CASE STUDY

Boots N Bags Heaven — AI Interactive P&L Dashboard

AI DashboardP&L AutomationClient: Boots N Bags Heaven

Profit visibility

Before
End-of-month surprises
Now
Daily, automatically

Hitting a monthly target became simple math.

Break-even ROAS became a known number.

When profit dips, the lever is visible.

Boots N Bags Heaven's revenue lived in two platforms. Their ad spend lived in four. Employee costs, software subscriptions, returns, taxes, chargebacks and supplier disputes lived everywhere else. Every one of those numbers moved the bottom line daily — and there was no system where the team could see the whole picture. Growlyze built an AI interactive dashboard, automated end to end, inside the tool the team already used every day: Google Sheets.
Customers
100,000+
Catalog
8,000+ products across clothing, footwear, bags, jewelry and accessories
Sales channels
2 — Shopify store and Amazon
Ad platforms
4 — Facebook, TikTok, Google and Bing
Engagement
AI Interactive Dashboard + Automation

Overview

Boots N Bags Heaven (BNB) is a US-based women's fashion brand — one of the fastest-growing in the country, with 100,000+ customers and a catalog of 8,000+ products across clothing, footwear, bags, jewelry, accessories and hair extensions. They sell through their Shopify store and Amazon, ship worldwide from multiple warehouses, and drive growth with paid ads on Facebook, TikTok, Google and Bing.

The team worked in Google Sheets every day. Rather than force new software on them, we built the entire system inside Sheets — and automated everything around it.

The monthly dashboard in Google Sheets, showing total sales of $1,405,069.72, real profit, marketing cost, ROAS of 2.00, real COGS percentage, and a month-by-month bar chart of sales against real profit from September 2025 to July 2026.
The monthly view: every channel netted into real profit and real ROAS, with a date-range selector for trends and seasonality.

Challenge

Every number mattered. No number was in one place.

  • Revenue split across two platforms. Shopify told half the story, Amazon told the other half. Combined daily revenue existed in nobody's dashboard — only in someone's head, on a good day.
  • Ad spend split across four platforms. Facebook, TikTok, Google and Bing each reported their own spend and their own ROAS — each claiming credit, none showing what was actually profitable after costs.
  • Costs scattered everywhere. Employee costs, subscriptions, returns, taxes, chargebacks, supplier disputes, transaction fees and reshipments — real money leaving the business, tracked nowhere together.
  • No daily answer to the only question that matters. “What did we actually make yesterday?” had no answer. Profit was something the team discovered at the end of the month — when it was too late to change anything.

Solution

An AI interactive dashboard, in the tool they already lived in.

  • Every source, connected. Automations pull Shopify and Amazon orders plus Meta, Google, TikTok and Bing spend into the dashboard — updated daily, no copy-paste, no VA.
  • ROAS and profit, calculated daily. Gross sales, discounts, returns, shipping, tax, marketing costs, COGS and fees — netted into real ROAS and real profit for every single day, automatically.
  • Daily and monthly views. A daily P&L for catching problems while they are still fixable, and monthly dashboards with an interactive date-range selector for trends and seasonality.
  • The full cost picture. Returns, taxes, chargebacks, supplier disputes, transaction fees and reshipments — every leak tracked, not just the flattering numbers.
  • One place for manual costs. A simple entry system for employee costs and subscriptions, segregated by type — the team adds them once, the dashboard does the rest.
  • A last-30-days pulse. A rolling 30-day metrics view — sales, real profit, COGS %, marketing cost — so the current state of the business is never more than one glance away.
The daily P&L sheet, one row per day, with columns for gross sale, discount, returns, shipping, tax, total sales, marketing costs, ROAS, estimated profit, real profit, profit percentage and real COGS.
One row per day. Real profit is calculated after every cost, not just the flattering ones — so a bad day is visible the morning after.

Tracking every leak

The costs that quietly decide whether a month is profitable — reshipments, chargebacks, won and lost supplier disputes, transaction fees, apps, services and employee costs — each get their own tracked column, rolled into the monthly breakdown alongside spend from all four ad platforms.

The monthly breakdown sheet with columns for reshipments, chargebacks expense, supplier disputes won, estimated transaction fees, Facebook, Google, TikTok and Bing ad spend, orders, COGS percentage, returns percentage, apps, services, employees and total monthly fixed expense.
Every cost line that moves the bottom line, tracked in one sheet — including the ones most dashboards quietly leave out.

Impact

From end-of-month surprises to daily course-correction.

  • Hitting a monthly target became simple math. With profit-per-order calculated daily, a monthly goal turns into X orders a day at current margins. Miss a day, and the dashboard shows the new number needed to catch up.
  • Break-even ROAS became a known number. Knowing true daily costs meant knowing the exact ROAS below which a campaign loses money — so scaling and cutting decisions took minutes, not meetings.
  • When profit dips, the lever is visible. The dashboard shows which line moved — COGS creeping, returns spiking, one channel bleeding, chargebacks rising. The thing to fix is visible, not guessed.
  • $1.4M+ in sales tracked in a single view, across 2 marketplaces and 4 ad platforms, with zero hours spent building reports by hand.
The rolling metrics view showing per-day COGS percentage from the last 30 days, total sales and real COGS for the last 30 days, orders, returns percentage, and average chargebacks, apps, services, employee and fixed expenses.
The rolling 30-day pulse — the current state of the business, never more than a glance away.

Tools & Technologies

Google SheetsShopifyAmazonMeta AdsGoogle AdsTikTok AdsBing Ads
The service behind this build

P&L Setup & Dashboard

Everything tracked — gross sales, ad spend, COGS, fees, chargebacks, ROAS, real profit. Know what you actually made yesterday.

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