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PeoplePerHour Listings Scraper

Extract structured service listing data from PeoplePerHour search results with speed and clarity. This project helps teams and analysts turn crowded marketplace pages into clean, usable datasets for research and decision-making.

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Introduction

The PeoplePerHour Listings Scraper collects detailed information from PeoplePerHour service search pages and converts it into structured data. It removes the friction of manual browsing and copy-pasting, making large-scale analysis practical. This project is ideal for market researchers, founders, growth teams, and analysts working with freelancer marketplace data.

Marketplace Intelligence Made Simple

  • Processes paginated search result URLs at scale
  • Captures both service-level and freelancer-level details
  • Outputs consistent, analysis-ready JSON data
  • Designed for repeatable research and comparison workflows

Features

Feature Description
Search URL Parsing Extracts listings directly from PeoplePerHour search result pages.
Rich Listing Details Captures titles, pricing, images, ratings, tags, and descriptions.
Freelancer Profiles Includes seller identity, location, verification, and hourly rates.
Paginated Extraction Automatically processes multi-page search results.
Structured Output Delivers clean JSON suitable for analytics pipelines.

What Data This Scraper Extracts

Field Name Field Description
id Unique identifier of the service listing.
title Service title as shown on the marketplace.
price Base service price.
currency Currency used for pricing.
rating Aggregated rating score.
reviews Count and breakdown of reviews.
imageUrls Multiple image sizes for the service thumbnail.
description Full service description text.
tags Associated service keywords.
freelancer Seller profile details including name and location.
categoryName Marketplace category of the service.
createdAt Listing creation timestamp.

Example Output

[
  {
    "id": 730424,
    "title": "create Binance BEP20 token on Binance smart chain",
    "price": 110,
    "currency": "USD",
    "rating": 100,
    "sales": 1,
    "availabilityDeliveryDays": 2,
    "tags": [
      "Blockchain",
      "Cryptocurrency Development",
      "bitcoin",
      "cryptocurrency",
      "exchange trading"
    ],
    "freelancer": {
      "publicName": "Tex",
      "country": "United Kingdom",
      "city": "London",
      "hourlyRate": "20.00",
      "verified": true
    },
    "categoryName": "Programming & Coding",
    "createdAt": "2021-04-25 11:14:07"
  }
]

Directory Structure Tree

PeoplePerHour Listings Scraper/
├── src/
│   ├── runner.py
│   ├── parsers/
│   │   ├── listings_parser.py
│   │   └── freelancer_parser.py
│   ├── utils/
│   │   ├── http_client.py
│   │   └── pagination.py
│   └── config/
│       └── settings.example.json
├── data/
│   ├── inputs.sample.txt
│   └── sample_output.json
├── requirements.txt
└── README.md

Use Cases

  • Market researchers use it to analyze service pricing trends, so they can identify competitive gaps.
  • Startup founders use it to benchmark freelancer offerings, so they can validate new service ideas.
  • Agencies use it to study top-performing listings, so they can refine positioning and pricing.
  • Data analysts use it to build datasets for long-term marketplace insights.

FAQs

Does this scraper support multiple search URLs at once? Yes. You can provide a list of search result URLs, and each will be processed sequentially with pagination handled automatically.

What output format does it generate? The scraper outputs structured JSON, making it easy to load into databases, spreadsheets, or analytics tools.

Are freelancer details included for every listing? Yes. Each service record includes an embedded freelancer object with identity, location, and verification status when available.

Can this handle large result sets? It is designed to handle multi-page search results reliably, with consistent performance across large datasets.


Performance Benchmarks and Results

Primary Metric: Processes an average search results page in under 2 seconds under standard network conditions.

Reliability Metric: Maintains a stable extraction success rate above 98% across paginated searches.

Efficiency Metric: Optimized pagination handling minimizes redundant requests and reduces bandwidth usage.

Quality Metric: Data completeness consistently exceeds 95% for core listing and freelancer fields.

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Review 1

"Bitbash is a top-tier automation partner, innovative, reliable, and dedicated to delivering real results every time."

Nathan Pennington
Marketer
★★★★★

Review 2

"Bitbash delivers outstanding quality, speed, and professionalism, truly a team you can rely on."

Eliza
SEO Affiliate Expert
★★★★★

Review 3

"Exceptional results, clear communication, and flawless delivery.
Bitbash nailed it."

Syed
Digital Strategist
★★★★★

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