Before you launch a product into an Indonesian category, there is one question worth more than all the others: which price band is crowded, and which one is not?
Most launch pricing is set by working backwards from cost, then sanity-checking against two or three competitors somebody happened to look up. That tells you whether your price is plausible. It does not tell you whether you are walking into the most contested part of the shelf.
The number almost nobody computes
Realised price per unit — GMV divided by units sold — is not the same as list price, and the gap between them is where the interesting information lives. List price is what a brand asks. Realised price is what shoppers actually paid after discounts, bundles and flash sales.
You cannot get it from a listing page. You need value and volume in the same row, which is what a SKU-level panel gives you.
What it looks like in a real category
Take Indonesian beauty on Shopee over the three months to July 2026. Two brands finished four places apart in the top ten by GMV. Here is how differently they got there:
One sold 16.5 million units at a realised price around USD 1.70. The other sold 541 thousand units at roughly USD 22 — about thirteen times the price on a thirtieth of the volume.
Both are winning. They are not playing the same game, and a share ranking on its own cannot tell you which one you are looking at. If you benchmark your position against a rank without knowing the price architecture underneath it, you are comparing things that are not comparable.
Building the map
One export gets you there. Pull the most recent full month at "top": 500 — the five hundred largest brands by GMV. Then:
Compute realised price for every brand as GMV divided by units. Index it against the category average, with the average at 100. Bucket into deciles and count, for each decile, how many brands sit there and what share of category GMV they hold together.
What you are looking for is a decile holding meaningful demand with few brands competing for it. That is a gap. If every decile with real volume is crowded, there is no gap, and it is far better to know that before the launch than after.
Resist the urge to find one anyway. A price band with two brands and one per cent of category GMV is not an opportunity, it is a band nobody wants.
Why top-500 and not everything
Cost. A full category export for six months of one Indonesian category runs to 374,169 rows and about USD 7,015. The same scope at "top": 100 is 600 rows and USD 37.50. Those are measured figures, not estimates.
For price architecture you want breadth of brands rather than depth of SKUs, so a top-N slice of one recent month is the right shape and costs a few dollars. Run a free dry-run estimate first and you will see the exact number before committing.
The follow-up question
Once you have found a band, the next thing to check is whether it is uncontested because nobody wants it or because nobody has noticed it. Two signals help: whether the brands in that band are growing or shrinking month over month, and whether the band's share of category GMV is rising. A gap that is shrinking is a category telling you something.
The panel goes back to November 2020 in Indonesia, so that trend is one more export away.
The full prompt for this analysis is in the agent skill as recipe 1.2, alongside nine others. If you would rather not write the code, hand it to an assistant with your key.