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E-CommerceMLAutomationData Engineering
E-CommerceE-Commerce Product Intelligence
ML-powered product ingestion reducing manual mapping by 90%
2025
4 months
Product Strategist
Context
Dropshipping platform connecting shop owners to suppliers, bottlenecked by manual data entry requirements for product catalog management.
Challenge
Every supplier had different HTML structures, non-technical users forced to manually map fields, and supplier sites changing layouts breaking existing scrapers.
Solution
ML/fuzzy matching layer for automatic field detection from raw HTML/JSON. Persistent domain configuration templates with self-healing adapter library. Background workers for continuous sync without UI impact.
Outcome
Product import time reduced from minutes to seconds, support for hundreds of supplier sites, and 90% reduction in manual mapping effort.
1Import time: minutes → seconds
2Supplier support: 100s of sites
3Manual mapping: 90% reduction
4Zero engineering for new suppliers
Key Metrics
TimeMin → Sec
Suppliers100+
Efficiency+90%
Skills Applied
ML Field MappingDatabase DesignProcess Automation
Domain
E-CommerceAI/MLData Engineering
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