# Shopify Store Leads Scraper (`wishful_knowledge/shopify-lead-finder`) Actor

Find contactable Shopify store leads with public business emails, socials, product samples, marketing tech signals, and outreach scores.

- **URL**: https://apify.com/wishful\_knowledge/shopify-lead-finder.md
- **Developed by:** [sanfeng zhang](https://apify.com/wishful_knowledge) (community)
- **Categories:** Lead generation, E-commerce, Automation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

Pay per usage

This Actor is paid per platform usage. The Actor is free to use, and you only pay for the Apify platform usage, which gets cheaper the higher subscription plan you have.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-usage

## 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

## Shopify Store Leads Scraper - Emails, Socials & Tech Stack

Find contactable Shopify store leads for agency prospecting, ecommerce SaaS research, retention audits, paid ads audits, and DTC niche mapping.

This Actor discovers or analyzes Shopify stores, extracts public business contact signals, detects ecommerce marketing stack clues, samples public products, and ranks each prospect by outreach quality. By default, it saves only higher-quality leads with public business role emails, so pay-per-event users are not charged for weak raw store URLs.

### Why use it

- Build Shopify agency prospect lists without manually opening every store.
- Extract public business emails such as `info@`, `support@`, `sales@`, and `hello@`.
- Find public social profiles, contact/about links, currency hints, product samples, and marketing tech signals.
- Score each store from 0 to 100 using practical B2B outreach signals.
- Filter low-quality stores before they reach the paid dataset.
- Keep privacy exposure low with conservative defaults.

### Best for

- Shopify agency prospecting
- Email/SMS retention service lead lists
- Klaviyo, Postscript, and lifecycle marketing audits
- Paid ads tracking and pixel audit prospecting
- Conversion rate optimization prospecting
- Ecommerce SaaS market research
- DTC competitor and niche store mapping

### What it does

- Discovers candidate stores from seed URLs, best-effort HTML search, or public Common Crawl indexes.
- Confirms Shopify signals such as `cdn.shopify.com`, `myshopify.com`, Shopify globals, cart routes, and public product JSON endpoints.
- Extracts public business emails, optional public phone/WhatsApp numbers, public social links, currency hints, product title samples, app/pixel signals, contact links, and reachable pages.
- Suggests outreach angles such as retention/email setup, ad tracking audit, conversion cleanup, or storefront trust cleanup.
- Writes a run summary with candidate counts, filtering decisions, charge attempts, and cost-control information.

### Quality defaults

The default settings are intentionally conservative:

- `requireBusinessEmail=true`: only save leads with a public business role email.
- `includePersonalEmails=false`: filter individual-looking emails by default.
- `includePhones=false`: avoid phone/WhatsApp extraction unless explicitly enabled.
- `minOpportunityScore=50`: keep weak leads out of the default dataset.
- `respectRobotsTxt=true`: skip disallowed paths when enabled.
- `productSampleLimit=5`: include only a small public product sample.

### Pricing

This Actor is configured for pay-per-event pricing. The launch test price is USD 0.01 per saved Shopify store lead in the default dataset.

Confirmed Shopify stores that do not pass the business email and opportunity score filters are counted in `RUN_SUMMARY`, but are not saved as paid dataset leads by default.

### Input

- `queries`: niche search terms such as `organic skincare shopify`.
- `startUrls`: known store URLs to analyze directly.
- `includeSearchDiscovery`: enable or disable search-based discovery.
- `includeCommonCrawlDiscovery`: discover public `myshopify.com` candidates from Common Crawl.
- `commonCrawlLimit`: maximum Common Crawl candidates before analysis.
- `includePhones`: include public phone/WhatsApp numbers. Disabled by default.
- `includePersonalEmails`: include individual-looking emails. Disabled by default.
- `requireBusinessEmail`: only save leads with at least one public business role email.
- `includeProductSamples`: include small public product-title samples.
- `productSampleLimit`: maximum product titles included per store.
- `minOpportunityScore`: only save leads with this score or higher.
- `maxStores`: maximum unique domains to analyze.
- `maxSearchResultsPerQuery`: candidate URLs collected per search query.
- `maxPagesPerStore`: public pages fetched per store.
- `requestDelayMs`: delay between requests.
- `respectRobotsTxt`: skip disallowed paths when enabled.

### Output fields

- `domain`
- `url`
- `isShopify`
- `shopifyConfidence`
- `shopifySignals`
- `shopifyDomain`
- `title`
- `description`
- `emails`
- `phones`
- `socials`
- `currencyHints`
- `sampleProductTitles`
- `productCountSample`
- `techSignals`
- `contactLinks`
- `analysisStats`
- `pagesFetched`
- `opportunityScore`
- `scoreReasons`
- `suggestedAngles`
- `painPoints`

### Example use cases

#### Shopify agency prospecting

Use Common Crawl discovery or seed URLs to find Shopify stores with public business emails, social links, and outreach angles. Export the dataset to CSV, Google Sheets, Clay, Airtable, or your CRM.

#### Seed URL enrichment

Upload a list of known ecommerce domains and enrich each one with Shopify confirmation, public contacts, product context, and marketing stack signals.

#### Niche research

Search for categories such as skincare, supplements, pet products, jewelry, coffee, baby products, and home decor to map active Shopify brands in a niche.

### Local run

This repository can run locally without installing npm packages. If the Apify SDK is unavailable, it writes output to local storage.

```powershell
node .\src\main.js --input .\sample-input.json
````

Output:

```text
storage/datasets/default/items.json
storage/datasets/default/items.jsonl
```

If PowerShell blocks scripts, run the Node command directly instead of `run-local.ps1`.

### Apify deployment

This project includes a deployment script that reads the Apify token from:

```text
C:\Users\10635\Documents\New project 3\.secrets\apify-token.txt
```

Deploy and run a smoke test:

```powershell
node .\scripts\deploy-apify.mjs
```

Build only:

```powershell
node .\scripts\deploy-apify.mjs --skip-run
```

### Compliance posture

This Actor only analyzes public web pages. It does not log in, bypass paywalls, collect private account data, or scrape personal social profiles beyond public links already shown on store pages.

Default mode keeps privacy exposure low: public phone extraction is off, individual-looking emails are filtered out, and product samples are capped. See `COMPLIANCE_AND_COST.md`.

Search discovery can be throttled by search engines. For the most reliable production use, provide seed URLs, enable Common Crawl discovery, or pair this Actor with a compliant SERP provider.

### Keywords

Shopify store leads, Shopify leads scraper, Shopify store scraper, ecommerce leads, store leads scraper, DTC lead generation, Shopify agency prospecting, ecommerce agency leads, business email finder, tech stack detector, marketing pixel audit, Klaviyo audit, Shopify contact extractor.

# Actor input Schema

## `queries` (type: `array`):

Search terms used to discover candidate Shopify stores. Add a niche, country, or product category.

## `startUrls` (type: `array`):

Known Shopify or ecommerce store URLs to analyze directly. Use this if you already have a prospect list.

## `includeSearchDiscovery` (type: `boolean`):

When enabled, the Actor uses HTML search pages to find candidate stores from the search queries. This is best-effort and can be throttled by search engines.

## `includeCommonCrawlDiscovery` (type: `boolean`):

When enabled, the Actor discovers public myshopify.com subdomains from the latest Common Crawl indexes.

## `commonCrawlLimit` (type: `integer`):

Maximum myshopify.com candidate URLs to collect from Common Crawl before analysis.

## `includePhones` (type: `boolean`):

When enabled, extracts public phone and WhatsApp numbers shown on store pages. Disabled by default to reduce privacy risk.

## `includePersonalEmails` (type: `boolean`):

When disabled, keeps only generic business role emails such as info@, support@, sales@, and hello@.

## `requireBusinessEmail` (type: `boolean`):

When enabled, only leads with at least one public business role email are saved to the dataset. This keeps paid-per-event outputs focused on contactable prospects.

## `includeProductSamples` (type: `boolean`):

When enabled, includes a small sample of public product titles from Shopify JSON endpoints.

## `productSampleLimit` (type: `integer`):

Maximum public product titles to include per store. Lower values reduce output size and copyright exposure.

## `minOpportunityScore` (type: `integer`):

Only records with this score or higher are saved to the dataset. Lower-scoring confirmed stores are counted in RUN\_SUMMARY but filtered out to protect paid-per-result economics.

## `maxStores` (type: `integer`):

Maximum number of unique store domains to analyze.

## `maxSearchResultsPerQuery` (type: `integer`):

Maximum candidate URLs to collect from each query.

## `maxPagesPerStore` (type: `integer`):

Maximum public pages to fetch from each store, including homepage, contact/about pages, and Shopify JSON endpoints.

## `requestDelayMs` (type: `integer`):

Delay between requests, in milliseconds.

## `timeoutSecs` (type: `integer`):

Timeout for each HTTP request.

## `respectRobotsTxt` (type: `boolean`):

Skips paths disallowed for generic crawlers by robots.txt when enabled.

## `userAgent` (type: `string`):

HTTP User-Agent header used for requests.

## Actor input object example

```json
{
  "queries": [
    "organic skincare shopify",
    "handmade jewelry shopify"
  ],
  "startUrls": [
    "https://www.allbirds.com"
  ],
  "includeSearchDiscovery": false,
  "includeCommonCrawlDiscovery": false,
  "commonCrawlLimit": 25,
  "includePhones": false,
  "includePersonalEmails": false,
  "requireBusinessEmail": true,
  "includeProductSamples": true,
  "productSampleLimit": 5,
  "minOpportunityScore": 50,
  "maxStores": 25,
  "maxSearchResultsPerQuery": 10,
  "maxPagesPerStore": 4,
  "requestDelayMs": 750,
  "timeoutSecs": 15,
  "respectRobotsTxt": true,
  "userAgent": "Mozilla/5.0 (compatible; ShopifyStoreLeadsScraper/0.1; +https://apify.com/)"
}
```

# Actor output Schema

## `leads` (type: `string`):

Confirmed Shopify stores that passed the opportunity score and business email filters.

## `runSummary` (type: `string`):

Counts, filtering decisions, charge attempts, and cost-control information for the run.

# 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 = {
    "queries": [
        "organic skincare shopify",
        "handmade jewelry shopify"
    ],
    "startUrls": [
        "https://www.allbirds.com"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("wishful_knowledge/shopify-lead-finder").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 = {
    "queries": [
        "organic skincare shopify",
        "handmade jewelry shopify",
    ],
    "startUrls": ["https://www.allbirds.com"],
}

# Run the Actor and wait for it to finish
run = client.actor("wishful_knowledge/shopify-lead-finder").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 '{
  "queries": [
    "organic skincare shopify",
    "handmade jewelry shopify"
  ],
  "startUrls": [
    "https://www.allbirds.com"
  ]
}' |
apify call wishful_knowledge/shopify-lead-finder --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=wishful_knowledge/shopify-lead-finder",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Shopify Store Leads Scraper",
        "description": "Find contactable Shopify store leads with public business emails, socials, product samples, marketing tech signals, and outreach scores.",
        "version": "0.1",
        "x-build-id": "pBOEukJqseMAc5BU1"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/wishful_knowledge~shopify-lead-finder/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-wishful_knowledge-shopify-lead-finder",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/wishful_knowledge~shopify-lead-finder/runs": {
            "post": {
                "operationId": "runs-sync-wishful_knowledge-shopify-lead-finder",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/wishful_knowledge~shopify-lead-finder/run-sync": {
            "post": {
                "operationId": "run-sync-wishful_knowledge-shopify-lead-finder",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                    "queries": {
                        "title": "Niche search queries",
                        "type": "array",
                        "description": "Search terms used to discover candidate Shopify stores. Add a niche, country, or product category.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "startUrls": {
                        "title": "Seed store URLs",
                        "type": "array",
                        "description": "Known Shopify or ecommerce store URLs to analyze directly. Use this if you already have a prospect list.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "includeSearchDiscovery": {
                        "title": "Discover URLs from search",
                        "type": "boolean",
                        "description": "When enabled, the Actor uses HTML search pages to find candidate stores from the search queries. This is best-effort and can be throttled by search engines.",
                        "default": false
                    },
                    "includeCommonCrawlDiscovery": {
                        "title": "Discover myshopify.com stores from Common Crawl",
                        "type": "boolean",
                        "description": "When enabled, the Actor discovers public myshopify.com subdomains from the latest Common Crawl indexes.",
                        "default": false
                    },
                    "commonCrawlLimit": {
                        "title": "Common Crawl candidate limit",
                        "minimum": 1,
                        "maximum": 500,
                        "type": "integer",
                        "description": "Maximum myshopify.com candidate URLs to collect from Common Crawl before analysis.",
                        "default": 25
                    },
                    "includePhones": {
                        "title": "Include public phone and WhatsApp numbers",
                        "type": "boolean",
                        "description": "When enabled, extracts public phone and WhatsApp numbers shown on store pages. Disabled by default to reduce privacy risk.",
                        "default": false
                    },
                    "includePersonalEmails": {
                        "title": "Include individual-looking emails",
                        "type": "boolean",
                        "description": "When disabled, keeps only generic business role emails such as info@, support@, sales@, and hello@.",
                        "default": false
                    },
                    "requireBusinessEmail": {
                        "title": "Require business email for saved leads",
                        "type": "boolean",
                        "description": "When enabled, only leads with at least one public business role email are saved to the dataset. This keeps paid-per-event outputs focused on contactable prospects.",
                        "default": true
                    },
                    "includeProductSamples": {
                        "title": "Include sample product titles",
                        "type": "boolean",
                        "description": "When enabled, includes a small sample of public product titles from Shopify JSON endpoints.",
                        "default": true
                    },
                    "productSampleLimit": {
                        "title": "Product sample limit",
                        "minimum": 0,
                        "maximum": 20,
                        "type": "integer",
                        "description": "Maximum public product titles to include per store. Lower values reduce output size and copyright exposure.",
                        "default": 5
                    },
                    "minOpportunityScore": {
                        "title": "Minimum opportunity score",
                        "minimum": 0,
                        "maximum": 100,
                        "type": "integer",
                        "description": "Only records with this score or higher are saved to the dataset. Lower-scoring confirmed stores are counted in RUN_SUMMARY but filtered out to protect paid-per-result economics.",
                        "default": 50
                    },
                    "maxStores": {
                        "title": "Max stores",
                        "minimum": 1,
                        "maximum": 250,
                        "type": "integer",
                        "description": "Maximum number of unique store domains to analyze.",
                        "default": 25
                    },
                    "maxSearchResultsPerQuery": {
                        "title": "Max search results per query",
                        "minimum": 1,
                        "maximum": 50,
                        "type": "integer",
                        "description": "Maximum candidate URLs to collect from each query.",
                        "default": 10
                    },
                    "maxPagesPerStore": {
                        "title": "Max pages per store",
                        "minimum": 1,
                        "maximum": 12,
                        "type": "integer",
                        "description": "Maximum public pages to fetch from each store, including homepage, contact/about pages, and Shopify JSON endpoints.",
                        "default": 4
                    },
                    "requestDelayMs": {
                        "title": "Request delay",
                        "minimum": 0,
                        "maximum": 10000,
                        "type": "integer",
                        "description": "Delay between requests, in milliseconds.",
                        "default": 750
                    },
                    "timeoutSecs": {
                        "title": "Request timeout",
                        "minimum": 5,
                        "maximum": 60,
                        "type": "integer",
                        "description": "Timeout for each HTTP request.",
                        "default": 15
                    },
                    "respectRobotsTxt": {
                        "title": "Respect robots.txt",
                        "type": "boolean",
                        "description": "Skips paths disallowed for generic crawlers by robots.txt when enabled.",
                        "default": true
                    },
                    "userAgent": {
                        "title": "User agent",
                        "type": "string",
                        "description": "HTTP User-Agent header used for requests.",
                        "default": "Mozilla/5.0 (compatible; ShopifyStoreLeadsScraper/0.1; +https://apify.com/)"
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```