Which metrics count for UGC in Brazil, from CPA to CTR by way of testing, and how to measure the real return.

Why measurement counts even more in Brazil

Seven reasons specific to this market.

Advertising budgets are closely watched, and an unmeasured spend is the first to be cut.

The buying journey often passes through messaging, which breaks classic tracking.

Payment methods are varied, instant transfer, card, instalments, and each has its own abandonment rate.

Regional differences are large, and a national average hides two opposite markets.

Local production cost being accessible, the temptation is to produce a lot without ever evaluating.

Seasonality is pronounced, which makes month-on-month comparisons misleading.

And teams are small: without simple measurement, nobody will have time to do it.

The indicators to follow, from content to sale

Seven indicators, from the closest to the content to the closest to the till.

Retention at three seconds, which judges the hook and nothing else.

Retention at fifteen seconds, which says whether the body of the video holds.

Click rate, useful for comparing two versions, misleading taken alone.

Add-to-basket rate, which separates interest from intention.

Cost per acquisition, the first figure that speaks to management.

Product return rate, which rises when the video promises more than the product.

And margin per order, the only measure that stops anyone celebrating unprofitable volume.

Calculating CPA and ROAS honestly

Seven rules so the figure means something.

Include production cost and rights, not only the media buy.

Spread the video's cost over its exploitation period, dealt with above.

Count attributed sales over a window written in advance, never chosen afterwards.

Distinguish the new customer from the existing one, whose purchase might have happened without advertising.

Compare with the acquisition cost without UGC, failing which the figure floats in a vacuum.

Check consistency with the period's actual revenue, a frequent and revealing discrepancy.

And redo the calculation after returns and cancellations, which sometimes changes the conclusion entirely.

What a video really costs

Six items to add up before talking about profitability.

The production price paid to the creator.

The price of rights, often equivalent and sometimes higher.

The cost of the product sent, plus its logistics.

Internal time for briefing, review and approval, rarely counted and yet real.

The cost of extra editing, when the brand adapts the video into several formats.

And the opportunity cost of slowness: a video delivered three weeks late misses its whole season.

Steering the budget like a media buyer

Six principles that avoid waste.

Splitting the budget across several videos rather than putting everything on the team's favourite.

Setting a written stop threshold before launch, and sticking to it.

Raising the budget in steps on what works, rather than all at once.

Planning the production budget for the successor from the start, before fatigue.

Keeping a fixed share for experimentation, including when results are good.

And documenting each budget decision in one line, which avoids repeating the same trials in six months.

Following the whole Brazilian funnel

Seven stages to measure, not only the first and the last.

The video view, with its retention.

The click to the product page.

Time spent on that page, which says whether the video promised the right thing.

The add to basket.

The choice of payment method, a stage where many abandon.

The messaging conversation, very frequent here and often invisible in the tools.

And the actual payment, to be compared with initiated orders to measure real leakage.

The mistakes that distort ROI

Seven classic traps.

Attributing every sale to the last advert seen, which crushes the role of discovery content.

Comparing two months of different seasonality without saying so.

Forgetting in-store sales influenced by the video.

Ignoring returns, which turn a good campaign into a bad one.

Confusing reach with attention, two unrelated things.

Changing the targeting mid-measurement, which makes the period unusable.

And judging a video over three days, when the category's buying cycle needs thirty.

What is measured, and over what period

The questionThe metricThe window
Does the video hold3-second retention48 h
Does it sellThe cost per purchase7 to 14 days
Does it lastThe day the cost climbs back3 to 6 weeks
Does it reduce returnsThe product return rateA full cycle

What skews the calculation

Comparing two different periods, changing the budget mid-test, or crediting a sale to the last video seen. Each of these produces a figure you cannot defend.

What almost nobody counts

The cost avoided. A video explaining post-purchase use lowers returns and support tickets, and that saving appears in no campaign table.

Measured content is scalable content

One last marker: in Brazil the brands that succeed with UGC are not those producing the most, they are those that know, figures in hand, which hook worked and how much it cost per placement. That discipline costs an hour a month, it turns a content budget into a defensible investment, and it is the only thing that allows production to be multiplied without multiplying the risk.