# EU Academic & Research Jobs Aggregator (`scholarstack/eu-academic-research-jobs-aggregator`) Actor

Scrapes PhD, postdoc, and research faculty positions from 5 EU academic job portals: EURES, DAAD PhDGermany, EuroScienceJobs, UniversityPositions, and INOMICS. Supports keyword/country filtering, incremental mode, and outputs structured data with deadlines and funding sources.

- **URL**: https://apify.com/scholarstack/eu-academic-research-jobs-aggregator.md
- **Developed by:** [ScholarStack](https://apify.com/scholarstack) (community)
- **Categories:** Jobs, Automation, Developer tools
- **Stats:** 6 total users, 4 monthly users, 100.0% runs succeeded, 2 bookmarks
- **User rating**: 5.00 out of 5 stars

## Pricing

from $4.00 / 1,000 result returneds

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

## EU Academic & Research Jobs Aggregator

Aggregates **PhD, postdoc, professor, and research staff positions** from 5 major European academic job portals into a single normalized dataset. Filter by keyword, country, and posted-within-days; turn on **academic-only mode** to drop the corporate noise that EURES mixes into general "research" searches.

### Why use this Actor?

Manually checking EURES, DAAD, EuroScienceJobs, UniversityPositions, and INOMICS every week takes hours. This Actor does it in minutes and hands you a clean, deduplicated dataset (JSON / CSV / Excel / XML) ready to plug into your own tools.

**Use cases:**
- **Job seekers** — set up a weekly scheduled run with `incrementalMode: true` and only see new postings
- **Research groups** — monitor competitor hiring across Germany, Netherlands, France, etc.
- **Recruitment platforms** — enrich your listings database with structured EU academic job data
- **Data analysts** — track hiring trends in specific fields (Physics, CS, Economics) over time

### Sources

- **EURES** — European Employment Services (millions of jobs; post-filtered to academic when `academicOnly` is on)
- **DAAD PhDGermany** — Germany's official PhD position database
- **EuroScienceJobs** — Science and research jobs across Europe
- **UniversityPositions** — University and research-institute positions EU-wide
- **INOMICS** — Economics, finance, and social-science academic jobs

### How to use

1. Click **Try for free** on the Apify page.
2. Adjust keywords (e.g. `["postdoc", "PhD"]`) and countries (e.g. `["DE", "NL"]`).
3. Leave **academicOnly = true** unless you specifically want corporate R&D as well.
4. Click **Start**. Download results as JSON / CSV / Excel / XML from the Output tab.

**Quick-start input — copy and paste this:**

```json
{
  "keywords": ["research"],
  "countries": ["DE", "NL", "FR"],
  "academicOnly": true,
  "maxResultsPerSource": 50,
  "postedWithinDays": 30,
  "incrementalMode": false
}
````

### Input

| Field | Description | Default |
|---|---|---|
| `keywords` | Search query forwarded to each portal. | `["research"]` |
| `countries` | ISO country codes. | `["DE"]` |
| `academicOnly` | Drop non-academic jobs by title/institution heuristic. | `true` |
| `maxResultsPerSource` | Cap per portal. | `50` |
| `maxTotalResults` | Overall cap after dedup. `0` = no cap. | `0` |
| `enabledSources` | Which portals to query. | all 5 |
| `postedWithinDays` | Only return jobs posted within N days. `0` = all. | `0` |
| `incrementalMode` | Only return jobs not seen in previous runs. | `false` |
| `proxyConfiguration` | Optional Apify proxy. | `disabled` |

### Output

Each item is a flat JSON object. Example:

```json
{
  "id": "daad_d5366ddc0d43c536",
  "title": "PhD Student (f/m/d) ImmunoFLASH: CAR T immunotherapy with FLASH radiotherapy",
  "institution": "Helmholtz-Zentrum Dresden-Rossendorf",
  "department": "Institute of Radiooncology – OncoRay",
  "country": "DE",
  "city": "Dresden",
  "deadline": "2026-06-30",
  "postedDate": "2026-05-12",
  "salaryInfo": null,
  "salaryMonthlyEur": null,
  "contractDuration": "01.10.2026",
  "workingLanguage": "German, English",
  "jobType": "Full PhD",
  "requiredDegree": "Master, Diplom",
  "field": "Medicine",
  "fundingSource": "Helmholtz Association",
  "applicationUrl": "https://www.daad.de/en/.../phd-student-fmd-immunoflash-...",
  "sourcePortal": "DAAD",
  "scrapedAt": "2026-05-14T17:24:18.823Z"
}
```

You can download the dataset in **JSON, CSV, Excel, or XML** from the Output tab or via the Apify API.

### Data fields

| Field | Type | Notes |
|---|---|---|
| `id` | string | Format: `{sourceCode}_{md5hash}`. Cross-source duplicates dedupe to one row; the kept `id` is the first source seen. |
| `title` | string | Job title |
| `institution` | string | Hiring organization |
| `department` | string|null | Lab / faculty if available |
| `country` | string|null | ISO-2 code (e.g. `DE`, `NL`) |
| `city` | string|null | City or region name; NUTS region codes resolved to human-readable names |
| `deadline` | string|null | ISO date when available |
| `postedDate` | string|null | ISO date |
| `salaryInfo` | string|null | Raw salary text when explicitly stated on the listing (rare; most listings don't expose structured salary). |
| `salaryMonthlyEur` | number|null | Normalized monthly gross EUR — best-effort parse from `salaryInfo`. Frequently null. |
| `contractDuration` | string|null | Schedule (`"Full-time"` / `"Part-time"` from EURES & UniversityPositions) OR start date from DAAD. |
| `workingLanguage` | string|null | DAAD only |
| `jobType` | string|null | e.g. `"Full PhD"`, `"Structured programme"` |
| `requiredDegree` | string|null | DAAD only |
| `field` | string|null | Inferred research field (Physics, CS, Medicine, etc.) |
| `fundingSource` | string|null | Funding agency OR research-consortium affiliation when mentioned in the listing. Examples: `"DFG"`, `"ERC"`, `"Horizon Europe"`, `"MSCA"`, `"BMBF"`, `"Helmholtz Association"`, `"Max Planck Society"`, `"Leibniz Association"`, `"Fraunhofer"`. Heuristic — verify on the source page if critical. |
| `tags` | array|null | EuroScienceJobs / UniversityPositions tag chips |
| `descriptionRaw` | string|null | EURES/INOMICS: first ~400 chars, HTML stripped. DAAD: synthetic summary from metadata fields. EuroScienceJobs/UniversityPositions: not populated. Emails and IBANs always redacted. |
| `applicationUrl` | string|null | Direct link to the posting |
| `sourcePortal` | string | EURES / DAAD / EuroScienceJobs / UniversityPositions / INOMICS |
| `scrapedAt` | string | ISO timestamp |

### Pricing

**Pay-per-result: $4.00 per 1,000 results.**

Concrete examples:

- 200 academic jobs across all 5 sources = **$0.80**
- A weekly incremental run that surfaces ~50 new jobs = **$0.20/week**

Incremental mode is free to enable and significantly reduces cost on recurring runs.

### Tips

- Turn **academicOnly off** only if you specifically want corporate R\&D positions from EURES.
- Use `postedWithinDays: 14` for fresh-only feeds.
- Combine `incrementalMode: true` with a scheduled run to build a deduplicated weekly digest.
- For large multi-country crawls, enable `proxyConfiguration` to avoid IP rate-limiting on INOMICS / EuroScienceJobs.
- Countries must be ISO-2 codes (`"DE"`, `"NL"`, `"FR"`) — full country names are not supported.

### FAQ

**Why are some `salaryInfo` / `deadline` fields null?**
Not all portals expose them. EURES doesn't return deadlines via API; salary is rarely structured. We extract what's available.

**Which countries are supported?**
Any European country by ISO-2 code. Verified with `DE`; the other sources expose `NL`, `FR`, `AT`, `CH`, `BE`, `SE`, `DK`, `FI`, `NO`, `IT`, `ES`, `PL`, `IE`, `GR` and more. DAAD only covers Germany; other sources cover broader EU.

**Is this legal?**
The Actor only fetches publicly-listed job postings. It respects rate limits, identifies itself, and redacts emails / IBANs from descriptions. You are responsible for downstream use complying with each portal's terms.

**Support / bugs**
Use the **Issues tab** on this Actor page to report problems or request features.

### Disclaimer

The Actor scrapes third-party websites whose layouts may change without notice. Results are best-effort; verify critical details (deadlines, salaries) on the source page before applying. Not affiliated with EURES, DAAD, EuroScienceJobs, UniversityPositions, or INOMICS.

# Actor input Schema

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

Search keywords to filter jobs (e.g. \['research', 'PhD', 'postdoc']). Leave empty to return all jobs.

## `countries` (type: `array`):

ISO-2 country codes to filter by (e.g. \['DE', 'NL', 'FR']). Leave empty for all EU countries. Supported: DE, NL, FR, AT, CH, BE, SE, DK, FI, NO, IT, ES, PL, CZ, HU, PT, IE, GR, RO, SK, SI, HR, LU, EE, LV, LT, GB.

## `academicOnly` (type: `boolean`):

If enabled, results are post-filtered to keep only jobs whose title or institution suggests an academic / research role (PhD, postdoc, researcher, professor, university, Max Planck, Helmholtz, CNRS, etc.). Recommended ON — otherwise EURES will return corporate R\&D and unrelated jobs.

## `maxResultsPerSource` (type: `integer`):

Maximum number of results to collect from each source portal.

## `maxTotalResults` (type: `integer`):

Global cap across all sources after dedup. Set to 0 for no overall cap.

## `enabledSources` (type: `array`):

Which source portals to scrape. Valid values: eures, daad, eurosciencejobs, universitypositions, inomics.

## `postedWithinDays` (type: `integer`):

Only return jobs posted within this many days. Set to 0 to disable filtering. Applied across all sources where a postedDate is available.

## `incrementalMode` (type: `boolean`):

If enabled, only returns jobs not seen in previous runs. Uses a key-value store to track seen jobs across runs.

## `proxyConfiguration` (type: `object`):

Optional Apify proxy settings. Recommended when running large crawls to avoid IP-based rate limiting on INOMICS and EuroScienceJobs.

## Actor input object example

```json
{
  "keywords": [
    "research"
  ],
  "countries": [
    "DE"
  ],
  "academicOnly": true,
  "maxResultsPerSource": 50,
  "maxTotalResults": 0,
  "enabledSources": [
    "eures",
    "daad",
    "eurosciencejobs",
    "universitypositions",
    "inomics"
  ],
  "postedWithinDays": 0,
  "incrementalMode": false,
  "proxyConfiguration": {
    "useApifyProxy": false
  }
}
```

# Actor output Schema

## `results` (type: `string`):

No description

# 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("scholarstack/eu-academic-research-jobs-aggregator").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("scholarstack/eu-academic-research-jobs-aggregator").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 scholarstack/eu-academic-research-jobs-aggregator --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=scholarstack/eu-academic-research-jobs-aggregator",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "EU Academic & Research Jobs Aggregator",
        "description": "Scrapes PhD, postdoc, and research faculty positions from 5 EU academic job portals: EURES, DAAD PhDGermany, EuroScienceJobs, UniversityPositions, and INOMICS. Supports keyword/country filtering, incremental mode, and outputs structured data with deadlines and funding sources.",
        "version": "1.0",
        "x-build-id": "oLfudsDAyNtk1EsjW"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/scholarstack~eu-academic-research-jobs-aggregator/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-scholarstack-eu-academic-research-jobs-aggregator",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/scholarstack~eu-academic-research-jobs-aggregator/runs": {
            "post": {
                "operationId": "runs-sync-scholarstack-eu-academic-research-jobs-aggregator",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/scholarstack~eu-academic-research-jobs-aggregator/run-sync": {
            "post": {
                "operationId": "run-sync-scholarstack-eu-academic-research-jobs-aggregator",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                    "keywords": {
                        "title": "Keywords",
                        "type": "array",
                        "description": "Search keywords to filter jobs (e.g. ['research', 'PhD', 'postdoc']). Leave empty to return all jobs.",
                        "default": [
                            "research"
                        ],
                        "items": {
                            "type": "string"
                        }
                    },
                    "countries": {
                        "title": "Countries",
                        "type": "array",
                        "description": "ISO-2 country codes to filter by (e.g. ['DE', 'NL', 'FR']). Leave empty for all EU countries. Supported: DE, NL, FR, AT, CH, BE, SE, DK, FI, NO, IT, ES, PL, CZ, HU, PT, IE, GR, RO, SK, SI, HR, LU, EE, LV, LT, GB.",
                        "default": [
                            "DE"
                        ],
                        "items": {
                            "type": "string"
                        }
                    },
                    "academicOnly": {
                        "title": "Academic positions only",
                        "type": "boolean",
                        "description": "If enabled, results are post-filtered to keep only jobs whose title or institution suggests an academic / research role (PhD, postdoc, researcher, professor, university, Max Planck, Helmholtz, CNRS, etc.). Recommended ON — otherwise EURES will return corporate R&D and unrelated jobs.",
                        "default": true
                    },
                    "maxResultsPerSource": {
                        "title": "Max results per source",
                        "minimum": 1,
                        "maximum": 500,
                        "type": "integer",
                        "description": "Maximum number of results to collect from each source portal.",
                        "default": 50
                    },
                    "maxTotalResults": {
                        "title": "Max total results (overall cap)",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Global cap across all sources after dedup. Set to 0 for no overall cap.",
                        "default": 0
                    },
                    "enabledSources": {
                        "title": "Enabled sources",
                        "type": "array",
                        "description": "Which source portals to scrape. Valid values: eures, daad, eurosciencejobs, universitypositions, inomics.",
                        "default": [
                            "eures",
                            "daad",
                            "eurosciencejobs",
                            "universitypositions",
                            "inomics"
                        ],
                        "items": {
                            "type": "string"
                        }
                    },
                    "postedWithinDays": {
                        "title": "Posted within days",
                        "minimum": 0,
                        "type": "integer",
                        "description": "Only return jobs posted within this many days. Set to 0 to disable filtering. Applied across all sources where a postedDate is available.",
                        "default": 0
                    },
                    "incrementalMode": {
                        "title": "Incremental mode",
                        "type": "boolean",
                        "description": "If enabled, only returns jobs not seen in previous runs. Uses a key-value store to track seen jobs across runs.",
                        "default": false
                    },
                    "proxyConfiguration": {
                        "title": "Proxy configuration",
                        "type": "object",
                        "description": "Optional Apify proxy settings. Recommended when running large crawls to avoid IP-based rate limiting on INOMICS and EuroScienceJobs.",
                        "default": {
                            "useApifyProxy": 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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```