# Email Enricher+ - High-Fidelity Email Validation & Spam Trap (`foxpink/email-enricher-plus`) Actor

Upload raw CSV/JSON contacts. This Actor cleans names and phones, verifies email syntax, checks DNS MX records, and performs SMTP handshake to confirm mailbox existence. GDPR-safe (no email stored after verification). Perfect for cold outreach, lead gen, and CRM import.

- **URL**: https://apify.com/foxpink/email-enricher-plus.md
- **Developed by:** [Nguyễn Anh Duy](https://apify.com/foxpink) (community)
- **Categories:** Lead generation, Automation, Developer tools
- **Stats:** 2 total users, 0 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: 4.67 out of 5 stars

## Pricing

from $0.01 / 1,000 results

This Actor is paid per event and usage. You are charged both the fixed price for specific events and for Apify platform usage.

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

## Email Enricher+ — High-Fidelity Validation & Spam Trap Detection

[![Run on Apify](https://img.shields.io/badge/Run%20on%20Apify-FF7754?style=for-the-badge&logo=apify)](https://console.apify.com/actors/foxpink/email-enricher-plus)
[![Apify Marketplace](https://img.shields.io/badge/Marketplace-FF7754?style=for-the-badge&logo=apify)](https://apify.com/foxpink/email-enricher-plus)
[![GitHub Repo](https://img.shields.io/badge/Source%20Code-181717?style=for-the-badge&logo=github)](https://github.com/FoxPink/apify-email-enricher)
[![Version](https://img.shields.io/badge/v1.4-blue?style=for-the-badge)]()

> Upload raw CSV/JSON contacts. Clean names, phones, emails. Verify deliverability with DNS MX + SPF + SMTP handshake + Catch-All detection. **Zero DOM, never breaks.** Includes typoSuggestion (Levenshtein), spam trap detection, and 8-category qualityBreakdown.

---

Tired of scrapers breaking every time Google Maps or LinkedIn updates their HTML layout? This Actor does not scrape web pages. Instead, it **cleans, standardizes, and verifies your existing cold leads** using pure network logic and protocol-level verification.

Stop wasting your budget on high bounce rates that burn your cold email domains. Clean your data instantly with zero maintenance overhead.

---

### Key Features

- **Layer 1: Intelligent Data Normalization** - Standardizes first/last names, strips messy characters from phone numbers, and formats them into clean strings.
- **Layer 2: DNS MX & SPF Validation** - Automatically resolves Domain MX records to ensure the target domain can actually receive mail, and checks SPF configurations.
- **Layer 3: SMTP Deep Handshake (Port 25)** - Performs a real-time protocol-level handshake with the destination mail server to verify if the specific mailbox exists **without ever sending an actual email**.
- **Layer 3b: DNS-Verified Fallback** - When SMTP is disabled or the mail server blocks the handshake (timeout/refused), returns `DNS_VERIFIED` status — still actionable data indicating the domain accepts mail, just without mailbox-level confirmation.
- **Layer 4: Catch-All Domain Detection** - Automatically tests if a domain accepts all emails (catch-all config) by sending a random fake email first. Flags these as `RISKY_CATCH_ALL`. Toggle off via `detectCatchAll: false` for faster runs.
- **Layer 5: Pattern-Based Email Generation** - When email is missing but firstName+lastName+domain are provided, generates and tests 8 common email patterns (firstname.lastname@, f.lastname@, etc.) via SMTP handshake. Finds the working pattern automatically.
- **Deliverability Scoring** - Every record gets a 0-100 score combining syntax, MX, SMTP, role-based, disposable, and catch-all signals. Filter by `score >= 80` for high-quality leads.
- **100% Stable** - Built on pure network protocols. Since it has 0% dependency on web DOM structures, this Actor **never breaks** and requires zero maintenance.

---

### Input

| Field | Type | Default | Description |
|-------|------|---------|-------------|
| `records` | Array | required | Array of contact objects |
| `performSmtpCheck` | Boolean | `true` | Enable SMTP handshake + Catch-All detection |
| `detectCatchAll` | Boolean | `true` | Send fake email first to detect catch-all domains |
| `generatePatterns` | Boolean | `true` | Generate & test email patterns when email is missing |
| `smtpTimeout` | Integer | `8` | Seconds per SMTP connection (max 20) |
| `defaultCountryCode` | String | `"+1"` | Country code prefix for phone numbers |
| `maxConcurrency` | Integer | `5` | Parallel SMTP connections (max 20) |

Each record in `records`:

| Field | Type | Description |
|-------|------|-------------|
| `firstName` | String | (Optional) First name |
| `lastName` | String | (Optional) Last name |
| `email` | String | (Optional if firstName+lastName+domain provided) Email to verify |
| `phone` | String | (Optional) Raw phone number |
| `domain` | String | (Optional) Company domain for pattern generation (e.g. `company.com`) |

#### Input Example

```json
{
  "records": [
    {
      "firstName": " John ",
      "lastName": "Doe",
      "email": "JOHN.DOE@GMAIL.COM",
      "phone": "+1 (555) 019-2834"
    }
  ],
  "performSmtpCheck": true,
  "detectCatchAll": true,
  "maxConcurrency": 5
}
````

***

### Output

The Actor returns a structured and enriched dataset:

````json
[
  {
    "firstName": "John",
    "lastName": "Doe",
    "fullName": "John Doe",
    "email": "john.doe@gmail.com",
    "domain": "gmail.com",
    "phone": "+15550192834",
    "emailSyntaxValid": true,
    "mxFound": true,
    "mxServer": "gmail-smtp-in.l.google.com",
    "spfRecord": "v=spf1 redirect=_spf.google.com",
    "smtpValid": true,
    "smtpReason": "accepted",
    "catchAll": false,
    "patternGenerated": false,
    "score": 95,
    "status": "DELIVERABLE"
  },
  {
    "firstName": "Jane",
    "lastName": "Smith",
    "email": "jane@catchall-domain.com",
    "emailSyntaxValid": true,
    "mxFound": true,
    "mxServer": "mail.catchall-domain.com",
    "smtpValid": true,
    "smtpReason": "catch-all accepted",
    "catchAll": true,
    "status": "RISKY_CATCH_ALL"
  },
  {
    "firstName": "Bob",
    "lastName": "Johnson",
    "email": "bob@tight-firewall.com",
    "emailSyntaxValid": true,
    "mxFound": true,
    "mxServer": "mx.tight-firewall.com",
    "spfRecord": "v=spf1 include:_spf.google.com ~all",
    "smtpValid": false,
    "smtpReason": "",
    "catchAll": false,
    "status": "DNS_VERIFIED"
  }
]
---

#### Complete Output Fields

| Field | Type | Description |
|-------|------|-------------|
| `firstName` | string | Normalized first name |
| `lastName` | string | Normalized last name |
| `fullName` | string | Combined full name |
| `email` | string | Lowercased, trimmed email |
| `domain` | string | Email domain extracted |
| `phone` | string | Formatted E.164 phone |
| `emailSyntaxValid` | boolean | RFC 5322 syntax check |
| `mxFound` | boolean | Domain has MX records |
| `mxServer` | string | Resolved mail server |
| `spfRecord` | string | SPF policy (if found) |
| `smtpValid` | boolean | Mailbox verified via SMTP |
| `smtpReason` | string | SMTP response or error |
| `catchAll` | boolean | Domain accepts all emails |
| `isRoleBased` | boolean | Role-based email (info@, support@, etc.) |
| `isDisposable` | boolean | Known disposable email domain |
| `isFreeProvider` | boolean | Free provider (Gmail, Yahoo, etc.) |
| `provider` | string | Email provider name |
| `aliasType` | string | Plus-tag or dot alias detected |
| `patternGenerated` | boolean | Email was generated via pattern testing |
| `score` | integer | Deliverability score 0–100 |
| `qualityBreakdown` | object | Per-category quality sub-scores |
| `status` | string | `DELIVERABLE`, `RISKY_CATCH_ALL`, `DNS_VERIFIED`, or `INVALID` |

---

### Output Schema (API Endpoints)

This Actor exposes the following outputs in the run API response:

| Endpoint | Description |
|----------|-------------|
| `enrichedContacts` | Full dataset as JSON |
| `deliverableOnly` | Filtered: only `DELIVERABLE` contacts |
| `highQualityOnly` | Filtered: only score ≥ 80 contacts |
| `summary` | Run statistics (last item with `_summary` key) |
| `csvExport` | CSV file for Excel/CRM import |
| `jsonExport` | Formatted JSON file for pipelines |

#### API Usage (Python)

```python
import requests

resp = requests.get(
    "https://api.apify.com/v2/datasets/{dataset_id}/items",
    headers={"Authorization": "Bearer YOUR_API_TOKEN"}
)
data = resp.json()
for row in data:
    print(row["email"], row["status"])
````

***

### Pricing

- **Pay per event:** $0.01 / 1,000 results. Average cost: ~$0.10 per 10,000 contacts
- **No subscription:** Pay only for what you use. Runs within your Apify platform limits
- **Enterprise:** Need custom CRM integration, dedicated proxy, or bulk discounts? Contact the developer.

***

### MCP / AI Agent Integration

This Actor supports MCP (Model Context Protocol) for AI agent use. Configure in your MCP client:

```json
{
  "mcpServers": {
    "apify": {
      "command": "npx",
      "args": ["-y", "@apify/mcp-server"],
      "env": {
        "APIFY_TOKEN": "YOUR_API_TOKEN"
      }
    }
  }
}
```

The dataset schema includes rich field descriptions so AI agents can understand and chain this Actor's output with other tools automatically.

# Actor input Schema

## `records` (type: `array`):

Array of contact objects with firstName, lastName, email (required), phone (or upload CSV via input tab)

## `performSmtpCheck` (type: `boolean`):

Perform SMTP handshake + Catch-All detection. Takes ~7s per email. Disable for bulk mode.

## `detectCatchAll` (type: `boolean`):

Send a fake email first to detect if domain accepts all emails. Only works when SMTP check is enabled.

## `smtpTimeout` (type: `integer`):

Timeout per SMTP connection. Increase for slow mail servers.

## `defaultCountryCode` (type: `string`):

e.g. +1 for US, +44 for UK. Used when phone has no prefix.

## `generatePatterns` (type: `boolean`):

When email is empty but firstName+lastName+domain provided, generate and test common email patterns. Only works when SMTP check is enabled.

## `maxConcurrency` (type: `integer`):

Number of simultaneous SMTP connections. Lower to avoid rate limits.

## Actor input object example

```json
{
  "records": [],
  "performSmtpCheck": true,
  "detectCatchAll": true,
  "smtpTimeout": 8,
  "defaultCountryCode": "+1",
  "generatePatterns": true,
  "maxConcurrency": 5
}
```

# Actor output Schema

## `enrichedContacts` (type: `string`):

Primary output: JSON array of cleaned and verified contact records. Each record includes standardized name, email, phone, DNS MX results, SPF policy, Catch-All detection, SMTP handshake status, typo suggestion, spam trap detection, and a final deliverability status (DELIVERABLE | DNS\_VERIFIED | RISKY\_CATCH\_ALL | UNDELIVERABLE | UNKNOWN). Use this endpoint to fetch all verified contacts for CRM import, cold email campaigns, or lead scoring.

## `deliverableOnly` (type: `string`):

Filtered view: only contacts verified as DELIVERABLE (confirmed mailbox via SMTP handshake, excluding catch-all domains). Ideal for high-stakes cold outreach campaigns where bounce rate must be near zero and domain reputation matters. Combine with RISKY\_CATCH\_ALL results to assess overall list quality.

## `highQualityOnly` (type: `string`):

Filtered view: only contacts with a deliverability score of 80 or higher. Combines syntax validity, MX records, SMTP confirmation, and negative signals (role-based, disposable, catch-all) into a single 0-100 score. Ideal for high-stakes campaigns where deliverability is critical.

## `summary` (type: `string`):

Aggregate statistics for the entire run: total records processed, valid syntax count, valid MX count, SMTP-checked count, deliverable count, DNS verified count (MX pass, SMTP not performed or blocked), risky catch-all count, undeliverable count, unknown count, invalid syntax count, pattern-generated emails, average score, and high-quality count (score ≥ 80). The summary is stored as the last dataset item with key '\_summary'. Useful for cost calculation, list quality assessment, and automated reporting.

## `csvExport` (type: `string`):

Download all enriched contacts as a CSV file (comma-delimited) ready for Excel, Google Sheets, HubSpot, Salesforce, or any CRM platform. Columns: firstName, lastName, fullName, email, domain, phone, status, catchAll, emailSyntaxValid, mxFound, mxServer, spfRecord, smtpValid, smtpReason.

## `jsonExport` (type: `string`):

Download all enriched contacts as a formatted JSON file with indentation for readability. Suitable for API pipelines, ETL processes, and developer handoff.

# 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 = {
    "records": []
};

// Run the Actor and wait for it to finish
const run = await client.actor("foxpink/email-enricher-plus").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 = { "records": [] }

# Run the Actor and wait for it to finish
run = client.actor("foxpink/email-enricher-plus").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 '{
  "records": []
}' |
apify call foxpink/email-enricher-plus --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=foxpink/email-enricher-plus",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Email Enricher+ - High-Fidelity Email Validation & Spam Trap",
        "description": "Upload raw CSV/JSON contacts. This Actor cleans names and phones, verifies email syntax, checks DNS MX records, and performs SMTP handshake to confirm mailbox existence. GDPR-safe (no email stored after verification). Perfect for cold outreach, lead gen, and CRM import.",
        "version": "1.4",
        "x-build-id": "SgrsJ7tIfBNFE6KQs"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/foxpink~email-enricher-plus/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-foxpink-email-enricher-plus",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/foxpink~email-enricher-plus/runs": {
            "post": {
                "operationId": "runs-sync-foxpink-email-enricher-plus",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/foxpink~email-enricher-plus/run-sync": {
            "post": {
                "operationId": "run-sync-foxpink-email-enricher-plus",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                    "records": {
                        "title": "Contact Records",
                        "minItems": 0,
                        "type": "array",
                        "description": "Array of contact objects with firstName, lastName, email (required), phone (or upload CSV via input tab)",
                        "items": {
                            "type": "object",
                            "properties": {
                                "email": {
                                    "title": "Email Address",
                                    "type": "string",
                                    "description": "Email address to verify (optional if firstName+lastName+domain provided for pattern generation)"
                                },
                                "firstName": {
                                    "title": "First Name",
                                    "type": "string",
                                    "description": "First name (optional)"
                                },
                                "lastName": {
                                    "title": "Last Name",
                                    "type": "string",
                                    "description": "Last name (optional)"
                                },
                                "phone": {
                                    "title": "Phone Number",
                                    "type": "string",
                                    "description": "Raw phone number (optional)"
                                },
                                "domain": {
                                    "title": "Domain (for pattern generation)",
                                    "type": "string",
                                    "description": "Company domain to generate email patterns when email is missing (e.g. 'company.com'). Requires firstName or lastName."
                                }
                            }
                        }
                    },
                    "performSmtpCheck": {
                        "title": "Verify SMTP (deep check)",
                        "type": "boolean",
                        "description": "Perform SMTP handshake + Catch-All detection. Takes ~7s per email. Disable for bulk mode.",
                        "default": true
                    },
                    "detectCatchAll": {
                        "title": "Detect Catch-All Domains",
                        "type": "boolean",
                        "description": "Send a fake email first to detect if domain accepts all emails. Only works when SMTP check is enabled.",
                        "default": true
                    },
                    "smtpTimeout": {
                        "title": "SMTP Timeout (seconds)",
                        "minimum": 3,
                        "maximum": 30,
                        "type": "integer",
                        "description": "Timeout per SMTP connection. Increase for slow mail servers.",
                        "default": 8
                    },
                    "defaultCountryCode": {
                        "title": "Default Country Code for Phone",
                        "type": "string",
                        "description": "e.g. +1 for US, +44 for UK. Used when phone has no prefix.",
                        "default": "+1"
                    },
                    "generatePatterns": {
                        "title": "Generate Email Patterns",
                        "type": "boolean",
                        "description": "When email is empty but firstName+lastName+domain provided, generate and test common email patterns. Only works when SMTP check is enabled.",
                        "default": true
                    },
                    "maxConcurrency": {
                        "title": "Max concurrent checks",
                        "minimum": 1,
                        "maximum": 20,
                        "type": "integer",
                        "description": "Number of simultaneous SMTP connections. Lower to avoid rate limits.",
                        "default": 5
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
