Blog

Notes for paid-social operators.

Practical writing about launches, attribution, account resilience and controlled automation.

Bulk launching without tracking drift

Every buyer has seen it: the ad set that looks like a winner in Ads Manager and a loser in the tracker.

Platform restriction emails arrive after the damage.

Letting software change budgets is either reckless or the best decision you'll make this year, depending on the guardrails.