Liqsale / Daily Snipes
From supplier spreadsheets to a marketplace
Product architecture and data processing
The challenge
Buyers had to search inconsistent spreadsheets and email offers with incomplete product data.
How I approached it
I connected email and spreadsheet ingestion with normalization, barcode or ASIN identification and external enrichment. AI helped structure incomplete data and classify products, while processing states and errors remained visible to operators.
Email & spreadsheets
Normalize & identify
Enrich & categorize
Product listings
The outcome
Supplier files became listings connected to prices, stock and warehouses, within a product supporting buyers, sellers, chats and orders.
Tools & technologies
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Unity MCP Efficient
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