# 🇸🇬 MAS Financial Institutions Directory Change Watch (`nexgenwatch/mas-register-watch`) Actor

Monitor the official MAS Financial Institutions Directory and get auditable deltas when a Singapore financial institution is added, removed, or has its licence category or profile changed. Keyed on the source-native MAS entity id, seed-zero, with a receipt every run.

- **URL**: https://apify.com/nexgenwatch/mas-register-watch.md
- **Developed by:** [NexGen Watch](https://apify.com/nexgenwatch) (community)
- **Categories:** Business, News
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $53.60 / 1,000 institution deltas

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.
Since this Actor supports Apify Store discounts, the price gets lower the higher subscription plan you have.

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/docs.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python/docs.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/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

## 🇸🇬 MAS Financial Institutions Directory Change Watch

Compliance and onboarding teams need to know the moment a Singapore financial institution is licensed, delisted, or has its licence category changed. The MAS directory publishes state, not change. This turns it into an auditable delta feed keyed on the source-native MAS entity id.

### What you get

- `institution_delta` — one event per unique change, deduplicated by `change_id`: `added_to_directory`, `removed_from_directory`, `licence_category_changed`, `profile_changed`
- Optional `before`/`after` snapshots on every change (`includeBeforeAfter`, on by default)
- Coverage of all five public MAS sectors: Banking, Capital Markets, Financial Advisory, Insurance, Payments
- A removal grace window (`removalGraceRuns`) so a paging hiccup is not reported as a delisting
- `source_check` per run and a `source_receipt` that is always emitted and never billed

### Use cases by team

- **Compliance & regulatory teams:** Evidence, with dates, that an institution held a given MAS licence category when you onboarded it.
- **Onboarding / KYC:** Catch a counterparty's delisting or licence-category change before it becomes an incident.
- **Capital-markets & financial-data teams:** Maintain a licensed-entity reference set that updates itself with an audit trail.
- **RegTech vendors:** License a bounded, deterministic Singapore licensing feed instead of scraping the directory yourself.

### Example inputs

*Seed a Payments-sector watch*

```json
{
  "sector": "Payments",
  "watchMode": true,
  "baselineId": "sg-payments"
}
````

*Watch named institutions only*

```json
{
  "sector": "Banking",
  "watchMode": true,
  "nameContains": [
    "Example Bank"
  ],
  "nameMatchMode": "any",
  "baselineId": "sg-banking-named"
}
```

*Licence-category changes only, with detail enrichment*

```json
{
  "sector": "Capital Markets",
  "watchMode": true,
  "changeTypes": [
    "licence_category_changed"
  ],
  "includeDetail": true,
  "baselineId": "sg-cm-licences"
}
```

### 📊 Sample Output

```json
{
  "record_type": "institution_delta",
  "change_id": "mas-payments-1042-licence-20260725",
  "change_type": "licence_category_changed",
  "sector": "Payments",
  "mas_entity_id": "1042",
  "institution_name": "Example Payments Pte Ltd",
  "before": {
    "licence_category": "Standard Payment Institution"
  },
  "after": {
    "licence_category": "Major Payment Institution"
  },
  "removal_grace_runs_elapsed": 0,
  "source_url": "https://eservices.mas.gov.sg/fid/institution?sector=Payments",
  "observed_at": "2026-07-25T00:00:00Z"
}
```

### How it works

Pick a `sector` (required) and optionally narrow by institution id, name, or licence category. It enumerates the **public, logged-out MAS Financial Institutions Directory** (`eservices.mas.gov.sg/fid`) with bounded pagination and bounded retries under a descriptive User-Agent. Each institution is keyed by its **source-native MAS entity id** — the leading token of its directory detail URL — within the selected sector, so identity is read from the source and never inferred. Detail URLs are **discovered** from same-origin directory links and validated against the published path contract rather than constructed by string-building. The first run seeds a private baseline and emits no alerts; later runs emit only `institution_delta` events, deduplicated by `change_id`.

### Pricing

| Event | Price (FREE tier) |
|---|---|
| Actor start (`apify-actor-start`) | $0.02 flat, once per run |
| Institution delta (`institution_delta`) — **primary** | $0.08 |
| Source check (`source_check`) | $0.10, once per run |

Pay-per-event on a four-tier ladder (FREE → GOLD, with Platinum/Diamond floored at the Gold rate). Primary event `institution_delta`: **$0.08 / $0.072 / $0.064 / $0.0536**. `source_check`: $0.10 / $0.09 / $0.08 / $0.067. Worked example — a watch run on FREE with 5 licensing changes: $0.02 start + $0.10 source check + 5 × $0.08 = **$0.52**. Seed runs and genuine-zero runs charge the start + source check only; receipts are never billed. Priced at the top of this family because a missed licence change is a compliance incident, not a lost lead. New to Apify? [Start free](https://apify.com/fpr=2ayu9b).

### Run it — API, CLI, MCP

API:

```bash
curl -X POST "https://api.apify.com/v2/acts/nexgenwatch~mas-register-watch/runs?token=$APIFY_TOKEN" \
  -H "Content-Type: application/json" -d @input.json
```

CLI:

```bash
apify call nexgenwatch/mas-register-watch -i @input.json
```

MCP: expose `nexgenwatch/mas-register-watch` through Apify's MCP server, select it as a tool, and pass the same input object.

### Related actors — App Intelligence cluster

| Actor | What it does |
|---|---|
| [EU TED Tender & Award Watch](https://apify.com/nexgenwatch/eu-ted-tender-award-watch?fpr=2ayu9b) | Watch EU-wide public procurement: tenders, awards, incumbent changes. |
| [UK Find a Tender Watch](https://apify.com/nexgenwatch/uk-fts-tender-award-watch?fpr=2ayu9b) | Watch UK tenders, award results and incumbent changes. |
| [CanadaBuys Tender Watch](https://apify.com/nexgenwatch/canadabuys-tender-watch?fpr=2ayu9b) | Watch Government of Canada tender opportunities and awards. |
| [AusTender Award Watch](https://apify.com/nexgenwatch/austender-award-watch?fpr=2ayu9b) | Watch Australian federal contract awards and incumbents. |
| [GeBIZ Tender & Award Watch](https://apify.com/nexgenwatch/gebiz-tender-watch?fpr=2ayu9b) | Watch Singapore GeBIZ tenders open, change, close and award. |

### Compliance & honest limits

- Public, logged-out MAS directory only — no API key, cookie, or login, and no access control is defeated.
- Identified, moderate automation: descriptive User-Agent, bounded pagination, bounded retries with backoff.
- One `sector` per run — the five public sectors are Banking, Capital Markets, Financial Advisory, Insurance and Payments.
- The first run seeds a private baseline and emits **zero** deltas by design.
- A removal is reported only after `removalGraceRuns` has elapsed, so transient paging gaps do not read as delistings.
- This is a change feed over the public directory — it is not legal or regulatory advice, and it does not replace your own licence verification.

### FAQ

**Which sectors are covered?**

All five public MAS sectors: Banking, Capital Markets, Financial Advisory, Insurance, and Payments. `sector` is the one required input; run one actor per sector to cover several.

**How is an institution identified across runs?**

By its source-native MAS entity id — the leading token of its directory detail URL — scoped to the selected sector. Identity is read from the source, never inferred from a name, so a rename is a `profile_changed` event rather than a delete-plus-add.

**What change types can I subscribe to?**

`added_to_directory`, `removed_from_directory`, `licence_category_changed`, and `profile_changed`. Set `changeTypes` to narrow. Precedence per institution per run is add, then remove, then licence category, then profile.

**How do you avoid false delistings?**

A removal must survive `removalGraceRuns` before it is emitted, and each delta carries the elapsed grace count so you can audit the call.

**Am I billed on a quiet run?**

The $0.02 start plus the $0.10 source check. `institution_delta` is the primary unit, so a stable sector costs almost nothing to watch.

**Why is the per-change price the highest in the family?**

Because the cost of missing one is highest. A missed licence-category change is a compliance exposure, not a missed sales lead.

**Does it enrich from the detail pages?**

Only if you set `includeDetail: true`. It is off by default to keep runs bounded, and detail URLs are discovered from same-origin links, never string-built.

### Troubleshooting

- **First run emitted nothing?** Expected — it seeds the baseline. Re-run with the same `baselineId` and deltas begin.
- **Everything came back as added?** The baseline was re-seeded: check `baselineId`, and whether `resetBaseline` was set.
- **`sector` rejected?** It must be one of Banking, Capital Markets, Financial Advisory, Insurance, Payments — exactly as the directory spells them.
- **Name filter matching nothing?** `nameContains` is substring-based; try `nameMatchMode: "any"` and a shorter fragment.
- **Expected a delisting that has not arrived?** It is inside the `removalGraceRuns` window. Lower it for faster, less certain removal calls.

### About

Part of the NexGenData registry- and procurement-watch family — one honest, deterministic contract across public official registers. Built by NexGenData. Questions or need a custom feed? Open an issue on the Actor page.

# Actor input Schema

## `sector` (type: `string`):

Which public MAS Financial Institutions Directory sector to enumerate. This fixes the complete enumeration surface for the watch.

## `watchMode` (type: `boolean`):

Seed a private baseline and emit only confirmed later changes. The first run emits zero deltas.

## `institutionIds` (type: `array`):

Optional. Restrict tracking to these MAS entity IDs (the leading numeric token of an institution detail URL, e.g. 431405).

## `nameContains` (type: `array`):

Optional. Keep only institutions whose directory name contains one of these substrings (case-insensitive).

## `categoryContains` (type: `array`):

Optional. Keep only institutions whose official licence category (e.g. 'Major Payment Institution', 'Money-changing Licensee') contains one of these substrings (case-insensitive).

## `nameMatchMode` (type: `string`):

Match any (default) or all of the nameContains substrings.

## `changeTypes` (type: `array`):

Which change classes to emit.

## `includeDetail` (type: `boolean`):

Optional. After the primary sector enumeration completes, fetch each in-scope institution detail page for licence type/status and regulated activities. Bounded; disabled by default to keep the base watch cheap and robust.

## `removalGraceRuns` (type: `integer`):

Distinct complete enumerations an institution must be absent before a removal is confirmed.

## `includeBeforeAfter` (type: `boolean`):

Attach the before and after institution profiles on each delta.

## `maxItems` (type: `integer`):

Maximum institution deltas to emit this run. Overflow is reported as PARTIAL\_MAX\_ITEMS.

## `baselineId` (type: `string`):

Named watch baseline. Changing the canonical scope (sector + filters) derives a new baseline.

## `resetBaseline` (type: `boolean`):

Archive the old baseline, re-seed, and emit zero deltas this run.

## Actor input object example

```json
{
  "sector": "Payments",
  "watchMode": true,
  "nameMatchMode": "any",
  "changeTypes": [
    "added_to_directory",
    "removed_from_directory",
    "licence_category_changed",
    "profile_changed"
  ],
  "includeDetail": false,
  "removalGraceRuns": 1,
  "includeBeforeAfter": true,
  "maxItems": 2000,
  "resetBaseline": false
}
```

# 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 = {};

// Run the Actor and wait for it to finish
const run = await client.actor("nexgenwatch/mas-register-watch").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 = {}

# Run the Actor and wait for it to finish
run = client.actor("nexgenwatch/mas-register-watch").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 '{}' |
apify call nexgenwatch/mas-register-watch --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=nexgenwatch/mas-register-watch",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "🇸🇬 MAS Financial Institutions Directory Change Watch",
        "description": "Monitor the official MAS Financial Institutions Directory and get auditable deltas when a Singapore financial institution is added, removed, or has its licence category or profile changed. Keyed on the source-native MAS entity id, seed-zero, with a receipt every run.",
        "version": "0.1",
        "x-build-id": "iZRCmho78fzTaj8Zz"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/nexgenwatch~mas-register-watch/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-nexgenwatch-mas-register-watch",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/nexgenwatch~mas-register-watch/runs": {
            "post": {
                "operationId": "runs-sync-nexgenwatch-mas-register-watch",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/nexgenwatch~mas-register-watch/run-sync": {
            "post": {
                "operationId": "run-sync-nexgenwatch-mas-register-watch",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "sector"
                ],
                "properties": {
                    "sector": {
                        "title": "MAS sector",
                        "enum": [
                            "Banking",
                            "Capital Markets",
                            "Financial Advisory",
                            "Insurance",
                            "Payments"
                        ],
                        "type": "string",
                        "description": "Which public MAS Financial Institutions Directory sector to enumerate. This fixes the complete enumeration surface for the watch.",
                        "default": "Payments"
                    },
                    "watchMode": {
                        "title": "Watch mode",
                        "type": "boolean",
                        "description": "Seed a private baseline and emit only confirmed later changes. The first run emits zero deltas.",
                        "default": true
                    },
                    "institutionIds": {
                        "title": "Institution IDs",
                        "type": "array",
                        "description": "Optional. Restrict tracking to these MAS entity IDs (the leading numeric token of an institution detail URL, e.g. 431405).",
                        "items": {
                            "type": "string"
                        }
                    },
                    "nameContains": {
                        "title": "Name contains",
                        "type": "array",
                        "description": "Optional. Keep only institutions whose directory name contains one of these substrings (case-insensitive).",
                        "items": {
                            "type": "string"
                        }
                    },
                    "categoryContains": {
                        "title": "Licence category contains",
                        "type": "array",
                        "description": "Optional. Keep only institutions whose official licence category (e.g. 'Major Payment Institution', 'Money-changing Licensee') contains one of these substrings (case-insensitive).",
                        "items": {
                            "type": "string"
                        }
                    },
                    "nameMatchMode": {
                        "title": "Name match mode",
                        "enum": [
                            "any",
                            "all"
                        ],
                        "type": "string",
                        "description": "Match any (default) or all of the nameContains substrings.",
                        "default": "any"
                    },
                    "changeTypes": {
                        "title": "Change types",
                        "type": "array",
                        "description": "Which change classes to emit.",
                        "items": {
                            "type": "string",
                            "enum": [
                                "added_to_directory",
                                "removed_from_directory",
                                "licence_category_changed",
                                "profile_changed"
                            ]
                        },
                        "default": [
                            "added_to_directory",
                            "removed_from_directory",
                            "licence_category_changed",
                            "profile_changed"
                        ]
                    },
                    "includeDetail": {
                        "title": "Enrich from detail page",
                        "type": "boolean",
                        "description": "Optional. After the primary sector enumeration completes, fetch each in-scope institution detail page for licence type/status and regulated activities. Bounded; disabled by default to keep the base watch cheap and robust.",
                        "default": false
                    },
                    "removalGraceRuns": {
                        "title": "Removal grace runs",
                        "minimum": 1,
                        "maximum": 3,
                        "type": "integer",
                        "description": "Distinct complete enumerations an institution must be absent before a removal is confirmed.",
                        "default": 1
                    },
                    "includeBeforeAfter": {
                        "title": "Include before/after",
                        "type": "boolean",
                        "description": "Attach the before and after institution profiles on each delta.",
                        "default": true
                    },
                    "maxItems": {
                        "title": "Max items",
                        "minimum": 1,
                        "maximum": 20000,
                        "type": "integer",
                        "description": "Maximum institution deltas to emit this run. Overflow is reported as PARTIAL_MAX_ITEMS.",
                        "default": 2000
                    },
                    "baselineId": {
                        "title": "Baseline ID",
                        "type": "string",
                        "description": "Named watch baseline. Changing the canonical scope (sector + filters) derives a new baseline."
                    },
                    "resetBaseline": {
                        "title": "Reset baseline",
                        "type": "boolean",
                        "description": "Archive the old baseline, re-seed, and emit zero deltas this run.",
                        "default": false
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```