JazzHR Jobs Monitor & Scraper

Read public JazzHR career pages and return current jobs with descriptions, pay details and apply links. Compare full snapshots to find new, changed and removed jobs.

Start with one company URL. The price is $0.08 per run + $0.00198 per saved job or change. Empty and unchanged runs still have the start fee. Check RUN_SUMMARY before you use a partial result.

Table of contents

• What it does
• What data you get
• Quick start
• Input fields
• Input examples
• Output example
• Output fields
• Pricing and examples
• Use cases
• Scheduling and monitoring
• API, MCP and integrations
• Limits and partial results
• Troubleshooting
• FAQ
• Related Actors
• Support

What it does

Add public company pages on tenant.applytojob.com. The Actor reads the job list and each job page. It supports board URLs and single job URLs in both common JazzHR formats.

The Actor returns one row per saved job or change. It removes duplicate job IDs. It reads public pages without a JazzHR login, a paid data API or a browser. This is an independent product for public JazzHR pages.

What data you get

You get titles, company names, locations, job descriptions, employment type, pay details and apply URLs when the company provides them. Each row has a stable job_id and a source URL. A missing value is null; missing structured locations are an empty array.

There are three reports in the Key-value store:

Record	What it contains
OUTPUT	The saved rows in items, source status, counts and limits
RUN_SUMMARY	The same report without job rows; includes request counts, bytes, run status and release IDs
SNAPSHOT	The complete unfiltered jobs for the next monitor run; null when the scan or output is partial, missing or failed

Quick start

1. Open Input.
2. Add https://ecosystems.applytojob.com/apply/jobs/ to JazzHR board or job URLs (startUrls).
3. Keep maxResults: 20, includeDescription: true and mode: "snapshot".
4. Use 256 MB, a 160-second timeout and a $0.30 maximum charge. Click Start.
5. Open the Dataset and check title, job_id and url. Open RUN_SUMMARY and check status.

The checked example returned Energy Auditor and Installation Technician for ecofi. The company can change its jobs after this check.

Input fields

Key	Type / required	Default / UI prefill	Allowed values	Effect and example	Recommendation
startUrls	string array / yes	No runtime default. UI prefill: the ecofi board above	1–5 URLs, each up to 2,048 characters. HTTPS on one *.applytojob.com tenant	Root, /apply, /apply/jobs/, /apply/jobs/details/CODE, or /apply/CODE/Title. Tracking query strings are removed. Duplicate URLs and job IDs are removed	Start with one board. Use job URLs for a narrow check
maxResults	integer / no	20	1–100	Maximum saved jobs or changes. A smaller value can return a partial result	Use 100 when you need a full monitor snapshot
query	string / no	""	Up to 200 characters	All words must appear in the title, company, locations or included description text. Example: "energy remote"	Leave empty for a full job feed
includeDescription	boolean / no	true	true, false	Return clean HTML and plain text. With false, both description fields are null and are not searched	Keep true when job text matters
mode	string / no	"snapshot"	"snapshot", "monitor"	Snapshot returns current jobs. Monitor returns job changes	Use snapshot for exports and monitor for comparisons
previousSnapshot	object / no	Omitted	A complete SNAPSHOT record: version: 1, matching scope, up to 100 complete jobs and 20 MB of JSON text	Compare the previous full jobs with the current full jobs. Without this field, monitor emits initial jobs	Copy the full record. Keep the same URLs and description setting

Empty input and unknown input keys fail clearly. URLs with credentials, private addresses, other domains or custom ports are rejected.

The filter applies after the source scan. It does not reduce the work needed to check the board. The snapshot stores the full unfiltered inventory. Changing query does not change the comparison scope. Changing URLs or includeDescription needs a fresh baseline.

Input examples

Read one board

{
  "startUrls": ["https://ecosystems.applytojob.com/apply/jobs/"],
  "maxResults": 20,
  "includeDescription": true,
  "mode": "snapshot"
}

Expected: current jobs, their source links, and a full snapshot if the scan is complete.

Read one job

{
  "startUrls": ["https://bambooworks.applytojob.com/apply/PoyKNF6JP8/B2B-Lead-Generation-Specialist-Staffing-BPO"],
  "maxResults": 1
}

This checked job returned a Manila structured location, a remote signal and a monthly USD pay range. Check the source link for the current listing.

Start monitoring

{
  "startUrls": ["https://ecosystems.applytojob.com/apply/jobs/"],
  "maxResults": 100,
  "mode": "monitor"
}

The first complete run returns initial rows. For the next run, add the complete SNAPSHOT JSON as previousSnapshot. See the next sections for status and pricing.

Output example

This is a trimmed row from the first board example. Long description fields are omitted here. They are present in the real Dataset when enabled.

{
  "title": "Energy Auditor",
  "locations": ["Remote"],
  "url": "https://ecosystems.applytojob.com/apply/jobs/details/0GZ4T5FOYL",
  "date_posted": null,
  "input_url": "https://ecosystems.applytojob.com/apply/jobs/",
  "job_id": "ecosystems:0GZ4T5FOYL",
  "company": "ecofi",
  "location": "Remote",
  "employment_type": "Full Time",
  "salary": null,
  "remote": true,
  "change_type": "current",
  "status": "complete",
  "source": "jazzhr"
}

Output fields

Field	Type / can be null	Example	Meaning
title	string / no	Energy Auditor	Public job title
description	string / yes	<p>Job text...</p>	Safe source HTML. Unsafe elements and all attributes are removed. Null when disabled or missing
locations	string array / no; can be []	["Manila, Manila"]	Structured city, region and country when present; otherwise the visible location
url	string / no	The job link above	Source application page, using the public structured URL when available
date_posted	string / yes	2026-09-28	Date from the source. Null when no date is provided
input_url	string / no	The board URL above	Canonical input that found the job
job_id	string / no	ecosystems:0GZ4T5FOYL	Tenant plus public job code. Use this to update your database
company	string / yes	ecofi	Source employer name
location	string / yes	Remote	Location from the visible job summary; it may differ from structured locations
employment_type	string / yes	FULL_TIME or Full Time	Source JSON-LD value, with visible text as a fallback
description_text	string / yes	About Bamboo Works...	Plain text version of the description. Null when disabled or missing
salary	object / yes	{"currency":"USD","unit":"MONTH","min":1600,"max":2000,"value":null}	Source pay values. currency and unit are string or null; min, max, value are number or null. No annual conversion or currency conversion
remote	boolean / yes	true	True for the source remote signal. Null when unknown; location is not guessed
change_type	string / no	current, initial, new, changed, removed	Snapshot row or monitor event. Removed rows keep the previous job data
status	string / no	complete, partial	Job detail status. Missing optional dates or pay do not make a row partial. A missing or clipped enabled description does
scraped_at	string / no	An ISO timestamp from the run	Time the detail was read, or the removal was detected
source	string / no	jazzhr	Source platform

Dataset rows and OUTPUT.items match. A row can be complete while the overall run is partial. Always check RUN_SUMMARY.status and each source status.

Pricing and examples

The applied price is $0.08 per run start + $0.00198 per saved job or change, on all plan tiers. The start fee is one event at the supported 256–512 MB memory. This Actor includes its in-run platform usage in the event price. Your own post-run exports and other storage operations follow normal Apify platform pricing.

The start fee applies to a valid empty result, a filter with no matches and a monitor run with no changes. Partial or failed runs can still have the start fee and charges for saved rows. Rows that are never saved are not charged as job events.

Result	Runs	Event price
No saved rows	1	$0.08
1 saved row	1	$0.08198
10 saved rows	1	$0.09980
100 saved rows	1	$0.27800
1,000 saved rows across separate batches	At least 10	At least $2.78000

The tested per-run saved result limit is 100. The 1,000-row line is a calculation for separate batches, not a tested single run. A large board may need smaller input scope. Repeating the same capped board does not paginate it and can repeat the same jobs.

The default $0.30 maximum charge covers the start and up to 100 saved rows. A lower charge cap can produce partial output. See Apify event pricing for platform billing behavior.

Use cases

Task	Settings	Useful fields
Add public JazzHR jobs to a niche job board	mode: "snapshot"	job_id, title, url, description_text
Compare a company's hiring activity	mode: "monitor" with a previous full snapshot	job_id, change_type, company
Review roles by location or words	query, with descriptions enabled when needed	locations, location, title

Scheduling and monitoring

1. Run mode: "monitor" with maxResults: 100 and your chosen URLs.
2. Check that RUN_SUMMARY.status is complete and SNAPSHOT is an object.
3. Store the entire SNAPSHOT in your own workflow.
4. Pass that object as previousSnapshot in the next run, with the same URLs and description setting.
5. Read change_type to send new, changed or removed jobs to your next step.
6. Replace your saved baseline only after another complete run with a usable snapshot.

An unchanged run returns no change rows and still costs $0.08. Removal means the job was absent from a complete current scan. It is not a promise that the employer closed the role.

You can create an Apify schedule or use your own automation. A fixed scheduled input does not update previousSnapshot by itself. Your workflow must pass the latest complete snapshot. Keep comparison runs in order and check partial results.

API, MCP and integrations

Call the Actor through the Apify API with the same input JSON:

curl -X POST 'https://api.apify.com/v2/acts/cliqtomedia~jazzhr-jobs-monitor-scraper/runs?build=latest&memory=256&timeout=160&maxTotalChargeUsd=0.30' \
  -H "Authorization: Bearer $APIFY_TOKEN" \
  -H 'Content-Type: application/json' \
  -d '{"startUrls":["https://ecosystems.applytojob.com/apply/jobs/"],"maxResults":20}'

Poll the returned run ID. Then read items from its defaultDatasetId and the three records from its defaultKeyValueStoreId. Export Dataset rows as JSON, CSV or Excel. Use job_id for updates and change_type for alerts.

An MCP client can call an accessible Actor through the Apify MCP service. Access to a private Actor needs your Apify account. Make, Zapier, n8n or your own code can pass the same JSON and consume the Dataset. Monitor workflows must also pass the prior snapshot. Never put an Apify token in a public page.

Limits and partial results

• Up to 5 input URLs and 100 saved jobs or changes per run.
• A complete 78-job board was checked. A 100-row multi-board run reached result and time limits and was partial. Five single-job inputs were also checked with a complete result.
• Source work is bounded by 120 scanned jobs, 150 request attempts, 100 seconds, 1 MiB per response and 20 MiB of response bodies in total. Storage and reporting can add time after the scan. The recommended timeout is 160 seconds. A 300-second Store test or larger finite positive timeout is supported without extending the 100-second source deadline.
• Use 256–512 MB. Larger memory, longer timeouts and restart-on-error are rejected before source work.
• Enabled descriptions are limited to 40,000 HTML characters and 30,000 plain-text characters. Clipping is marked partial.
• Complete snapshots can hold up to 100 jobs. A partial run returns SNAPSHOT: null; keep your earlier good baseline.
• Closed detail links can return not_found. An unknown page layout, access block or network error is reported as an error, not a successful empty board.
• Partial source scans do not infer removals. Output or charge caps may limit delivery after a full scan. Read both source and run status.
• Only supplied public JazzHR tenant pages are supported. There is no worldwide job search, automatic company discovery, custom-domain support or candidate data access.

Employers can remove or change pages. Some old themes have no posting date or pay values. This Actor does not fill missing values with guesses.

Troubleshooting

What you see	Check	Action
error with UNSUPPORTED_URL	Domain, HTTPS and path	Use a public tenant URL on applytojob.com
not_found	The source job URL	Check whether the job was removed
complete with no rows	query, mode and counts	Remove the filter, or check that there were no monitor changes
partial	Source reasons, result and charge caps	Narrow the board scope, increase maxResults up to 100, or use a sufficient charge cap
UNRECOGNIZED_BOARD or UNRECOGNIZED_JOB	Source page and run ID	Check the public page and report a changed layout or access block
SNAPSHOT_SCOPE_MISMATCH	URLs and description setting	Start a new monitor baseline after changing scope
TIME_LIMIT, BYTE_LIMIT, REQUEST_LIMIT	Work counters	Use fewer or smaller boards. Keep the earlier complete snapshot

FAQ

Do I need a JazzHR account?

No. The Actor reads public career pages. It does not read recruiter accounts or applications.

Is every zero-row run free?

No. The $0.08 start fee applies even when no job or change is saved.

Can I get only new jobs?

Yes. Compare with the previous full snapshot and keep rows with change_type: "new". The first monitor run uses initial. The Actor also returns changed and safely detected removed jobs.

Why do the two location fields differ?

locations uses structured data when present. location uses the visible page summary. A job may show a city in structured data and Remote in visible text.

Can I replace another JazzHR scraper without changing my code?

The fields title, description, locations, url, date_posted and input_url keep the common meaning. Input keys, canonical input URLs, safe HTML formatting and extra status fields can differ. Check your mapping before switching.

Related Actors

• Greenhouse Jobs Monitor & Scraper — read companies that use Greenhouse.
• Lever Jobs Scraper — read companies that use Lever.

Support

Open an issue on this Actor's Apify page. Include the run ID, public source URL and the field or status you expected. Do not share API tokens, cookies or private account data.