Job Board Aggregator — Multi-Platform Job Listing Scraper
Pricing
from $50.00 / 1,000 job postings
One feed for the whole hiring market. Aggregate live job listings across LinkedIn, Glassdoor, and ZipRecruiter with salary normalization and skill extraction — spot hiring trends and comp benchmarks by role or company. Pay per result.
id
Optional
Stable 16-char hash of title+company+location. Deterministic across runs for the same posting.
source
Optional
Job board the listing came from: indeed, glassdoor, zip_recruiter, or linkedin.
title
Optional
Job title as posted.
company
Optional
Hiring company name.
location
Optional
Job location string (city, state/country) as posted.
jobType
Optional
Normalized employment type: fulltime, parttime, contract, internship, or null when the board did not report one.
isRemote
Optional
True when the board flags the position as remote.
experienceLevel
Optional
Seniority inferred from title/description: entry, mid, senior, executive, or null when undetectable.
yearsExperienceRequired
Optional
Minimum years of experience parsed from the description, or null.
educationRequired
Optional
Highest education requirement parsed from the description: HighSchool, Associates, Bachelors, Masters, PhD, or null.
salaryMin
Optional
Lower bound of the posted salary range in salaryCurrency, per salaryPeriod. Null when not posted.
salaryMax
Optional
Upper bound of the posted salary range in salaryCurrency, per salaryPeriod. Null when not posted.
salaryPeriod
Optional
Salary interval: hourly, weekly, monthly, yearly, or null.
salaryCurrency
Optional
ISO currency code of the salary figures (defaults to USD).
estimatedAnnualSalary
Optional
Midpoint of the salary range annualized from salaryPeriod (hourly x2080, weekly x52, monthly x12). Null when no salary posted.
technicalSkills
Optional
Technical skills detected in the description (from a 90+ keyword dictionary: languages, frameworks, databases, cloud, ML). Empty when extractSkills is false or description is empty.
softSkills
Optional
Soft skills detected in the description (communication, leadership, agile, etc.).
allSkills
Optional
technicalSkills + softSkills combined.
skillsCount
Optional
Total number of skills detected.
description
Optional
Job description text, truncated to 5000 chars. Often empty on LinkedIn (list endpoint does not return full descriptions).
descriptionLength
Optional
Length of the full (untruncated) description in characters.
requirements
Optional
Requirement phrases parsed from the description (years of experience, degree mentions). Max 10.
benefits
Optional
Benefit keywords detected in the description (401k, health insurance, pto, equity, etc.).
companyLogo
Optional
Company logo image URL when the board provides one.
companyRating
Optional
Company rating (mainly Glassdoor), or null.
companyIndustry
Optional
Company industry when the board provides it.
companySize
Optional
Company headcount range when the board provides it.
companyUrl
Optional
Company profile URL on the source board.
postedDate
Optional
Date the job was posted (YYYY-MM-DD). Empty string when unknown.
scrapedAt
Optional
ISO 8601 UTC timestamp when this row was scraped.
applyUrl
Optional
Direct URL to the job posting / application page.
sourceUrl
Optional
URL of the listing on the source board (same as applyUrl).
hasRemoteOption
Optional
True when the description mentions remote / work from home (broader than isRemote).
hasVisaSponsorship
Optional
True when the description mentions visa or sponsorship.
isEasyApply
Optional
True when the board flags one-click / easy apply.
