# Ashby Job Scraper - Extract Job Listings from Ashby ATS (`vnx0/ashby-jobs-scraper`) Actor

Extract job listings from any company using Ashby ATS. Get titles, descriptions, departments, locations, salary ranges, equity, and application links from 3,000+ Ashby-powered career pages. Filter by department, employment type, workplace type, and remote status. Get started free.

- **URL**: https://apify.com/vnx0/ashby-jobs-scraper.md
- **Developed by:** [Vnx0](https://apify.com/vnx0) (community)
- **Categories:** Jobs, Lead generation, Automation
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

$1.00 / 1,000 job scrapeds

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

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

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js.md):

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

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

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/platform/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## Ashby Job Scraper

Extract job listings from any company using Ashby ATS. Get titles, descriptions, departments, locations, salary ranges, equity, and application links from 3,000+ Ashby-powered career pages.

### What is Ashby?

Ashby is a modern applicant tracking system (ATS) used by fast-growing companies like Notion, Ramp, Linear, PostHog, LangChain, and thousands more. This scraper lets you extract structured job data from any company's Ashby-powered career page.

### Features

- **No authentication required** - Works with public career pages
- **Rich job data** - Titles, departments, teams, locations, employment types, workplace types
- **Compensation data** - Salary ranges, equity, bonuses (when available)
- **Full descriptions** - HTML or plain text format
- **Flexible filtering** - By department, employment type, workplace type, remote status
- **Deduplication** - Skip duplicate jobs across companies
- **Batch processing** - Scrape multiple companies in one run
- **Fast & reliable** - All jobs returned in one request per company

### Input

#### Required

- **Company slugs** - List of Ashby career page identifiers (e.g., `ashby`, `notion`, `ramp`)
  - Find the slug in the career page URL: `jobs.ashbyhq.com/{SLUG}`
  - Minimum: 1 company, Maximum: 500 companies

#### Filters

- **Departments** - Only extract jobs from specific departments (e.g., `Engineering`, `Sales`)
- **Employment types** - Filter by Full-time, Contract, Intern, or Temporary
- **Workplace types** - Filter by Remote, On-site, or Hybrid
- **Remote only** - Only extract remote positions

#### Output Options

- **Include salary data** - Fetch compensation information (default: enabled)
- **Include job descriptions** - Include full descriptions (default: enabled)
- **Description format** - Choose HTML or plain text (default: HTML)
- **Max items per company** - Limit results per company (optional)
- **Deduplicate results** - Skip duplicate jobs across companies (default: disabled)

### Output

Each job listing includes:

- Company slug
- Job title
- Department and team
- Employment type (Full-time, Part-time, etc.)
- Location and country
- Remote status and workplace type
- Salary range (min/max) and currency
- Equity information
- Published date
- Job page and application URLs
- Secondary locations
- Full job description

#### Example Output

```json
{
  "companySlug": "ashby",
  "title": "Senior Backend Engineer",
  "department": "Engineering",
  "team": "Platform",
  "employmentType": "FullTime",
  "location": "San Francisco, CA",
  "isRemote": true,
  "workplaceType": "Remote",
  "country": "USA",
  "salaryMin": 190000,
  "salaryMax": 255000,
  "currency": "USD",
  "salarySummary": "$190K - $255K",
  "equitySummary": "Offers Equity",
  "publishedAt": "2025-11-14T00:46:58.989+00:00",
  "jobUrl": "https://jobs.ashbyhq.com/Ashby/145ff46b-...",
  "applyUrl": "https://jobs.ashbyhq.com/Ashby/145ff46b-.../application",
  "secondaryLocations": ["Miami, FL", "Remote (US)"],
  "description": "We're looking for..."
}
````

### Use Cases

- **Job aggregation** - Build job boards with Ashby listings
- **Market research** - Analyze hiring trends and compensation
- **Recruitment** - Monitor competitor hiring and openings
- **Career search** - Find remote jobs across multiple companies
- **Data analysis** - Study employment patterns and salary ranges

### Verified Companies

Works with 3,000+ Ashby-powered companies including:

- Ashby (61 jobs)
- Notion (156 jobs)
- Ramp (130 jobs)
- Linear (19 jobs)
- LangChain (83 jobs)
- Resend (7 jobs)
- PostHog (12 jobs)

### Tips

1. **Finding company slugs** - Visit a company's career page and look for `jobs.ashbyhq.com/{SLUG}` in the URL
2. **Faster runs** - Disable descriptions if you only need metadata
3. **Salary data** - Not all companies publish compensation; fields will be null when unavailable
4. **Deduplication** - Useful when scraping related companies that may post the same roles
5. **Max items** - Use to sample jobs or reduce dataset size during testing

### Pricing

This actor charges $1.00 per 1,000 jobs scraped.

**Cost examples:**

- 1 company (~30 jobs) ≈ $0.03
- 5 companies (~150 jobs) ≈ $0.15
- 20 companies (~600 jobs) ≈ $0.60

### Support

Need help? Contact us through the Apify platform or visit our documentation.

# Actor input Schema

## `companySlugs` (type: `array`):

Ashby career page slugs to scrape. This is the last part of the career page URL (e.g., 'ashby' from jobs.ashbyhq.com/Ashby).

## `departments` (type: `array`):

Only extract jobs from these departments. Leave empty to include all.

## `employmentTypes` (type: `array`):

Only extract jobs matching these employment types.

## `workplaceTypes` (type: `array`):

Only extract jobs matching these workplace types.

## `remoteOnly` (type: `boolean`):

Only extract jobs marked as remote.

## `includeCompensation` (type: `boolean`):

Fetch salary ranges, equity, and bonus information when available.

## `includeDescription` (type: `boolean`):

Include full job descriptions in the output. Disable for faster runs and smaller datasets.

## `descriptionFormat` (type: `string`):

Format for job descriptions.

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

Maximum number of jobs to extract per company. Leave empty for all jobs.

## `deduplicate` (type: `boolean`):

Skip jobs with the same title and department if already scraped from another company in this run.

## Actor input object example

```json
{
  "companySlugs": [
    "ashby"
  ],
  "departments": [],
  "employmentTypes": [],
  "workplaceTypes": [],
  "remoteOnly": false,
  "includeCompensation": true,
  "includeDescription": true,
  "descriptionFormat": "html",
  "deduplicate": false
}
```

# Actor output Schema

## `dataset` (type: `string`):

Dataset containing all extracted job listings

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

Summary of the scraping run with totals and statistics

# 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 = {
    "companySlugs": [
        "ashby"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("vnx0/ashby-jobs-scraper").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 = { "companySlugs": ["ashby"] }

# Run the Actor and wait for it to finish
run = client.actor("vnx0/ashby-jobs-scraper").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 '{
  "companySlugs": [
    "ashby"
  ]
}' |
apify call vnx0/ashby-jobs-scraper --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=vnx0/ashby-jobs-scraper",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Ashby Job Scraper - Extract Job Listings from Ashby ATS",
        "description": "Extract job listings from any company using Ashby ATS. Get titles, descriptions, departments, locations, salary ranges, equity, and application links from 3,000+ Ashby-powered career pages. Filter by department, employment type, workplace type, and remote status. Get started free.",
        "version": "0.0",
        "x-build-id": "AYxdAtnw93B8bQCTR"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/vnx0~ashby-jobs-scraper/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-vnx0-ashby-jobs-scraper",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/vnx0~ashby-jobs-scraper/runs": {
            "post": {
                "operationId": "runs-sync-vnx0-ashby-jobs-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/vnx0~ashby-jobs-scraper/run-sync": {
            "post": {
                "operationId": "run-sync-vnx0-ashby-jobs-scraper",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": [
                    "companySlugs"
                ],
                "properties": {
                    "companySlugs": {
                        "title": "Company slugs",
                        "minItems": 1,
                        "maxItems": 500,
                        "type": "array",
                        "description": "Ashby career page slugs to scrape. This is the last part of the career page URL (e.g., 'ashby' from jobs.ashbyhq.com/Ashby).",
                        "items": {
                            "type": "string"
                        }
                    },
                    "departments": {
                        "title": "Departments",
                        "type": "array",
                        "description": "Only extract jobs from these departments. Leave empty to include all.",
                        "default": [],
                        "items": {
                            "type": "string"
                        }
                    },
                    "employmentTypes": {
                        "title": "Employment types",
                        "uniqueItems": true,
                        "type": "array",
                        "description": "Only extract jobs matching these employment types.",
                        "items": {
                            "type": "string",
                            "enum": [
                                "FullTime",
                                "Contract",
                                "Intern",
                                "Temporary"
                            ],
                            "enumTitles": [
                                "Full-time",
                                "Contract",
                                "Intern",
                                "Temporary"
                            ]
                        },
                        "default": []
                    },
                    "workplaceTypes": {
                        "title": "Workplace types",
                        "uniqueItems": true,
                        "type": "array",
                        "description": "Only extract jobs matching these workplace types.",
                        "items": {
                            "type": "string",
                            "enum": [
                                "Remote",
                                "OnSite",
                                "Hybrid"
                            ],
                            "enumTitles": [
                                "Remote",
                                "On-site",
                                "Hybrid"
                            ]
                        },
                        "default": []
                    },
                    "remoteOnly": {
                        "title": "Remote only",
                        "type": "boolean",
                        "description": "Only extract jobs marked as remote.",
                        "default": false
                    },
                    "includeCompensation": {
                        "title": "Include salary data",
                        "type": "boolean",
                        "description": "Fetch salary ranges, equity, and bonus information when available.",
                        "default": true
                    },
                    "includeDescription": {
                        "title": "Include job descriptions",
                        "type": "boolean",
                        "description": "Include full job descriptions in the output. Disable for faster runs and smaller datasets.",
                        "default": true
                    },
                    "descriptionFormat": {
                        "title": "Description format",
                        "enum": [
                            "html",
                            "plain"
                        ],
                        "type": "string",
                        "description": "Format for job descriptions.",
                        "default": "html"
                    },
                    "maxItems": {
                        "title": "Max items per company",
                        "minimum": 1,
                        "maximum": 10000,
                        "type": "integer",
                        "description": "Maximum number of jobs to extract per company. Leave empty for all jobs."
                    },
                    "deduplicate": {
                        "title": "Deduplicate results",
                        "type": "boolean",
                        "description": "Skip jobs with the same title and department if already scraped from another company in 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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
