Tag archive
Why blending subscription and one-off conversion events into a single bid strategy quietly destroys LTV signal on Meta and Google.
Naver Powerlink quality score breaks down into factors you own and factors you don't — here's what 90 days of holdout testing revealed.
Advantage+ Shopping isn't broken at scale — but it breaks in specific, predictable ways most teams only find after wasting a month.
CAPI match rate below 70% quietly degrades Meta delivery. Here's the exact audit I run and how I recover rate fast.
tCPA doesn't stabilize overnight. Here's what 90 days of holdout testing revealed about signal warmup timelines and survival tactics.
Hello everyone! While recently browsing a vibrant community forum, a question emerged that truly...
Funnel-stage vs product-line account structure: which breaks down under budget pressure, and what I've actually seen across Korean D2C brands.
Four exclusion layers that cut wasted Meta spend on D2C accounts — from recent buyers to lookalike bleed.
The 3× LTV:CAC rule sounds clean until you run it across Meta, Naver, and Google simultaneously on Korean D2C accounts.
Stale lookalike seeds quietly inflate CAC before you notice. Here's the exact signal pattern and refresh cadence I use across D2C accounts.
7-day retargeting windows feel safe but routinely cut off 40-60% of real converters in categories with long purchase cycles.
Merchant Center disapprovals during peak season silently kill conversion volume. Here's the fix priority order from real D2C ops.