When to Trust Performance Max, and When to Step In
Performance Max promises efficiency. Feed it a goal, a budget, and a set of assets, and the system handles the rest, bidding and placing ads across every Google surface without campaign level ad group management. That promise is real, but treating Performance Max as something you launch once and walk away from is often the […]
How Many Ad Variants Should You Test Before Performance Plateaus?
Most marketing teams assume that testing more creative automatically leads to better results. More angles, more hooks, more visual directions surely means a higher chance of finding a winner. In practice, the opposite often happens. Add too many variants to an ad set and each one receives a smaller slice of budget and conversion volume, […]
Why Last-Click Attribution Is Quietly Lying to You
Open almost any ad platform dashboard and the numbers look clean. A conversion happened, a channel gets credit, and the report closes the loop in a way that feels satisfying to read. That simplicity is exactly the problem. Last click attribution hands full credit to whatever touchpoint happened right before a sale, which means it […]
Why Last-Click Attribution Is Quietly Lying to You in Paid Marketing
Paid media managers often gravitate toward last-click attribution because it feels clean, safe, and definitive. In Google Analytics or individual ad dashboards, assigning all the conversion value to the final touchpoint provides a neat, easily defensible line item. Every conversion gets tied to a single click, and budget allocation decisions seem straightforward. In reality, this […]
Meta Ads vs Google Ads for Lead Generation: Which Platform to Choose in 2026?
A client walked into our office last year, a founder running a promising B2B SaaS product. He had burned through nearly four months of ad budget on Meta Ads and had a spreadsheet full of leads that were going nowhere. Cost per lead looked great on paper. Sales team was frustrated. He asked us a […]