# Ashby ATS Job Scraper Pro (`maverickpoint/ashby-ats-scraper`) Actor Extract and enrich jobs from Ashby-powered companies (Notion, Linear, Ramp, Plaid, Vercel). Structured compensation (salary+equity+bonus), skills extraction, classification, change detection, and analytics. - **URL**: https://apify.com/maverickpoint/ashby-ats-scraper.md - **Developed by:** [Rahul Sharma](https://apify.com/maverickpoint) (community) - **Categories:** Jobs, Lead generation - **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, NaN bookmarks - **User rating**: No ratings yet ## Pricing from $2.00 / 1,000 results 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 ATS Job Scraper Pro The most intelligent Ashby job scraper on Apify. Extract **enriched, classified data** with structured compensation (salary + equity + bonus), skills extraction, change tracking, and hiring analytics. **No API key needed.** Ashby job board data is publicly accessible. ### Why Ashby? Ashby powers the career pages of the fastest-growing tech companies: **Notion, Linear, Ramp, Plaid, Vercel, Supabase, PostHog, OpenSea**, and more. These are the companies VCs, recruiters, and competitive intelligence teams care about most. ### What makes this different? | Feature | Other Scrapers | This Scraper | |---|---|---| | Job extraction | Yes | Yes | | Structured compensation (salary+equity+bonus) | No | **Multi-tier breakdown** | | Skills extraction (required vs preferred) | No | **500-term taxonomy** | | Seniority classification | No | **intern to c-level** | | Job category standardization | No | **13 categories** | | Work mode detection | No | **Native workplaceType + isRemote** | | Employment type | No | **FullTime/PartTime/Contract/Intern** | | Secondary locations | No | **Multi-location support** | | Structured address (city/region/country) | No | **Parsed postal address** | | Change detection between runs | No | **new/updated/removed** | | Per-company hiring analytics | No | **department/skill/salary breakdowns** | ### Output example ```json { "jobId": "abc123-def456-789", "title": "Senior Backend Engineer", "company": "notion", "department": "Engineering", "team": "Infrastructure", "employmentType": "FullTime", "location": "San Francisco, California", "secondaryLocations": ["New York, NY", "Remote - US"], "addressCity": "San Francisco", "addressRegion": "California", "addressCountry": "United States", "isRemote": false, "workplaceType": "Hybrid", "jobUrl": "https://jobs.ashbyhq.com/notion/abc123", "applyUrl": "https://jobs.ashbyhq.com/notion/abc123/application", "publishedAt": "2026-03-15T10:00:00.000Z", "payRanges": [ { "title": "Salary", "type": "Salary", "minValue": 180000, "maxValue": 240000, "currency": "USD", "interval": "yearly" }, { "title": "Equity", "type": "Equity", "minValue": 50000, "maxValue": 100000, "currency": "USD", "interval": "yearly" } ], "seniority": "senior", "category": "engineering", "workMode": "Hybrid", "skills": { "required": ["Python", "PostgreSQL", "AWS", "Docker"], "preferred": ["Kubernetes", "Terraform"], "yearsExperience": "5+" }, "scrapedAt": "2026-04-01T12:00:00.000Z", "source": "ashby" } ```` ### How to use ```json { "boardTokens": ["notion", "ramp", "linear", "plaid"], "enableClassification": true, "enableSkillsExtraction": true, "includeAnalytics": true } ``` ### Pricing **Pay Per Result: $2 per 1,000 jobs** ($0.002 per job). Use `enableChangeDetection` + `deltaOnly` on scheduled runs to cut costs by 85-95%. ### Related scrapers Part of our ATS job scraper suite: - **[Greenhouse ATS Job Scraper Pro](https://apify.com/maverickpoint/greenhouse-ats-scraper)** — 7,500+ companies (Airbnb, Stripe, Figma) - **[Lever ATS Job Scraper Pro](https://apify.com/maverickpoint/lever-ats-scraper)** — Spotify, Palantir, Outreach ### Feedback Found a bug or feature request? Open an issue on the **Issues** tab. # Actor input Schema ## `boardTokens` (type: `array`): Ashby company slugs from their careers URL. Example: 'notion' from https://jobs.ashbyhq.com/notion. ## `companySearch` (type: `string`): Search the built-in registry of 40+ companies by name. ## `industryFilter` (type: `string`): Load all companies from an industry: devtools, fintech, ai, saas, etc. ## `includeDescription` (type: `boolean`): Include HTML + plain-text descriptions. ## `departmentFilter` (type: `string`): Only return jobs matching this department. ## `locationFilter` (type: `string`): Filter by primary or secondary locations. ## `maxJobsPerCompany` (type: `integer`): Maximum jobs per company. 0 = unlimited. ## `enableClassification` (type: `boolean`): Add seniority, category, and work mode. Uses Ashby native workplaceType/isRemote when available. ## `enableSkillsExtraction` (type: `boolean`): Parse descriptions to extract required vs. preferred skills. ## `enableSalaryEstimation` (type: `boolean`): Estimate salary from peer data. Requires classification. ## `enableChangeDetection` (type: `boolean`): Mark jobs as new, updated, removed, or unchanged. ## `deltaOnly` (type: `boolean`): Only output changes. Saves 85-95% on repeat runs. ## `deduplicateAcrossBoards` (type: `boolean`): Flag duplicate jobs across company pages. ## `includeAnalytics` (type: `boolean`): Per-company hiring analytics summary. ## `outputProfile` (type: `string`): Full: all fields. Compact: no HTML. Minimal: essentials only. ## Actor input object example ```json { "boardTokens": [ "notion", "ramp", "linear" ], "companySearch": "", "industryFilter": "", "includeDescription": true, "departmentFilter": "", "locationFilter": "", "maxJobsPerCompany": 0, "enableClassification": true, "enableSkillsExtraction": false, "enableSalaryEstimation": false, "enableChangeDetection": false, "deltaOnly": false, "deduplicateAcrossBoards": false, "includeAnalytics": false, "outputProfile": "full" } ``` # 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 '' with your token const client = new ApifyClient({ token: '', }); // Prepare Actor input const input = { "boardTokens": [ "notion", "ramp", "linear" ] }; // Run the Actor and wait for it to finish const run = await client.actor("maverickpoint/ashby-ats-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 '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "boardTokens": [ "notion", "ramp", "linear", ] } # Run the Actor and wait for it to finish run = client.actor("maverickpoint/ashby-ats-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 '{ "boardTokens": [ "notion", "ramp", "linear" ] }' | apify call maverickpoint/ashby-ats-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=maverickpoint/ashby-ats-scraper", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "Ashby ATS Job Scraper Pro", "description": "Extract and enrich jobs from Ashby-powered companies (Notion, Linear, Ramp, Plaid, Vercel). Structured compensation (salary+equity+bonus), skills extraction, classification, change detection, and analytics.", "version": "1.0", "x-build-id": "S87VHbP9dFW0e488m" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/maverickpoint~ashby-ats-scraper/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-maverickpoint-ashby-ats-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": { "$ref": "#/components/schemas/inputSchema" } } } }, "parameters": [ { "name": "token", "in": "query", "required": true, "schema": { "type": "string" }, "description": "Enter your Apify token here" } ], "responses": { "200": { "description": "OK" } } } }, "/acts/maverickpoint~ashby-ats-scraper/runs": { "post": { "operationId": "runs-sync-maverickpoint-ashby-ats-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor and returns information about the initiated run in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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": { "$ref": "#/components/schemas/runsResponseSchema" } } } } } } }, "/acts/maverickpoint~ashby-ats-scraper/run-sync": { "post": { "operationId": "run-sync-maverickpoint-ashby-ats-scraper", "x-openai-isConsequential": false, "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.", "tags": [ "Run Actor" ], "requestBody": { "required": true, "content": { "application/json": { "schema": { "$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", "properties": { "boardTokens": { "title": "Company Slugs", "type": "array", "description": "Ashby company slugs from their careers URL. Example: 'notion' from https://jobs.ashbyhq.com/notion.", "items": { "type": "string" } }, "companySearch": { "title": "Search Company by Name", "type": "string", "description": "Search the built-in registry of 40+ companies by name.", "default": "" }, "industryFilter": { "title": "Filter by Industry", "type": "string", "description": "Load all companies from an industry: devtools, fintech, ai, saas, etc.", "default": "" }, "includeDescription": { "title": "Include Full Job Description", "type": "boolean", "description": "Include HTML + plain-text descriptions.", "default": true }, "departmentFilter": { "title": "Filter by Department", "type": "string", "description": "Only return jobs matching this department.", "default": "" }, "locationFilter": { "title": "Filter by Location", "type": "string", "description": "Filter by primary or secondary locations.", "default": "" }, "maxJobsPerCompany": { "title": "Max Jobs Per Company", "minimum": 0, "type": "integer", "description": "Maximum jobs per company. 0 = unlimited.", "default": 0 }, "enableClassification": { "title": "Auto-Classify Jobs", "type": "boolean", "description": "Add seniority, category, and work mode. Uses Ashby native workplaceType/isRemote when available.", "default": true }, "enableSkillsExtraction": { "title": "Extract Skills & Technologies", "type": "boolean", "description": "Parse descriptions to extract required vs. preferred skills.", "default": false }, "enableSalaryEstimation": { "title": "Estimate Missing Salaries", "type": "boolean", "description": "Estimate salary from peer data. Requires classification.", "default": false }, "enableChangeDetection": { "title": "Track Changes Between Runs", "type": "boolean", "description": "Mark jobs as new, updated, removed, or unchanged.", "default": false }, "deltaOnly": { "title": "Delta Only", "type": "boolean", "description": "Only output changes. Saves 85-95% on repeat runs.", "default": false }, "deduplicateAcrossBoards": { "title": "Deduplicate Across Companies", "type": "boolean", "description": "Flag duplicate jobs across company pages.", "default": false }, "includeAnalytics": { "title": "Include Board Analytics", "type": "boolean", "description": "Per-company hiring analytics summary.", "default": false }, "outputProfile": { "title": "Output Profile", "enum": [ "full", "compact", "minimal" ], "type": "string", "description": "Full: all fields. Compact: no HTML. Minimal: essentials only.", "default": "full" } } }, "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 } } } } } } } } } } ```