AI Automation

Opportunity Hub Job & Lead Discovery Portal

Aggregate job listings and startup leads from multiple sources into one searchable, filterable dashboard.

Opportunity Hub – Job & Lead Discovery Portal case study
Clearpath Recruiting Group · AI Automation
Clearpath Recruiting Group logo
Client

Clearpath Recruiting Group

Product Overview

Built for Clearpath Recruiting Group, Opportunity Hub is a read-only analytics and browsing portal for scraped job listings and startup leads written by a Python job-scraping pipeline into Google Sheets. Instead of manual spreadsheet digging across dozens of tabs, it gives recruiters a structured dashboard for discovering, filtering, and acting on fresh opportunities across multiple sourceswith overview analytics, per-source data tables, advanced filtering, and record-level detail views.

The platform pairs a production Next.js frontend, deployed on Vercel, with a multi-source Python ingestion pipeline that scrapes Indeed, LinkedIn, TechCrunch, TopStartups, GrowthList, and Wellfound, normalizes the resulting records, enriches them with company-size and funding metadata, and appends deduplicated rows to Google Sheetsturning a scattered manual search process into a single, structured discovery workflow.

Tech stack
  • Next.js
  • React
  • TypeScript
  • Google Sheets
  • Python
  • Vercel
  • TanStack Table
  • nuqs
  • Tailwind CSS
  • date-fns
  • React Markdown
  • JobSpy
  • Playwright
  • gspread
  • Docker
  • Railway

What we delivered

  • Multi-source Python scraping pipeline covering Indeed, LinkedIn, TechCrunch, TopStartups, GrowthList, and Wellfound.

  • Record normalization and enrichment step that appends company-size and funding metadata to each listing.

  • Deduplicated append-only sync from the Python pipeline into Google Sheets as the system of record.

  • TanStack Table-powered dashboard with advanced filtering by role, source, and other criteria.

  • Overview analytics view surfacing trends across all aggregated sources at a glance.

  • Per-source data tables and record-level detail views for drilling into individual listings.

  • Read-only analytics portal turning scattered manual searches into one shareable discovery tool.

  • Production Next.js and React frontend deployed on Vercel, backed by the Google Sheets API.

Key Insights

  • Replaced manual spreadsheet digging across many separate sites with a single structured dashboard.

  • Gave recruiters faster access to fresh, deduplicated opportunities as soon as the pipeline ran.

  • Reduced time spent searching by surfacing filterable, source-tagged records in one place.

  • Provided visibility into company-size and funding context that raw scraped listings didn't include.

Client Success Stories

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