Automation

Pocket Watch Database Automation

A comprehensive automation system that scrapes vintage pocket watch data from multiple auction houses, dealer sites, and reference databases, cross-references specifications, and populates a structured database with validated pricing and provenance data.

95%
Time Savings
500+
Watches Processed
14.25
Weekly Hours Saved

The Challenge

A vintage watch dealer was spending 15+ hours per week manually researching and entering data for 500+ pocket watches. Each watch required cross-referencing specifications, historical information, and market values across multiple websites. Data quality was inconsistent, pricing was often stale, and the manual process could not scale with growing inventory.

Our Solution

Built a custom Python automation system using Selenium for intelligent web scraping across major watch databases and auction archives. The system extracts watch specifications, historical details, and current market data, handles anti-scraping measures with intelligent retry logic and session management, validates data against known reference patterns, and populates a Google Sheets database via the API.

Key Features

Multi-source web scraping with intelligent retry logic
Anti-scraping countermeasures with session rotation
Automated data validation against reference patterns
Google Sheets API integration for real-time updates
Error handling and detailed logging for reliability
Scheduled automation for weekly data refreshes
Duplicate detection across sources
Market value trend tracking over time

Results

  • 95% reduction in data entry time (15 hours to 45 minutes per week)
  • 500+ watches catalogued with consistent, validated data quality
  • Automated weekly updates for market values and new listings
  • Eliminated human error in data transcription
  • Enabled scaling to 1000+ watches without additional labor

Tech Stack

PythonSeleniumBeautifulSoupGoogle Sheets API

Ready to Build Your Solution?

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