# Shopify Product Feed & Price Scraper (`tpa_d/shopify-beauty-radar`) Actor

Scrape public Shopify products.json feeds for product catalogs, variants, prices, compare-at discounts, availability, tags, images, and new product snapshots.

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

## Pricing

from $1.00 / 1,000 product / variant 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

## Shopify Product Feed & Price Scraper 🛍️📈

Scrape public Shopify product feeds from compatible stores and export clean product, variant, price, availability, tag, image, and discount rows.

This Actor reads Shopify’s public `/products.json` catalog endpoint — **no browser, login, proxy, or Shopify admin access required** — and turns it into structured data you can export to JSON, CSV, Excel, Google Sheets, or consume through the Apify API.

It works especially well for **competitor product catalog snapshots**, **Shopify price monitoring**, **discount tracking**, **new product drop discovery**, and **variant-level ecommerce research**. Beauty, skincare, and hair-care stores are the default examples, but the Actor can scan any Shopify store that exposes the public product feed.

![Shopify Product Feed & Price Scraper sample results](assets/product-radar-results-preview.svg)

### What you get

- **Shopify product feed scraping** — product title, vendor, product type, tags, product URL, image URL, and publish date.
- **Variant-level rows** — capture size, shade, bundle, SKU-like variant title, price, compare-at price, and availability at the variant level.
- **Price and discount intelligence** — detect real Shopify `compare_at_price` markdowns and compute discount percentage.
- **New product and catalog snapshots** — sort by `newest` to identify recently published products.
- **Keyword filtering** — scan only matching products such as `serum`, `spf`, `bundle`, `dress`, `supplement`, or any category terms.
- **Opportunity scoring** — rank in-stock markdowns and sale opportunities with a bounded `dropOrSaleScore`.
- **Structured diagnostics** — invalid, blocked, disabled, or no-match feeds return diagnostic rows instead of disappearing.
- **Automation-ready output** — schedule repeated runs and diff datasets for restocks, price changes, new drops, and assortment changes.

### Best use cases

- Scrape a Shopify competitor’s public catalog into a spreadsheet.
- Monitor competitor prices, compare-at prices, and markdowns.
- Track new product drops by sorting products by publish date.
- Compare product assortment, tags, product types, vendors, and price bands across stores.
- Build daily or weekly Shopify catalog snapshots for alerts and BI workflows.
- Research beauty, skincare, hair-care, fashion, supplement, home goods, or other Shopify-powered ecommerce niches.

### Buyer-ready offer

> Send me 3-5 Shopify competitor stores. I’ll return a clean product/variant/price/discount spreadsheet with top markdowns and new-product signals. First sample is free.

Best buyers: Shopify agencies, DTC brands, ecommerce operators, retention/CRO teams, and analysts who need a repeatable competitor catalog feed.

### Input example

```json
{
  "storeUrls": [
    "https://mielleorganics.com",
    "https://baskandlatherco.com",
    "https://kaleidoscopehairproducts.com",
    "https://patternbeauty.com",
    "https://themanemagic.com"
  ],
  "keywords": ["shampoo", "conditioner", "oil", "serum", "leave-in", "curl", "edge", "mask"],
  "maxProductsPerStore": 100,
  "minDiscountPercent": 0,
  "includeVariants": true,
  "sortBy": "opportunity",
  "includeDiagnostics": true
}
````

| Field | What it controls |
|---|---|
| `storeUrls` **required** | Shopify store URLs to scan. Bare domains are accepted. Paths are normalized to the store origin. |
| `keywords` | Filter products by title, vendor, product type, and tags. Empty = keep all products. |
| `maxProductsPerStore` | Product cap per store before variant expansion. |
| `minDiscountPercent` | Minimum markdown percent to return. Use `0` for all matches. |
| `includeVariants` | `true` = one row per variant; `false` = one row per product using its best-deal variant. |
| `sortBy` | `opportunity`, `discount`, `price`, or `newest`. |
| `includeDiagnostics` | Include invalid, blocked, failed, or no-match rows for auditability. |

### Sample output

Real top row from the sample input:

```json
{
  "rowType": "product",
  "storeUrl": "https://mielleorganics.com",
  "productId": 6752188989553,
  "title": "Mango & Tulsi Nourishing Conditioner",
  "vendor": "MIELLE",
  "productType": "Conditioners",
  "productUrl": "https://mielleorganics.com/products/mango-tulsi-nourishing-conditioner",
  "imageUrl": "https://cdn.shopify.com/s/files/1/0763/8199/files/250513-Mielle_SHA-Mielle-MT-Conditioner-3.jpg?v=1747750810",
  "publishedAt": "2022-09-02T17:31:07-05:00",
  "variantId": 39844163518577,
  "variantTitle": "Default Title",
  "price": 5,
  "compareAtPrice": 14.99,
  "discountPercent": 67,
  "available": true,
  "matchedKeywords": ["conditioner"],
  "dropOrSaleScore": 72,
  "scrapedAt": "2026-07-04T02:50:20.087Z"
}
```

Example run result from the sample input:

| Store | Result |
|---|---:|
| `mielleorganics.com` | 53 rows |
| `baskandlatherco.com` | 38 rows |
| `kaleidoscopehairproducts.com` | 41 rows |
| `patternbeauty.com` | 59 rows |
| `themanemagic.com` | 1 diagnostic row |
| **Total** | **192 dataset rows** |

The top finding was a **67% off** in-stock Mielle conditioner with a `dropOrSaleScore` of `72`.

### Output fields

| Field | Meaning |
|---|---|
| `rowType` | `product` or `diagnostic`. |
| `storeUrl` | Normalized Shopify store origin. |
| `productId`, `title`, `vendor`, `productType`, `tags` | Shopify product metadata. |
| `productUrl`, `imageUrl` | Product page and primary image. |
| `publishedAt` | Shopify publish timestamp. |
| `variantId`, `variantTitle` | Specific variant scanned. |
| `price`, `compareAtPrice` | Current and compare-at prices parsed to numbers. |
| `discountPercent` | Rounded markdown percent when `compareAtPrice > price`. |
| `available` | Shopify variant availability boolean. |
| `matchedKeywords` | Which configured keywords matched. |
| `dropOrSaleScore` | 0–100 opportunity score; deeper, in-stock markdowns rank higher. |
| `scrapedAt` | Run timestamp. |

### Diagnostic rows

When `includeDiagnostics` is enabled, stores that fail or return no usable feed produce rows like:

```json
{
  "rowType": "diagnostic",
  "storeUrl": "https://themanemagic.com",
  "statusCode": 200,
  "errorType": "parse_error",
  "message": "Could not parse products.json: Unexpected token '<' ... is not valid JSON",
  "scrapedAt": "2026-07-04T02:50:20.087Z"
}
```

Possible `errorType` values: `invalid_url`, `http_error`, `network_error`, `parse_error`, `invalid_response`, `no_matching_rows`.

### How it works

This Actor queries each store’s public Shopify product feed at:

```text
/products.json
```

It paginates the feed, normalizes products and variants, applies optional keyword and discount filters, sorts rows, and writes product or diagnostic rows to the default dataset.

It does **not** log in, scrape private data, bypass paywalls, or access hidden Shopify admin data.

### Pricing

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

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

Displayed price: **from $1.00 / 1,000 product or variant rows**.

Example: a 1,263-row competitor scan costs about **$1.263** in Actor event charges, plus/minus Apify platform usage depending on the user’s plan/settings.

### Limitations

- Works only with stores exposing Shopify’s public `/products.json` endpoint.
- Some stores disable, block, or alter the public product feed.
- Detects markdowns from `compare_at_price`; coupon/cart-only discounts are not visible.
- Inventory is a boolean (`available`), not exact stock count.
- Region-specific pricing and hidden/draft products are not included.
- A run is a snapshot; schedule repeated runs and compare datasets for true change tracking.
- Not affiliated with Shopify or any listed brand. Use responsibly and respect each site’s terms.

### Ecommerce Data Toolkit

This Actor is part of a focused ecommerce / retail-intelligence toolkit:

| Need | Actor |
|---|---|
| Shopify product feeds, variants, prices, discounts | [Shopify Product Feed & Price Scraper](https://apify.com/fierce_quoll/shopify-beauty-radar) |
| Brand retail footprint and where-to-buy / store-locator rows | [Brand Store Locator & 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

#### Does this work on every Shopify store?

No. It works when the store exposes the public `/products.json` endpoint. Some stores disable or alter that endpoint.

#### Can I monitor changes over time?

Yes. Schedule this Actor daily or hourly, export datasets, and compare new runs against previous runs.

#### Does it require proxies?

No proxy is required for the default public-feed approach.

#### Can I export to CSV or Excel?

Yes. Apify datasets can be exported to JSON, CSV, Excel, XML, RSS, or consumed through API integrations.

### 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
```

The buyer demo package lives at:

```text
/opt/data/apify-projects/outreach/shopify-product-feed-demo.zip
```

### API usage

Run from the Apify CLI:

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

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

### Local development

```bash
npm install
npm test
/opt/data/bin/apify validate-schema .actor/input_schema.json
mkdir -p storage/key_value_stores/default
cp examples/live-input.json storage/key_value_stores/default/INPUT.json
CRAWLEE_STORAGE_DIR=./storage APIFY_LOCAL_STORAGE_DIR=./storage node src/main.js
```

# Actor input Schema

## `storeUrls` (type: `array`):

Public Shopify store URLs to scan. Bare domains like 'examplestore.com' are accepted and normalized. The Actor reads each store's public /products.json feed when available.

## `keywords` (type: `array`):

Case-insensitive keywords matched against product title, vendor, product type, and tags. Leave empty to include every product. Matched keywords are reported per row.

## `maxProductsPerStore` (type: `integer`):

Maximum number of products to fetch from each store before variant expansion. Pagination stops once this many products are collected.

## `minDiscountPercent` (type: `number`):

Only emit rows whose discount (compare-at vs current price) is at least this percent. Use 0 to include full-price products too.

## `includeVariants` (type: `boolean`):

When enabled, emit one row per product variant. When disabled, emit one row per product using its best-deal (highest-discount) variant.

## `sortBy` (type: `string`):

opportunity = drop/sale score; discount = discount percent; price = current price ascending; newest = most recently published first. Sorting is applied within each store.

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

Emit diagnostic rows (rowType='diagnostic') when a store is unreachable, returns a non-200 status, blocks the /products.json feed, or yields no matching products.

## Actor input object example

```json
{
  "storeUrls": [
    "https://mielleorganics.com",
    "https://baskandlatherco.com",
    "https://kaleidoscopehairproducts.com",
    "https://patternbeauty.com"
  ],
  "keywords": [
    "serum",
    "cleanser",
    "spf",
    "lip",
    "bundle"
  ],
  "maxProductsPerStore": 250,
  "minDiscountPercent": 0,
  "includeVariants": true,
  "sortBy": "opportunity",
  "includeDiagnostics": true
}
```

# 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 = {
    "storeUrls": [
        "https://mielleorganics.com",
        "https://baskandlatherco.com",
        "https://kaleidoscopehairproducts.com",
        "https://patternbeauty.com"
    ],
    "keywords": [
        "serum",
        "cleanser",
        "spf",
        "lip",
        "bundle"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("tpa_d/shopify-beauty-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 = {
    "storeUrls": [
        "https://mielleorganics.com",
        "https://baskandlatherco.com",
        "https://kaleidoscopehairproducts.com",
        "https://patternbeauty.com",
    ],
    "keywords": [
        "serum",
        "cleanser",
        "spf",
        "lip",
        "bundle",
    ],
}

# Run the Actor and wait for it to finish
run = client.actor("tpa_d/shopify-beauty-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 '{
  "storeUrls": [
    "https://mielleorganics.com",
    "https://baskandlatherco.com",
    "https://kaleidoscopehairproducts.com",
    "https://patternbeauty.com"
  ],
  "keywords": [
    "serum",
    "cleanser",
    "spf",
    "lip",
    "bundle"
  ]
}' |
apify call tpa_d/shopify-beauty-radar --silent --output-dataset

```

## MCP server setup

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

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Shopify Product Feed & Price Scraper",
        "description": "Scrape public Shopify products.json feeds for product catalogs, variants, prices, compare-at discounts, availability, tags, images, and new product snapshots.",
        "version": "0.1",
        "x-build-id": "k0LVOQrtYx8FFyO7q"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/tpa_d~shopify-beauty-radar/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-tpa_d-shopify-beauty-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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/tpa_d~shopify-beauty-radar/runs": {
            "post": {
                "operationId": "runs-sync-tpa_d-shopify-beauty-radar",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/tpa_d~shopify-beauty-radar/run-sync": {
            "post": {
                "operationId": "run-sync-tpa_d-shopify-beauty-radar",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "storeUrls"
                ],
                "properties": {
                    "storeUrls": {
                        "title": "Shopify store URLs",
                        "type": "array",
                        "description": "Public Shopify store URLs to scan. Bare domains like 'examplestore.com' are accepted and normalized. The Actor reads each store's public /products.json feed when available.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "keywords": {
                        "title": "Keywords (optional)",
                        "type": "array",
                        "description": "Case-insensitive keywords matched against product title, vendor, product type, and tags. Leave empty to include every product. Matched keywords are reported per row.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxProductsPerStore": {
                        "title": "Max products per store",
                        "minimum": 1,
                        "maximum": 1000,
                        "type": "integer",
                        "description": "Maximum number of products to fetch from each store before variant expansion. Pagination stops once this many products are collected.",
                        "default": 250
                    },
                    "minDiscountPercent": {
                        "title": "Minimum discount percent",
                        "minimum": 0,
                        "maximum": 100,
                        "type": "number",
                        "description": "Only emit rows whose discount (compare-at vs current price) is at least this percent. Use 0 to include full-price products too.",
                        "default": 0
                    },
                    "includeVariants": {
                        "title": "Include all variants",
                        "type": "boolean",
                        "description": "When enabled, emit one row per product variant. When disabled, emit one row per product using its best-deal (highest-discount) variant.",
                        "default": true
                    },
                    "sortBy": {
                        "title": "Sort products by",
                        "enum": [
                            "opportunity",
                            "discount",
                            "price",
                            "newest"
                        ],
                        "type": "string",
                        "description": "opportunity = drop/sale score; discount = discount percent; price = current price ascending; newest = most recently published first. Sorting is applied within each store.",
                        "default": "opportunity"
                    },
                    "includeDiagnostics": {
                        "title": "Include diagnostics",
                        "type": "boolean",
                        "description": "Emit diagnostic rows (rowType='diagnostic') when a store is unreachable, returns a non-200 status, blocks the /products.json feed, or yields no matching products.",
                        "default": true
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
