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Commerce data analytics, technology and news.

At what percentage should an alert fire? Thresholds calculated from a year of sales at two brands

We calculated alert thresholds from a year of daily sales at two brands. The commonly used ±15% fires on half of all day

Eun-kyu Baek•October 26, 2026
At what percentage should an alert fire? Thresholds calculated from a year of sales at two brands

Build 812 charts and 79% of your metrics still aren't on screen — the questions dashboards don't cover

We took apart the custom dashboards of six brands. The number of charts they had built ranged from 11 to 812, a 73x diff

Eun-kyu Baek•October 19, 2026
Build 812 charts and 79% of your metrics still aren't on screen — the questions dashboards don't cover

We Run 16 Channels, but 95% of Revenue Comes from Three — The Cost of Multichannel Aggregation

We took apart the channel mix of six brands. The number of channels they operate ranges from 4 to 33 — a 9x spread — yet

Eun-kyu Baek•October 12, 2026
We Run 16 Channels, but 95% of Revenue Comes from Three — The Cost of Multichannel Aggregation

When “Spend More on What’s Working” Is the Most Expensive Decision — Growth Headroom Through Marginal ROAS

Budget increases should be judged on marginal ROAS (the revenue generated by the next won you spend), not average ROAS.

Eun-kyu Baek•October 5, 2026
When “Spend More on What’s Working” Is the Most Expensive Decision — Growth Headroom Through Marginal ROAS

The Price Tag on “It’ll Sell Eventually”: How to Identify and Clear Deadstock

The most expensive mistake is believing that leaving stock alone costs nothing. When we broke down this brand’s inventor

Eun-kyu Baek•September 28, 2026
The Price Tag on “It’ll Sell Eventually”: How to Identify and Clear Deadstock

Our No. 1 Revenue Channel Had the Lowest Margin — How to Calculate Net Margin by Channel

We ranked the same channels twice — once by revenue, once by net margin rate — and the rankings came out almost perfectl

Eun-kyu Baek•September 21, 2026
Our No. 1 Revenue Channel Had the Lowest Margin — How to Calculate Net Margin by Channel

Settlement Says 72.5, the Bank Keeps 21.1 — Breaking Down Fulfillment Channel P&L

If GMV is 100, the number on your settlement dashboard is 72.5. What you actually keep is 21.1. The 51.4 in between isn'

Eun-kyu Baek•September 14, 2026
Settlement Says 72.5, the Bank Keeps 21.1 — Breaking Down Fulfillment Channel P&L

Subtract COGS and Your No. 1 Product Changes — But Not If You Stop at Gross Profit

Ranking products by revenue and by gross profit produced what was essentially the same list (rank correlation 0.99). The

Eun-kyu Baek•September 7, 2026
Subtract COGS and Your No. 1 Product Changes — But Not If You Stop at Gross Profit

The Economics of the First Repurchase — “We Want a Higher Repurchase Rate.” But Where Exactly Do You Push?

If your 1st→2nd purchase conversion is 45% and your 2nd→3rd is 72%, the problem isn’t your “repurchase rate” as a whole

Eun-kyu Baek•August 31, 2026
The Economics of the First Repurchase — “We Want a Higher Repurchase Rate.” But Where Exactly Do You Push?

Why “How much did we sell today?” has two answers — the gap between same-day sales and confirmed sales

If orders come in at 100, only 91.03 ends up confirmed. The real problem isn't the size of the gap — it's the timing. Th

Eun-kyu Baek•August 25, 2026
Why “How much did we sell today?” has two answers — the gap between same-day sales and confirmed sales