Fill Rate Monitoring + Snowflake + Fashion Retail: Built for VP Merchandising

Ward monitors on-shelf availability across your entire estate and flags stores or categories dropping below threshold. For Fashion retail specifically, Ward monitors 15,000+ SKUs across your locations and delivers automated insight cards with root cause analysis and recommended actions.

Ward tracks Sell-through rate, Markdown %, Return rate, Style velocity, Size accuracy at the store-category level. Ward tracks expected vs actual on-shelf availability at the store-category level and escalates when fill rate drops below configurable thresholds.

Ward connects via Snowflake SQL API with key-pair authentication. Read-only warehouse. Your data never leaves Snowflake. Data points include: Any table or view in your Snowflake account, Cross-database joins, Historical data at any depth.

Yes. Ward reads Snowflake data and combines it with contextual signals (weather, events, demographics) to generate Fashion-specific insight cards. No custom development required.

Your category managers are drowning in spreadsheets. Ward solves this with automated insight cards: Insight cards flag promo cannibalization the day it happens. Assortment gaps and whitespace opportunities surface automatically. Price elasticity shifts detected before margin erosion compounds.

Ward delivers daily insight cards covering Sell-through rate, Markdown %, Return rate — tailored for Merchandising decision-making. Each card includes what changed, why it matters, and what to do next.

Ward tracks style-size-color availability, broken assortment rates, size-level sell-through velocity, and transfer opportunity value. It distinguishes supply-driven stockouts from allocation-driven gaps where inventory exists but sits in the wrong stores.

Ward reveals that a significant share of top styles have broken size runs across the chain — popular sizes depleted while other sizes sit. Ward recommends urgent inter-store transfers for the highest-revenue styles and a size curve recalibration for the next allocation cycle. Operations executes within 48 hours to protect at-risk revenue.

First insight cards arrive within 48 hours of data connection. Ward needs approximately 2 weeks to establish robust baselines for your specific operation.

No. Ward sits on top of your existing stack. It is the proactive intelligence layer that watches your data continuously and delivers insight cards — so your team acts on findings instead of hunting for them.