Attribution models, windows, view-through and modeled conversions explain most gaps between ad platforms and GA4. Here’s which number to trust.

Should you hire in-house, an agency, a freelancer or fractional help for Google and Meta ads? Strengths, trade-offs and five questions to decide.

How to test Facebook and Instagram ad creative: concepts before variations, a simple testing structure, the right metrics, and a steady creative pipeline.

When Google Performance Max works, when it struggles, and how to set it up with brand exclusions, negatives, feed segmentation and honest measurement.

A practical Google Ads audit checklist covering conversion tracking, structure, search terms, Performance Max, bidding, budgets and landing pages.

PPC and paid social agency pricing explained: percent of spend, flat retainers, hybrid and fractional models, typical ranges, and red flags to avoid.