Indeed.com Job Listings Scraping | Portfolio

A. Overview This service delivers job listing data from Indeed.com, tailored to specific roles, companies, and locations relevant to your needs. Each dataset includes job title, company name, location, salary (when available), job type, and the full job description. The final output is delivered in Excel, CSV, or other format. What You Can Use This For: 1. Competitor Hiring Tracking: Monitor which roles your competitors are actively hiring for, and how frequently. 2. Salary Benchmarking: Identify what similar companies are offering for the same roles, by region or job level. 3. Role and Skill Trend Analysis: Track how job requirements are changing over time, and which skills are showing up more often in listings. 4. Location Planning: See where specific types of jobs are in high demand — useful for expanding into new cities or remote hiring. 5. Internal Reporting and Planning: Support recruitment strategy, budgeting, or leadership updates with real, current data — not outdated industry summaries. B. Parameters I. Search & Filter Criteria Parameter Description Example Value Job Title Specific role or position you want to collect data for. Software Engineer, Marketing Analyst Company Name Limit results to one or more company names. Apple, Accenture Location Filter jobs by city, state, ZIP code, or region. New York, NY; San Francisco; 10001 Keywords Additional words that must be present in listings. remote, AWS, entry-level Date Posted Only collect jobs posted within a recent time frame. Last 24 hours, Last 7 days Sort By Set how listings are ordered before scraping. Date, Relevance II. Job & Candidate Requirements Parameter Description Example Value Job Type Defines the structure or type of work. Full-time, Contract, Internship Experience Level Required years of experience. Entry, Mid, Senior Education Level Minimum educational qualification listed. High School, Bachelor, Master Encouraged to Apply Tags showing inclusion or specific applicant focus. No Degree, Fair Chance, Military Skills / Tools Technical or soft skills mentioned in description. Python, SQL, Excel, Communication III. Compensation & Job Benefits Parameter Description Example Value Salary / Pay Base salary, hourly rate, or pay range. $70,000/year, $30/hr Bonus / Benefits Additional compensation elements if listed. Signing Bonus, RSU, Stock Options C. Commonly Extracted Data I. Job Attribute Description Example job_title Name of the job role Data Analyst location Job location (city, state, zip) City, State ZIP salary_range Salary range if available $60,000 - $90,000 description Full job description text Text... post_url URL to the job posting https://... date_posted Date the job was posted 2025-04-15 response_time_days Days listed or approximate reply time 3 benefits List of benefits 401(k), Tuition... II. Company Attribute Description Example company_name Name of the company Company A company_url Indeed company profile URL https://... rating Average company rating 3.8 faq_url FAQ or help URL https://... D. Sample Results Looking for Specific Job Listings? Tell me what roles, companies, or locations you need — I’ll gather the data and send it in a clean, ready-to-use file.

Apr 25, 2025 - 10:40
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Indeed.com Job Listings Scraping | Portfolio

A. Overview

This service delivers job listing data from Indeed.com, tailored to specific roles, companies, and locations relevant to your needs.

Each dataset includes job title, company name, location, salary (when available), job type, and the full job description.

The final output is delivered in Excel, CSV, or other format.

Indeed.com Job Listings Overview

What You Can Use This For:

1. Competitor Hiring Tracking:

Monitor which roles your competitors are actively hiring for, and how frequently.

Competitor Hiring Tracking

2. Salary Benchmarking:

Identify what similar companies are offering for the same roles, by region or job level.

3. Role and Skill Trend Analysis:

Track how job requirements are changing over time, and which skills are showing up more often in listings.

Role and Skill Trend Analysis

4. Location Planning:

See where specific types of jobs are in high demand — useful for expanding into new cities or remote hiring.

5. Internal Reporting and Planning:

Support recruitment strategy, budgeting, or leadership updates with real, current data — not outdated industry summaries.

B. Parameters

Indeed.com Job Listings Parameters

I. Search & Filter Criteria

Parameter Description Example Value
Job Title Specific role or position you want to collect data for. Software Engineer, Marketing Analyst
Company Name Limit results to one or more company names. Apple, Accenture
Location Filter jobs by city, state, ZIP code, or region. New York, NY; San Francisco; 10001
Keywords Additional words that must be present in listings. remote, AWS, entry-level
Date Posted Only collect jobs posted within a recent time frame. Last 24 hours, Last 7 days
Sort By Set how listings are ordered before scraping. Date, Relevance

II. Job & Candidate Requirements

Parameter Description Example Value
Job Type Defines the structure or type of work. Full-time, Contract, Internship
Experience Level Required years of experience. Entry, Mid, Senior
Education Level Minimum educational qualification listed. High School, Bachelor, Master
Encouraged to Apply Tags showing inclusion or specific applicant focus. No Degree, Fair Chance, Military
Skills / Tools Technical or soft skills mentioned in description. Python, SQL, Excel, Communication

III. Compensation & Job Benefits

Parameter Description Example Value
Salary / Pay Base salary, hourly rate, or pay range. $70,000/year, $30/hr
Bonus / Benefits Additional compensation elements if listed. Signing Bonus, RSU, Stock Options

C. Commonly Extracted Data

Image description

I. Job

Attribute Description Example
job_title Name of the job role Data Analyst
location Job location (city, state, zip) City, State ZIP
salary_range Salary range if available $60,000 - $90,000
description Full job description text Text...
post_url URL to the job posting https://...
date_posted Date the job was posted 2025-04-15
response_time_days Days listed or approximate reply time 3
benefits List of benefits 401(k), Tuition...

II. Company

Attribute Description Example
company_name Name of the company Company A
company_url Indeed company profile URL https://...
rating Average company rating 3.8
faq_url FAQ or help URL https://...

D. Sample Results

Image description

Looking for Specific Job Listings?

Tell me what roles, companies, or locations you need — I’ll gather the data and send it in a clean, ready-to-use file.