74.0060, "radiusMiles": 25 },
    { "label": "Los Angeles, CA", "latitude": 34.0522, "longitude": -118.2437, "radiusMiles": 25 }
  ],
  "maxResultsPerBrand": 40,
  "maxPagesPerBrand": 4,
  "includeDiagnostics": true,
  "mode": "pro"
}
````

| Field | What it controls |
|---|---|
| `brandUrls` **required** | Brand homepages or direct salon/pro locator URLs. Direct locator URLs work best. |
| `searchAreas` | Metro areas used to query Stockist and similar map widgets. |
| `maxResultsPerBrand` | Maximum deduplicated pro-location rows per brand. |
| `maxPagesPerBrand` | Maximum candidate pages to fetch for each brand. |
| `includeDiagnostics` | Emit diagnostic rows when no usable locations are extracted. |
| `mode` | Use `pro` for salon/stylist/pro locator output. |

### Sample output

Representative rows from a verified cloud run:

| Brand | Business | Type | Address | Provider |
|---|---|---|---|---|
| OLAPLEX | Laicale | stylist | 129 Grand Street, New York, NY 10013 | `stockist` |
| OLAPLEX | \[salon]718 | salon | 60 furman street, Brooklyn, NY 11201 | `stockist` |
| Paul Mitchell | The Cutting Den | salon | 100 Henry Street, Brooklyn, NY 11201 | `stockist` |
| Paul Mitchell | Blondify Studio | salon | 54 E 4Th St, New York, NY 10003 | `stockist` |

Example row shape:

```json
{
  "rowType": "pro_location",
  "brandName": "Paul Mitchell",
  "brandDomain": "paulmitchell.com",
  "businessName": "The Cutting Den",
  "proName": "",
  "professionalType": "salon",
  "address": "100 Henry Street",
  "city": "Brooklyn",
  "state": "NY",
  "postalCode": "11201",
  "latitude": 40.6992,
  "longitude": -73.9937,
  "phone": "",
  "locatorProvider": "stockist",
  "searchAreaLabel": "New York, NY",
  "sourceUrl": "https://www.paulmitchell.com/pages/salon-locator",
  "scrapedAt": "2026-07-04T19:04:37.010Z"
}
```

Latest verified cloud smoke:

| Metric | Value |
|---|---:|
| Rows | 80 clean / 80 total |
| Location rows | 80 |
| Diagnostic rows | 0 |
| Brands | OLAPLEX 40, Paul Mitchell 40 |
| Runtime | ~4 seconds |

### Output fields

`brandName`, `brandDomain`, `businessName`, `proName`, `professionalType`, `services`, `certificationSignals`, `address`, `address2`, `city`, `state`, `postalCode`, `country`, `latitude`, `longitude`, `phone`, `website`, `profileUrl`, `locatorProvider`, `searchAreaLabel`, `distanceMiles`, `sourceUrl`, `scrapedAt`.

### How it works

This Actor scans supplied beauty brand URLs for public salon/pro locator pages and extracts location rows from:

- Stockist-powered salon/pro locator widgets.
- JSON-LD BeautySalon/HairSalon/LocalBusiness data.
- Embedded public salon/pro/location arrays.

For Stockist widgets, it queries public search endpoints by latitude, longitude, and radius, then deduplicates rows by business/address/geography.

It does **not** log in, access private data, scrape appointment books, or collect non-public customer information.

### Pricing

This Actor is configured for **Pay per event** pricing:

- `apify-actor-start`: **$0.00005 per run start**.
- `pro-location-row`: **$0.001 per real pro-location row**.
- Diagnostic rows are emitted for transparency but are **not** charged as value rows.

Displayed price: **from $1.00 / 1,000 pro-location rows**.

### Limitations

- Works best with direct salon/pro locator URLs.
- Stockist-powered salon locators are queried by `searchAreas`; add more cities for broader coverage.
- Browser-only locator platforms may need future provider-specific extractors.
- Some brands use vendors or APIs that are not supported yet; diagnostics help identify those cases.
- Address quality depends on the source locator data.
- Not affiliated with OLAPLEX, Paul Mitchell, Stockist, or any listed brand. Use responsibly and respect each site's terms.

### Beauty Data Toolkit

This Actor is part of a focused beauty-market data toolkit:

| Need | Actor |
|---|---|
| Product drops, prices, variants, discounts | [Shopify Product Feed & Price Scraper](https://apify.com/fierce_quoll/shopify-beauty-radar) |
| Brand retail footprint and where-to-buy/store-locator rows | [Beauty Where-to-Buy & Stockist Scraper](https://apify.com/fierce_quoll/beauty-stockist-radar) |
| Salon, stylist, and certified-pro locator rows | [Beauty Salon & Pro Locator Scraper](https://apify.com/fierce_quoll/beauty-pro-locator-radar) |

Use the three together to map **what brands sell**, **where products are stocked**, and **which salons/pros carry or certify around professional lines**.

### FAQ

#### Can I scrape multiple brands at once?

Yes. Add multiple `brandUrls`; each output row includes `brandName`, `brandDomain`, and `sourceUrl`.

#### Why do I need search areas?

Many salon/pro locators return nearby results, not a full national dump. Add the cities or markets you want to map.

#### Does this return individual stylist names?

Sometimes. If the source locator exposes an individual professional name, it appears in `proName`; otherwise the Actor returns the salon/business name.

#### What happens if a locator is unsupported?

With `includeDiagnostics: true`, the Actor emits diagnostic rows instead of silently failing.

### Quality / verification

This project now ships with a reusable sample input and standard local checks:

```bash
npm run check
cp examples/sample-input.json storage/key_value_stores/default/INPUT.json
CRAWLEE_STORAGE_DIR=./storage APIFY_LOCAL_STORAGE_DIR=./storage node src/main.js
```

### API usage

Run from the Apify CLI:

```bash
apify call fierce_quoll/beauty-pro-locator-radar --input-file examples/live-input.json
```

Or use the API tab on the Actor page for language-specific snippets.

# Actor input Schema

## `brandUrls` (type: `array`):

Public brand homepages or direct locator pages to scan. Bare domains are accepted. Direct locator URLs work best for the first run.

## `searchAreas` (type: `array`):

Latitude/longitude/radius areas used for Stockist and similar map locator searches. Add more cities to expand coverage.

## `maxResultsPerBrand` (type: `integer`):

Maximum deduplicated location rows to emit per brand.

## `maxPagesPerBrand` (type: `integer`):

Maximum discovered candidate pages to fetch per brand before extracting locations.

## `includeDiagnostics` (type: `boolean`):

Emit diagnostic rows when no usable locator or locations are found for a brand.

## `mode` (type: `string`):

Advanced override for locator discovery/scoring.

## Actor input object example

```json
{
  "brandUrls": [
    "https://olaplex.com/pages/certified-stylists",
    "https://www.paulmitchell.com/pages/salon-locator"
  ],
  "searchAreas": [
    {
      "label": "New York, NY",
      "latitude": 40.7128,
      "longitude": -74.006,
      "radiusMiles": 50
    },
    {
      "label": "Los Angeles, CA",
      "latitude": 34.0522,
      "longitude": -118.2437,
      "radiusMiles": 50
    },
    {
      "label": "Atlanta, GA",
      "latitude": 33.749,
      "longitude": -84.388,
      "radiusMiles": 50
    },
    {
      "label": "Chicago, IL",
      "latitude": 41.8781,
      "longitude": -87.6298,
      "radiusMiles": 50
    }
  ],
  "maxResultsPerBrand": 300,
  "maxPagesPerBrand": 6,
  "includeDiagnostics": true,
  "mode": "pro"
}
```

# 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 = {
    "brandUrls": [
        "https://olaplex.com/pages/certified-stylists",
        "https://www.paulmitchell.com/pages/salon-locator"
    ],
    "searchAreas": [
        {
            "label": "New York, NY",
            "latitude": 40.7128,
            "longitude": -74.006,
            "radiusMiles": 50
        },
        {
            "label": "Los Angeles, CA",
            "latitude": 34.0522,
            "longitude": -118.2437,
            "radiusMiles": 50
        },
        {
            "label": "Atlanta, GA",
            "latitude": 33.749,
            "longitude": -84.388,
            "radiusMiles": 50
        },
        {
            "label": "Chicago, IL",
            "latitude": 41.8781,
            "longitude": -87.6298,
            "radiusMiles": 50
        }
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("tpa_d/beauty-pro-locator-radar").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 = {
    "brandUrls": [
        "https://olaplex.com/pages/certified-stylists",
        "https://www.paulmitchell.com/pages/salon-locator",
    ],
    "searchAreas": [
        {
            "label": "New York, NY",
            "latitude": 40.7128,
            "longitude": -74.006,
            "radiusMiles": 50,
        },
        {
            "label": "Los Angeles, CA",
            "latitude": 34.0522,
            "longitude": -118.2437,
            "radiusMiles": 50,
        },
        {
            "label": "Atlanta, GA",
            "latitude": 33.749,
            "longitude": -84.388,
            "radiusMiles": 50,
        },
        {
            "label": "Chicago, IL",
            "latitude": 41.8781,
            "longitude": -87.6298,
            "radiusMiles": 50,
        },
    ],
}

# Run the Actor and wait for it to finish
run = client.actor("tpa_d/beauty-pro-locator-radar").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 '{
  "brandUrls": [
    "https://olaplex.com/pages/certified-stylists",
    "https://www.paulmitchell.com/pages/salon-locator"
  ],
  "searchAreas": [
    {
      "label": "New York, NY",
      "latitude": 40.7128,
      "longitude": -74.006,
      "radiusMiles": 50
    },
    {
      "label": "Los Angeles, CA",
      "latitude": 34.0522,
      "longitude": -118.2437,
      "radiusMiles": 50
    },
    {
      "label": "Atlanta, GA",
      "latitude": 33.749,
      "longitude": -84.388,
      "radiusMiles": 50
    },
    {
      "label": "Chicago, IL",
      "latitude": 41.8781,
      "longitude": -87.6298,
      "radiusMiles": 50
    }
  ]
}' |
apify call tpa_d/beauty-pro-locator-radar --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=tpa_d/beauty-pro-locator-radar",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Beauty Salon & Pro Locator Scraper",
        "description": "Extracts salon, stylist, certified-pro, distributor, and pro-location rows from public beauty brand salon/pro locator pages, including Stockist-powered locators and embedded structured data.",
        "version": "0.1",
        "x-build-id": "FEeQLUejmldkFO9ce"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/tpa_d~beauty-pro-locator-radar/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-tpa_d-beauty-pro-locator-radar",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/tpa_d~beauty-pro-locator-radar/runs": {
            "post": {
                "operationId": "runs-sync-tpa_d-beauty-pro-locator-radar",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/tpa_d~beauty-pro-locator-radar/run-sync": {
            "post": {
                "operationId": "run-sync-tpa_d-beauty-pro-locator-radar",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "required": [
                    "brandUrls"
                ],
                "properties": {
                    "brandUrls": {
                        "title": "Brand or locator URLs",
                        "type": "array",
                        "description": "Public brand homepages or direct locator pages to scan. Bare domains are accepted. Direct locator URLs work best for the first run.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "searchAreas": {
                        "title": "Search areas for map widgets",
                        "type": "array",
                        "description": "Latitude/longitude/radius areas used for Stockist and similar map locator searches. Add more cities to expand coverage."
                    },
                    "maxResultsPerBrand": {
                        "title": "Max results per brand",
                        "minimum": 1,
                        "maximum": 5000,
                        "type": "integer",
                        "description": "Maximum deduplicated location rows to emit per brand.",
                        "default": 300
                    },
                    "maxPagesPerBrand": {
                        "title": "Max pages per brand",
                        "minimum": 1,
                        "maximum": 20,
                        "type": "integer",
                        "description": "Maximum discovered candidate pages to fetch per brand before extracting locations.",
                        "default": 6
                    },
                    "includeDiagnostics": {
                        "title": "Include diagnostics",
                        "type": "boolean",
                        "description": "Emit diagnostic rows when no usable locator or locations are found for a brand.",
                        "default": true
                    },
                    "mode": {
                        "title": "Locator mode",
                        "enum": [
                            "stockist",
                            "pro"
                        ],
                        "type": "string",
                        "description": "Advanced override for locator discovery/scoring.",
                        "default": "pro"
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
