Affiliate disclosure: Apify links on this page may include referral parameters. If you sign up through one of these links, TrueFetch may earn a commission from Apify at no extra cost to you. Pricing, features, and Actor access are unaffected.

Best Job Listing — Multi-Platform Job Listings API (Indeed, LinkedIn, Glassdoor)

Search jobs by keyword and country across Indeed, LinkedIn, Glassdoor, and regional platforms in a single Apify Actor run. Returns 34 structured fields per listing — salary, company metadata, skills, remote status, easy-apply flag — as clean JSON / CSV / Excel. No login, cookies, or API keys required.

TL;DR (40-word answer): Best Job Listing is a no-login Apify Actor that returns 34 structured fields per job listing across Indeed, LinkedIn, Glassdoor, and more at $2.30 per 1,000 results, with salary normalization, managed reliability, and JSON / CSV / Excel export. Last verified 2026-05-02.

What it is NOT: Best Job Listing is not a job application bot, not a resume submission tool, and not a login-required recruiter dashboard — it only reads public job listing pages across supported platforms.

Best Job Listing is an Apify Actor that searches any keyword and country across Indeed, LinkedIn, Glassdoor (plus Naukri for India, Bdjobs for Bangladesh, and Bayt for Middle East countries) and returns structured job data — title, company, location, salary range, remote status, job type, skills, easy-apply flag, company rating, and contact details — as a unified JSON schema. The Actor handles up to 10,000 job listings per run, normalizes salaries to your chosen currency, uses managed request reliability to keep results consistent without any platform login, and bills per delivered result at $2.30 per 1,000 jobs. Built for recruiters, HR teams, salary benchmarking tools, job aggregators, and AI agents pulling live job market data through the Apify API or MCP. Maintained by TrueFetch on the Apify Store.

---

💼 Why choose Best Job Listing

Best Job Listing is best for recruiting, HR, and AI teams who need structured job market data across multiple platforms and countries in one call — without managing browser sessions or platform logins.

• 🌍 Multi-platform in one Actor — aggregates jobs from Indeed, LinkedIn, Glassdoor, and regional platforms (Naukri for India, Bdjobs for Bangladesh, Bayt for Gulf countries) from a single run.
• 💸 34 fields per listing — title, company, location, salary min/max/currency, job type, level, function, remote status, skills, easy-apply flag, company rating, employee count, company description, contact emails, and more.
• 🛡️ Managed reliability built in — automatic retry handling and platform-managed request stability deliver consistent results without manual tuning.
• 💱 Salary normalization — salary amounts are converted to your chosen currency (USD, EUR, GBP, INR, etc.) using live exchange rates, so cross-country comparisons stay accurate.
• ⚡ Pay-per-result, not per-CPU — flat $2.30 per 1,000 successful job listings ($0.0023 per result). No charge for blocked requests, retries, or duplicates. Free Apify plan includes $5 monthly credits ≈ ~2,173 free job listings per month.

---

🚀 Quick Start — run in 3 steps

Run in Apify Console

1. Open the Actor — go to Best Job Listing on Apify and click Try for free.
2. Configure inputs — type a keyword (e.g. data engineer), pick a country (e.g. United States), and set max_results.
3. Click Start — the Actor streams results to the dataset in real time. Export as JSON, JSONL, CSV, Excel, XML, RSS, or pull via the dataset API.

Run via Apify API

curl -X POST "https://api.apify.com/v2/acts/TrueFetch~best-job-search/run-sync-get-dataset-items?token=YOUR_APIFY_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "keyword": "data engineer",
    "country": "United States",
    "max_results": 100
  }'

Run via MCP (for AI agents)

Best Job Listing is callable from Claude, ChatGPT, Cursor, and any MCP-compatible client through the Apify MCP Server. Reference the Actor as TrueFetch/best-job-search and pass the same JSON input as above.

---

⚙️ Input parameters

Parameter	Type	Required	Default	Description	Example
keyword	string	✅	—	Job title, role, or skill to search for across platforms.	data engineer
country	string	✅	—	Country name to search jobs in. Determines which platforms are included (e.g. Naukri for India, Bayt for Gulf).	United States
max_results	integer	✅	—	Maximum number of job listings to return. Minimum 10. Each successful listing is billed once.	200
remote_only	boolean	❌	false	If true, only remote job listings are returned.	true
job_type	string	❌	all	Filter by job type: all, fulltime, parttime, internship, contract.	fulltime
distance	integer	❌	200	Search radius in miles/km from the location. Minimum 50.	50
location	string	❌	—	Optional city or region to focus the search (e.g. New York, London). If omitted, the entire country is searched.	San Francisco
posted_since	string	❌	1 year	Only return listings posted within this time window (e.g. 1 week, 30 days, 3 months).	2 weeks
currency	string	❌	USD	ISO currency code for salary normalization (e.g. USD, EUR, GBP, INR). Salaries are converted using live exchange rates.	EUR

Default behavior: the Actor queries all applicable platforms for the given country and keyword, deduplicates by platform_url or official_url, and streams results to the default dataset.

{
  "keyword": "product manager",
  "country": "United Kingdom",
  "max_results": 200,
  "remote_only": false,
  "job_type": "fulltime",
  "posted_since": "1 month",
  "currency": "GBP"
}

---

📦 Output dataset

Each run writes structured job objects to the default Apify dataset, exportable as JSON, JSONL, CSV, Excel, XML, RSS, or via the dataset API.

Field	Type	Always present?	Description	Example
processor	string	✅	Apify Actor URL that produced this record.	https://apify.com/truefetch/best-job-listing
processed_at	string	✅	ISO 8601 UTC timestamp when the record was processed.	2026-05-02T10:00:00+00:00
platform	string	✅	Source platform (Indeed, Linkedin, Glassdoor, Naukri, etc.).	Indeed
platform_url	string	✅	Job listing URL on the source platform.	https://www.indeed.com/viewjob?jk=abc123
official_url	string	optional	Direct employer/career page URL if available.	https://careers.example.com/jobs/456
title	string	✅	Job title.	Senior Data Engineer
posted_date	string	optional	Date the listing was posted (ISO 8601).	2026-04-28
location	string	optional	Job location text.	New York, NY
is_remote	boolean	optional	Whether the job is fully remote.	true
description	string	optional	Full job description text.	We are looking for a Senior Data Engineer to…
job_type	string	optional	Employment type (fulltime, parttime, contract, internship).	fulltime
job_level	string	optional	Seniority level.	Senior
job_function	string	optional	Job function or department.	Engineering
listing_type	string	optional	Type of listing (standard, featured, promoted).	standard
skills	string	optional	Required or preferred skills.	Python, SQL, Spark
work_from_home	string	optional	Work-from-home policy type.	Hybrid
vacancy_count	integer	optional	Number of open positions.	3
experience_range	string	optional	Required experience range.	3-5 years
salary_period	string	optional	Salary interval (yearly, monthly, hourly).	yearly
salary_minimum	number	optional	Minimum salary in the normalized currency.	120000
salary_maximum	number	optional	Maximum salary in the normalized currency.	160000
salary_currency	string	optional	ISO currency code after normalization.	USD
easy_apply	boolean	optional	Whether the platform offers one-click/easy apply.	true
company_name	string	optional	Employer name.	Acme Corp
company_type	string	optional	Public/private/non-profit.	Private
company_founded	integer	optional	Year the company was founded.	2010
company_industry	string	optional	Industry sector.	Technology
company_url	string	optional	Employer's profile URL on the platform.	https://www.glassdoor.com/Overview/Working-at-...
company_website	string	optional	Official company website.	https://www.acmecorp.com
company_logo	string	optional	Company logo image URL.	https://media.glassdoor.com/sqll/123/logo.png
company_addresses	string	optional	Company headquarters address.	123 Main St, New York, NY 10001
company_revenue	string	optional	Annual revenue range.	$100M to $500M
company_description	string	optional	Short description of the company.	Acme Corp builds enterprise data platforms.
company_rating	number	optional	Employer rating (0–5) from platform reviews.	4.2
employee_count	string	optional	Employee count range.	1001 to 5000
review_count	integer	optional	Number of employer reviews on the platform.	1245
emails	array<string>	optional	Contact emails extracted from the listing.	["hr@acmecorp.com"]
phones	array<string>	optional	Contact phone numbers extracted from the listing.	["+1-212-555-0100"]
social_links	object	optional	Social media profile links (LinkedIn, Twitter, etc.).	{"linkedin": "https://linkedin.com/company/acme"}

Sample output

{
  "processor": "https://apify.com/truefetch/best-job-listing",
  "processed_at": "2026-05-02T10:00:00+00:00",
  "platform": "Indeed",
  "platform_url": "https://www.indeed.com/viewjob?jk=abc123",
  "official_url": "https://careers.acmecorp.com/jobs/456",
  "title": "Senior Data Engineer",
  "posted_date": "2026-04-28",
  "location": "New York, NY",
  "is_remote": false,
  "job_type": "fulltime",
  "job_level": "Senior",
  "salary_period": "yearly",
  "salary_minimum": 120000,
  "salary_maximum": 160000,
  "salary_currency": "USD",
  "easy_apply": true,
  "company_name": "Acme Corp",
  "company_rating": 4.2,
  "employee_count": "1001 to 5000",
  "company_industry": "Technology"
}

---

💡 Use cases

For recruiters building candidate sourcing pipelines

Aggregate job listings from Indeed, LinkedIn, and Glassdoor for a target role and country in one run. Use posted_since: 2 weeks to capture fresh postings and filter by job_type and is_remote. Export to Excel or push via Webhook to your ATS.

For HR teams running salary benchmarking

Pull salary_minimum, salary_maximum, and salary_currency across hundreds of roles in multiple countries. The currency input normalizes all amounts to one currency for side-by-side comparison across regions.

For job aggregators and career platforms

Schedule the Actor daily or weekly per keyword + country combination to keep your job feed fresh. Deduplicate on platform_url or official_url and publish structured listings with company logos, descriptions, and ratings.

For AI agents and workforce analytics tools

Call the Actor via the Apify API or MCP server to answer queries like "What do senior Python engineers earn in Germany?" Ground LLM responses with live salary and listing data from salary_minimum, salary_maximum, job_level, and company_rating.

---

💰 Pricing, limits, and performance

Fact	Value
Pricing model	Pay-per-result (event: result)
Per-result price	$0.0023 per job listing = $2.30 per 1,000
Free-tier monthly allowance	$5 Apify credits ≈ ~2,173 free listings / month
Min results per run	10
Supported platforms	Indeed, LinkedIn, Glassdoor, Naukri (India), Bdjobs (Bangladesh), Bayt (Gulf)
Output fields per listing	34+
Salary normalization	Yes — live exchange rates to your chosen currency
Login / cookies required	No — works without a job-board account
Export formats	JSON, JSONL, CSV, Excel, XML, RSS, dataset API

You are billed only for successfully scraped, deduplicated job listings. Blocked requests, retries, and duplicates are not billed.

---

⚖️ Compared with alternatives

Capability	Best Job Listing	LinkedIn Jobs API	Indeed Publisher API	Custom scraper
Multi-platform (Indeed + LinkedIn + Glassdoor + more)	✅	LinkedIn only	Indeed only	you build & maintain
34 structured fields incl. salary + company data	✅	partial	partial	you build & maintain
Salary normalization to your currency	✅	❌	❌	you implement
No platform account / API approval needed	✅	❌ (partner only)	❌ (publisher only)	✅
Managed request reliability	✅	N/A (API)	N/A (API)	you build & maintain
Pay-per-result pricing	$2.30 / 1,000	varies / restricted	varies / restricted	infrastructure + dev
Setup time to first result	< 60 seconds	days–weeks	days–weeks	days–weeks

Verdict. Use Best Job Listing when you need multi-platform job data without applying for restricted API access or managing browser sessions. LinkedIn Jobs API and Indeed Publisher API can be free within quotas if you qualify; this Actor wins on cross-platform coverage, salary normalization, and zero setup time.

---

⚠️ Common mistakes to avoid

1. Omitting location on broad keywords. Without a location, the Actor searches the entire country. For role-specific pipelines, set location to a city (e.g. London) and distance to 25 for tighter targeting.
2. Setting max_results too high for quick API calls. For AI-agent use cases, keep max_results between 10 and 50 for fast, focused responses; use larger values for batch reporting.
3. Ignoring posted_since. Without a time filter, old listings from many months ago will appear. Set posted_since: 2 weeks or 1 month for active hiring signals.
4. Not normalizing salary_currency. If you compare salary data across countries without setting a common currency, you will see figures in different currencies that are not comparable.
5. Treating salary_minimum / salary_maximum as guaranteed. Many listings do not publish salary. Always check for null values and handle them in your pipeline.

---

🛠️ Troubleshooting

Problem	Likely cause	Fix
Fewer results than max_results	Fewer live listings match the keyword + country.	Try a broader keyword or a larger country scope. Remove location filter if set.
salary_minimum and salary_maximum are null	Platform did not publish salary for those listings.	Expected on many listings — filter for salary_minimum IS NOT NULL in your downstream query.
Run returns 0 results	Keyword has no matches on any supported platform.	Try a synonym, a broader role title, or a different country.
Charge limit reached	Account-level monthly spend limit hit.	Raise the run / monthly limit in your Apify plan settings.
is_remote: null on some listings	Platform did not expose remote status for those listings.	Expected — use work_from_home field as a secondary signal.
Results seem old	Default posted_since is 1 year.	Set posted_since: 2 weeks or 1 month to restrict to recent listings.

---

❓ FAQ

What data does Best Job Listing return?

Best Job Listing returns 34+ structured fields per job listing: processor, processed_at, platform, platform_url, official_url, title, posted_date, location, is_remote, description, job_type, job_level, job_function, listing_type, skills, work_from_home, vacancy_count, experience_range, salary_period, salary_minimum, salary_maximum, salary_currency, easy_apply, company_name, company_type, company_founded, company_industry, company_url, company_website, company_logo, company_addresses, company_revenue, company_description, company_rating, employee_count, review_count, emails, phones, and social_links.

How much does Best Job Listing cost?

Best Job Listing uses pay-per-result pricing at $0.0023 per job listing, or $2.30 per 1,000 listings. The Apify Free plan includes $5 of monthly platform credits, covering approximately 2,173 free listings per month. Blocked requests, retries, and duplicates are not billed.

Which platforms does Best Job Listing support?

The Actor aggregates jobs from Indeed, LinkedIn, Glassdoor, Naukri (India), Bdjobs (Bangladesh), and Bayt (Gulf countries — Kuwait, Qatar, Bahrain, Oman, Saudi Arabia, UAE). Platform selection is automatic based on the country input.

Does Best Job Listing require a login or API key?

No. Best Job Listing reads public job listing pages without any platform account, cookies, or API key. Only an Apify token is needed to invoke the Actor.

Can I filter by remote jobs only?

Yes. Set remote_only: true in your input to return only remote job listings. You can also filter results by is_remote: true in a downstream query.

Can I export results to CSV or Excel?

Yes. Every run writes to the Apify default dataset, exportable as JSON, JSONL, CSV, Excel, XML, RSS, or fetched via https://api.apify.com/v2/datasets/<dataset-id>/items.

Can I schedule Best Job Listing to monitor job postings automatically?

Yes. Use Apify Schedules to run the Actor daily or weekly. Combine with Webhooks to push new listings to Make, Zapier, n8n, Slack, Google Sheets, or your ATS the moment a run finishes.

What is the maximum number of listings per run?

max_results must be at least 10. There is no explicit hard cap; very large runs are supported by running the Actor in parallel across multiple keyword + location combinations.

---

🔌 Integrations

Best Job Listing plugs straight into the Apify ecosystem:

• Schedules — run daily or weekly to capture fresh job postings (docs).
• Webhooks — POST results to your endpoint on ACTOR.RUN.SUCCEEDED (docs).
• Apify API — run-sync-get-dataset-items for blocking calls, runs for async (docs).
• MCP Server — call the Actor from Claude, ChatGPT, or Cursor agents (docs).
• No-code — Make, Zapier, n8n, Pipedream, Google Sheets, Airtable.

---

🧱 Sister Actors from TrueFetch

Jobs

• Best Job Listing
• Glassdoor Job Listing
• Glints Company Profile
• Glints Job Listing
• Indeed Job Listing
• JobStreet Company Profile
• JobStreet Job Listing
• LinkedIn Job Listing
• StepStone Company Profile
• StepStone Job Listing

Shopping & Deals

• Amazon Product Listing
• Amazon Store Profile
• Argos Product Listing
• ASOS Product Listing
• eBay Listing
• eBay Seller Profile
• Flipkart Product Listing
• John Lewis Product Listing
• Lidl Product Listing
• Magalu Product Listing
• MediaMarkt Product Listing
• Mercado Livre Product Listing
• Nykaa Product Listing
• OTTO Product Listing
• Target Product Listing
• TradeIndia Product Listing
• TradeIndia Supplier Profile
• Walmart Product Listing

Vehicles

• AutoTrader Car Listing
• AutoTrader Dealer Profile
• Cars.com Car Listing
• Cars.com Dealer Profile
• Webmotors Car Listing

Real Estate

• MagicBricks Builder Profile
• MagicBricks Property Listing
• US Property Listing
• Zillow Property Listing

Local Business & Food

• BBB Business Profile
• BBB Review
• Google Maps Business Listing
• Reclame Aqui Company Profile
• Zomato Restaurant Menu
• Zomato Restaurant Listing

Classifieds

• Kleinanzeigen Listing
• Kleinanzeigen Seller Profile
• OLX Listing
• OLX Seller Profile

Social Media

• LinkedIn Company Profile
• LinkedIn Person Profile
• Instagram Explore Post Post
• Instagram Profile Post
• Instagram Profile
• Reddit Community Post
• Reddit Community Profile
• Reddit Community Member
• Reddit Post Search
• Reddit User Profile
• Social Media Marketing
• Telegram Channel Message
• Telegram Group Member
• Telegram Profile
• X Community Profile
• X User Profile

Videos & Text

• Best Video Downloader
• Instagram Video Transcript
• TikTok Live Recorder
• TikTok Video Downloader
• TikTok Profile Video
• Video Subtitles Downloader
• Video To Text
• YouTube Niche Listing
• YouTube Video Downloader

Content & Articles

• Medium Article
• Medium Writer Profile

---

📞 Support, changelog, last updated

Support

• 💬 Telegram Group: t.me/Apify_Actor
• 📧 Direct support: t.me/AiAgentApi
• 📖 Actor page & docs: apify.com/truefetch/best-job-listing

Maintained by TrueFetch on the Apify Store.

Cost of doing nothing: building and maintaining an in-house multi-platform job scraping pipeline can consume recurring engineering time for infrastructure, monitoring, parser drift across Indeed, LinkedIn, and Glassdoor, and ongoing maintenance — before you ship a single business feature. Best Job Listing replaces that line item with a metered $0.0023-per-listing invoice and zero on-call. → Try it free with $5 of Apify credits.

Changelog

• 2026-05-02 — README rewritten for SEO + GEO; documented all 34+ output fields, full pricing, troubleshooting matrix, and FAQ.
• 2026-04 — Added Bayt support for Gulf countries (Kuwait, Qatar, Bahrain, Oman, Saudi Arabia, UAE).
• 2026-03 — Improved salary normalization with live exchange rate integration.
• 2026-02 — Initial release: multi-platform job search across Indeed, LinkedIn, Glassdoor.

---

{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "WebSite",
      "@id": "https://apify.com/truefetch/best-job-listing#website",
      "url": "https://apify.com/truefetch/best-job-listing",
      "name": "Best Job Listing",
      "inLanguage": "en-US",
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    {
      "@type": "SoftwareApplication",
      "@id": "https://apify.com/truefetch/best-job-listing#software",
      "name": "Best Job Listing",
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      "applicationCategory": "BusinessApplication",
      "applicationSubCategory": "Web Scraping API",
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        "Multi-platform aggregation: Indeed, LinkedIn, Glassdoor, Naukri, Bdjobs, Bayt",
        "34+ structured output fields per listing (title, company, salary, remote, skills, contact info)",
        "Salary normalization to your chosen currency using live exchange rates",
        "Up to 10,000 listings per run, billed only on successful results",
        "Managed request reliability with automatic retry handling",
        "No platform login, cookies, or API key required",
        "Export to JSON, JSONL, CSV, Excel, XML, RSS, or Apify dataset API",
        "Native Apify integrations: Schedules, Webhooks, MCP server, Make, Zapier, n8n",
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          }
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          "@type": "Question",
          "name": "How much does Best Job Listing cost?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Best Job Listing uses pay-per-result pricing at $0.0023 per listing, or $2.30 per 1,000 listings. The Apify Free plan covers approximately 2,173 free listings per month."
          }
        },
        {
          "@type": "Question",
          "name": "Which platforms does Best Job Listing support?",
          "acceptedAnswer": {
            "@type": "Answer",
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          }
        },
        {
          "@type": "Question",
          "name": "Does Best Job Listing require a login?",
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          "@type": "Question",
          "name": "Can I schedule Best Job Listing to run automatically?",
          "acceptedAnswer": {
            "@type": "Answer",
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          "position": 2,
          "name": "Configure inputs",
          "text": "Enter a keyword (e.g. data engineer), pick a country, and set max_results. Optionally set remote_only, job_type, and posted_since filters."
        },
        {
          "@type": "HowToStep",
          "position": 3,
          "name": "Start the run and export",
          "text": "Click Start. The Actor streams results to the dataset. Export as JSON, JSONL, CSV, Excel, XML, RSS, or pull via the dataset API."
        }
      ]
    },
    {
      "@type": "BreadcrumbList",
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          "position": 3,
          "name": "Best Job Listing",
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      ]
    }
  ]
}

---

Last Updated: May 2, 2026 Schema version: 1.1 Maintained by: TrueFetch · 💬 Telegram Group · 📧 Support