# ATS Jobs Scraper — Greenhouse, Lever & Ashby (`mukeshrana90/ats-jobs-scraper`) Actor Pull open job postings straight from companies' public ATS boards (Greenhouse, Lever, Ashby). Full descriptions, skills, normalized salary, cross-run dedupe and webhook delivery. No browser, no proxy. - **URL**: https://apify.com/mukeshrana90/ats-jobs-scraper.md - **Developed by:** [Mukesh Kumar](https://apify.com/mukeshrana90) (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 ## ATS Jobs Scraper — Greenhouse, Lever & Ashby Pull open job postings **straight from companies' public ATS boards**. One HTTP request per board returns every job with the full description — **no browser, no proxy, no anti-bot**, so it's fast and cheap. > Reads only public, company-published job-board APIs. Not affiliated with Greenhouse, Lever, or Ashby. ### Why this vs a job-aggregator scraper Aggregators (Indeed etc.) are Cloudflare-walled and expensive to scrape. Company ATS boards expose clean public JSON — richer data (full description, department, team, comp when published), zero blocking, near-zero cost. ### Input Give board tokens per provider, and/or paste board URLs (provider auto-detected). At least one board required. ```json { "greenhouseBoards": ["gitlab"], "leverBoards": ["leverdemo"], "ashbyBoards": ["Ramp"], "boardUrls": ["https://jobs.lever.co/someco", "https://boards.greenhouse.io/anotherco"], "searchKeywords": ["engineer", "data"], "remoteOnly": true, "postedWithinDays": 14, "maxJobs": 0 } ```` | Field | What it does | |---|---| | `greenhouseBoards` / `leverBoards` / `ashbyBoards` | Provider tokens (e.g. `gitlab`, `leverdemo`, `Ramp`) | | `boardUrls` | Any board URL; provider auto-detected from host | | `searchKeywords` | Keep jobs whose title/description contains ANY (case-insensitive) | | `locationFilter` / `departmentFilter` | Substring filters | | `remoteOnly` | Keep only remote-detected roles | | `postedWithinDays` | Recency filter (0 = all) | | `maxJobsPerBoard` / `maxJobs` | Caps (0 = no limit) | | `extractSkills` | Adds `skills[]`, `detectedSeniority`, `minYearsExperience` | | `normalizeSalary` + `targetCurrency` | Adds `normalizedSalary{}` when comp is published | | `onlyNewSinceLastRun` + `dedupeStoreName` | Cross-run dedupe for scheduled monitoring | | `notifyWebhookUrl` | POST run's jobs to Slack/Make/Zapier/custom on finish | ### Output One record per job, normalized across providers: ```jsonc { "source": "greenhouse", "company": "GitLab", "jobId": "8503792002", "title": "Account Executive - Italy", "department": "Sales", "team": "EMEA", "location": "Remote", "isRemote": true, "employmentType": "Full-time", "descriptionText": "…", "salary": null, "normalizedSalary": null, "skills": ["SQL", "Salesforce"], "detectedSeniority": "mid", "applyUrl": "https://job-boards.greenhouse.io/gitlab/jobs/8503792002", "jobUrl": "https://job-boards.greenhouse.io/gitlab/jobs/8503792002", "postedAt": "2026-04-30T22:34:50.000Z", "scrapedAt": "2026-05-18T10:00:00.000Z" } ``` ### Popular verified boards (copy-paste) All slugs below were verified live to return jobs. Drop them into the matching input field. **Greenhouse** (`greenhouseBoards`): `gitlab` `stripe` `airbnb` `dropbox` `databricks` `robinhood` `instacart` `reddit` `figma` `asana` `discord` `gusto` `samsara` `cloudflare` `twitch` `lyft` `pinterest` `datadog` `mongodb` `elastic` `peloton` `sofi` `affirm` `chime` `betterment` `flexport` `amplitude` `airtable` `calendly` `faire` `scaleai` `anthropic` **Ashby** (`ashbyBoards`, case-sensitive): `Ramp` `Vanta` `Linear` `Watershed` `Replit` `Modal` `Baseten` `Browserbase` `Notion` `Perplexity` `Cohere` `Zip` `Sierra` `Decagon` `Cursor` **Lever** (`leverBoards`): `spotify` `gopuff` `ro` `swordhealth` > Companies change ATS providers over time. If a slug returns nothing, the company likely moved — check their careers page URL (`boards.greenhouse.io/…`, `jobs.lever.co/…`, `jobs.ashbyhq.com/…`) and use that slug. ### How it works - **Greenhouse:** `boards-api.greenhouse.io/v1/boards/{token}/jobs?content=true` - **Lever:** `api.lever.co/v0/postings/{company}?mode=json` - **Ashby:** `api.ashbyhq.com/posting-api/job-board/{org}?includeCompensation=true` Each returns *all* postings with full content in a single request — no pagination, no detail fetch. Crawlee `HttpCrawler`, no browser. Enrichment, dedupe and webhook delivery are shared modules. ### Scheduled monitoring Set `onlyNewSinceLastRun: true` + a `dedupeStoreName`, optionally `notifyWebhookUrl`, then schedule the actor. Each run emits (and POSTs) only postings unseen in prior runs. ### Local dev ```bash npm install ## edit storage/key_value_stores/default/INPUT.json npm start ``` # Actor input Schema ## `greenhouseBoards` (type: `array`): Greenhouse board tokens, e.g. "gitlab" (from boards.greenhouse.io/gitlab). ## `leverBoards` (type: `array`): Lever company slugs, e.g. "spotify" (from jobs.lever.co/spotify). Verified Lever examples: spotify, gopuff, ro, swordhealth. ## `ashbyBoards` (type: `array`): Ashby organization slugs, case-sensitive, e.g. "Ramp" (from jobs.ashbyhq.com/Ramp). Verified examples: Ramp, Notion, Vanta, Linear, Perplexity, Cohere, Cursor. ## `boardUrls` (type: `array`): Full board URLs for any provider — e.g. https://boards.greenhouse.io/gitlab, https://jobs.lever.co/leverdemo, https://jobs.ashbyhq.com/Ramp. Provider is detected from the host. ## `jobTitle` (type: `string`): Keep only jobs whose TITLE contains this text (case-insensitive), e.g. "data analyst", "software engineer". Leave empty for all titles. Note: this filters the selected companies' boards — ATS boards have no cross-company search. ## `location` (type: `string`): Keep only jobs whose location contains this text (case-insensitive), e.g. "New York", "United States", "Berlin", "Remote". ## `searchKeywords` (type: `array`): Broader than Job title: keep jobs whose title OR description contains ANY of these. Optional. Empty = no extra keyword filter. ## `departmentFilter` (type: `string`): Keep only jobs whose department contains this text (e.g. "Engineering"). ## `remoteOnly` (type: `boolean`): Keep only roles detected as remote. ## `postedWithinDays` (type: `integer`): Keep only jobs posted within this many days. 0 = no limit. ## `maxJobsPerBoard` (type: `integer`): Cap per board. 0 = no limit. ## `maxJobs` (type: `integer`): Cap across all boards. 0 = no limit. ## `extractSkills` (type: `boolean`): Parse the description into structured skills\[], detected seniority and years-of-experience. ## `normalizeSalary` (type: `boolean`): When a posting carries pay data, add normalizedSalary{} with annualized min/max in a target currency. ## `targetCurrency` (type: `string`): Currency for normalized salaries. ## `fxRatesOverride` (type: `object`): Optional. Override built-in exchange rates (units per 1 USD), e.g. {"EUR":0.92}. ## `includeDescriptionHtml` (type: `boolean`): Include the raw HTML description in addition to plain text. ## `deduplicate` (type: `boolean`): Drop duplicate jobs within this run. ## `onlyNewSinceLastRun` (type: `boolean`): Cross-run dedupe: persist seen jobs in a named store and emit only postings not seen in previous runs. Ideal for scheduled monitoring. ## `dedupeStoreName` (type: `string`): Named key-value store used to persist seen jobs across runs. ## `notifyWebhookUrl` (type: `string`): Optional. POSTs a JSON summary of the run's jobs to this URL on finish (Slack/Make/Zapier/custom). With 'Only NEW jobs' + a schedule this delivers only new postings. Failures never fail the scrape. ## `maxConcurrency` (type: `integer`): Parallel board requests. ## `proxyConfiguration` (type: `object`): Not required — these are public APIs. Optionally enable a proxy for very large board lists. ## Actor input object example ```json { "greenhouseBoards": [ "gitlab", "stripe", "figma" ], "leverBoards": [ "spotify" ], "ashbyBoards": [ "Ramp", "Notion" ], "boardUrls": [], "searchKeywords": [], "remoteOnly": false, "postedWithinDays": 0, "maxJobsPerBoard": 0, "maxJobs": 0, "extractSkills": true, "normalizeSalary": true, "targetCurrency": "USD", "fxRatesOverride": {}, "includeDescriptionHtml": false, "deduplicate": true, "onlyNewSinceLastRun": false, "dedupeStoreName": "ats-seen-jobs", "maxConcurrency": 10, "proxyConfiguration": { "useApifyProxy": false } } ``` # Actor output Schema ## `jobs` (type: `string`): All scraped job records (default dataset). ## `datasetUrl` (type: `string`): Base API URL of this run's default dataset. Append ?format=csv / ?clean=true yourself when calling the API. # 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 = { "greenhouseBoards": [ "gitlab", "stripe", "figma" ], "leverBoards": [ "spotify" ], "ashbyBoards": [ "Ramp", "Notion" ], "boardUrls": [], "searchKeywords": [] }; // Run the Actor and wait for it to finish const run = await client.actor("mukeshrana90/ats-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 '' with your token. client = ApifyClient("") # Prepare the Actor input run_input = { "greenhouseBoards": [ "gitlab", "stripe", "figma", ], "leverBoards": ["spotify"], "ashbyBoards": [ "Ramp", "Notion", ], "boardUrls": [], "searchKeywords": [], } # Run the Actor and wait for it to finish run = client.actor("mukeshrana90/ats-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 '{ "greenhouseBoards": [ "gitlab", "stripe", "figma" ], "leverBoards": [ "spotify" ], "ashbyBoards": [ "Ramp", "Notion" ], "boardUrls": [], "searchKeywords": [] }' | apify call mukeshrana90/ats-jobs-scraper --silent --output-dataset ``` ## MCP server setup ```json { "mcpServers": { "apify": { "command": "npx", "args": [ "mcp-remote", "https://mcp.apify.com/?tools=mukeshrana90/ats-jobs-scraper", "--header", "Authorization: Bearer " ] } } } ``` ## OpenAPI specification ```json { "openapi": "3.0.1", "info": { "title": "ATS Jobs Scraper — Greenhouse, Lever & Ashby", "description": "Pull open job postings straight from companies' public ATS boards (Greenhouse, Lever, Ashby). Full descriptions, skills, normalized salary, cross-run dedupe and webhook delivery. No browser, no proxy.", "version": "1.0", "x-build-id": "VMHPN98U6IilHaxd6" }, "servers": [ { "url": "https://api.apify.com/v2" } ], "paths": { "/acts/mukeshrana90~ats-jobs-scraper/run-sync-get-dataset-items": { "post": { "operationId": "run-sync-get-dataset-items-mukeshrana90-ats-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/mukeshrana90~ats-jobs-scraper/runs": { "post": { "operationId": "runs-sync-mukeshrana90-ats-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/mukeshrana90~ats-jobs-scraper/run-sync": { "post": { "operationId": "run-sync-mukeshrana90-ats-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", "properties": { "greenhouseBoards": { "title": "Greenhouse board tokens", "type": "array", "description": "Greenhouse board tokens, e.g. \"gitlab\" (from boards.greenhouse.io/gitlab).", "items": { "type": "string" } }, "leverBoards": { "title": "Lever company slugs", "type": "array", "description": "Lever company slugs, e.g. \"spotify\" (from jobs.lever.co/spotify). Verified Lever examples: spotify, gopuff, ro, swordhealth.", "items": { "type": "string" } }, "ashbyBoards": { "title": "Ashby org slugs", "type": "array", "description": "Ashby organization slugs, case-sensitive, e.g. \"Ramp\" (from jobs.ashbyhq.com/Ramp). Verified examples: Ramp, Notion, Vanta, Linear, Perplexity, Cohere, Cursor.", "items": { "type": "string" } }, "boardUrls": { "title": "Board URLs (auto-detect)", "type": "array", "description": "Full board URLs for any provider — e.g. https://boards.greenhouse.io/gitlab, https://jobs.lever.co/leverdemo, https://jobs.ashbyhq.com/Ramp. Provider is detected from the host.", "items": { "type": "string" } }, "jobTitle": { "title": "Job title", "type": "string", "description": "Keep only jobs whose TITLE contains this text (case-insensitive), e.g. \"data analyst\", \"software engineer\". Leave empty for all titles. Note: this filters the selected companies' boards — ATS boards have no cross-company search." }, "location": { "title": "Location", "type": "string", "description": "Keep only jobs whose location contains this text (case-insensitive), e.g. \"New York\", \"United States\", \"Berlin\", \"Remote\"." }, "searchKeywords": { "title": "Extra keywords (title OR description)", "type": "array", "description": "Broader than Job title: keep jobs whose title OR description contains ANY of these. Optional. Empty = no extra keyword filter.", "items": { "type": "string" } }, "departmentFilter": { "title": "Department contains", "type": "string", "description": "Keep only jobs whose department contains this text (e.g. \"Engineering\")." }, "remoteOnly": { "title": "Remote only", "type": "boolean", "description": "Keep only roles detected as remote.", "default": false }, "postedWithinDays": { "title": "Posted within (days)", "minimum": 0, "type": "integer", "description": "Keep only jobs posted within this many days. 0 = no limit.", "default": 0 }, "maxJobsPerBoard": { "title": "Max jobs per board", "minimum": 0, "type": "integer", "description": "Cap per board. 0 = no limit.", "default": 0 }, "maxJobs": { "title": "Max jobs total", "minimum": 0, "type": "integer", "description": "Cap across all boards. 0 = no limit.", "default": 0 }, "extractSkills": { "title": "Extract skills & seniority", "type": "boolean", "description": "Parse the description into structured skills[], detected seniority and years-of-experience.", "default": true }, "normalizeSalary": { "title": "Normalize salary", "type": "boolean", "description": "When a posting carries pay data, add normalizedSalary{} with annualized min/max in a target currency.", "default": true }, "targetCurrency": { "title": "Target currency", "enum": [ "USD", "EUR", "GBP", "CAD", "AUD", "INR", "SGD", "ZAR", "BRL", "MXN", "AED", "JPY", "CHF", "SEK", "PLN" ], "type": "string", "description": "Currency for normalized salaries.", "default": "USD" }, "fxRatesOverride": { "title": "FX rates override", "type": "object", "description": "Optional. Override built-in exchange rates (units per 1 USD), e.g. {\"EUR\":0.92}.", "default": {} }, "includeDescriptionHtml": { "title": "Include HTML description", "type": "boolean", "description": "Include the raw HTML description in addition to plain text.", "default": false }, "deduplicate": { "title": "Deduplicate within run", "type": "boolean", "description": "Drop duplicate jobs within this run.", "default": true }, "onlyNewSinceLastRun": { "title": "Only NEW jobs since last run", "type": "boolean", "description": "Cross-run dedupe: persist seen jobs in a named store and emit only postings not seen in previous runs. Ideal for scheduled monitoring.", "default": false }, "dedupeStoreName": { "title": "Dedupe store name", "type": "string", "description": "Named key-value store used to persist seen jobs across runs.", "default": "ats-seen-jobs" }, "notifyWebhookUrl": { "title": "Notify webhook URL", "type": "string", "description": "Optional. POSTs a JSON summary of the run's jobs to this URL on finish (Slack/Make/Zapier/custom). With 'Only NEW jobs' + a schedule this delivers only new postings. Failures never fail the scrape." }, "maxConcurrency": { "title": "Max concurrency", "minimum": 1, "maximum": 50, "type": "integer", "description": "Parallel board requests.", "default": 10 }, "proxyConfiguration": { "title": "Proxy (optional)", "type": "object", "description": "Not required — these are public APIs. Optionally enable a proxy for very large board lists.", "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 } } } } } } } } } } ```