Job Market Intelligence API

Scrape and analyze job listings from Indeed, LinkedIn, and Glassdoor. Get structured data on job titles, companies, salaries, skills, and location-based salary analysis.

Features

• Multi-source search — Query Indeed, LinkedIn, and Glassdoor simultaneously
• Keyword & location filtering — Search by job title/keywords and location
• Salary parsing — Extract and normalize salary ranges (hourly, yearly, etc.) to yearly equivalents
• Skill extraction — Automatically detect ~150+ known skills in job titles and descriptions
• Deduplication — Remove duplicate listings by company + title + location
• Salary analysis — Compute averages, min/max, and breakdowns by location and keyword
• Configurable output — Control max results and enable/disable salary analysis
• Webhook support — Optional notification on run completion

Input

Field	Type	Required	Default	Description
keywords	array[string]	✅	—	Job search keywords (e.g., ["software engineer"])
location	string	❌	—	Job location filter (e.g., "remote", "New York")
sources	array[string]	❌	["indeed","linkedin","glassdoor"]	Job boards to search
maxResults	integer	❌	20	Max listings per source per keyword
includeSalaryAnalysis	boolean	❌	true	Compute salary statistics in output
webhookUrl	string	❌	—	URL for completion notification

Example Input

{
  "keywords": ["software engineer", "data scientist"],
  "location": "remote",
  "sources": ["indeed", "glassdoor"],
  "maxResults": 10,
  "includeSalaryAnalysis": true
}

Output

Each job listing contains:

Field	Type	Description
timestamp	string	ISO 8601 timestamp of when the listing was scraped
source	string	Origin job board (indeed, linkedin, glassdoor)
title	string	Job title
company	string	Employer name
location	string	Job location
salary	string	Raw salary text
salaryMin	number	Minimum salary value
salaryMax	number	Maximum salary value
salaryType	string	Pay type (yearly, hourly, monthly, etc.)
description	string	Job description snippet
postingDate	string	Relative or absolute posting date
url	string	Link to the original job listing
skills	array[string]	Detected skills from title and description
jobType	string	Employment type (e.g., Full-time)

When includeSalaryAnalysis is enabled, a special analysis entry is appended with fields for salary statistics by keyword, location, and top skills.

Quick Start

# Install dependencies
python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt

# Run locally
APIFY_ACTOR_PYTHON_VENV_PATH=.venv apify run --purge

# Deploy to Apify
apify push

# Run on Apify cloud
apify call job-market-intel --input '{"keywords":["software engineer"],"location":"remote","sources":["indeed"],"maxResults":5}'

Notes

• Indeed — Scrapes public job search results. Works with standard HTTP requests.
• Glassdoor — Scrapes public job search results. Works with standard HTTP requests.
• LinkedIn — LinkedIn aggressively blocks automated HTTP scraping. Results may be limited or empty without using a browser-based crawler.
• Salary analysis normalizes all amounts to yearly equivalents for consistent comparison.
• Rate limiting and respectful scraping practices are implemented — delays vary by source.