Cohort analysis transforms how ecommerce marketers understand customer behavior over time—yet most still default to aggregate metrics that obscure critical patterns. With GA4 making cohort reports more accessible and LTV-based bidding becoming essential for efficient ad spend, mastering this technique is no longer optional. This guide shows you how to build, read, and act on cohort data to improve retention and allocate budget smarter.

Connected TV advertising is rapidly becoming a staple in European media plans, yet many performance marketers lack a clear framework for evaluating its role alongside programmatic and paid social. This guide breaks down how CTV differs from linear TV and YouTube, explores targeting and measurement realities, and helps you decide whether streaming TV advertising deserves a place in your ecommerce or B2B budget.

LinkedIn Ads command the highest CPCs in digital advertising, yet many B2B marketers either dismiss the platform too quickly or overspend without a clear strategy. This guide cuts through the noise with real cost benchmarks, format comparisons, and an honest assessment of when LinkedIn advertising justifies its premium — and when your budget is better spent elsewhere.

Remarketing and retargeting are often used interchangeably, but they rely on different mechanics across Google and Meta—and recent privacy changes have reshaped what each can actually do. This guide breaks down remarketing vs retargeting, from audience list building and sequencing logic to frequency control and measurement pitfalls, so you can re-engage warm audiences without wasting budget or alienating customers.

Hiring a PPC agency can accelerate your ecommerce growth—or drain your budget if the partnership starts on the wrong footing. This guide shows you exactly how to brief a PPC agency the right way: what data to prepare, which questions reveal true expertise, and how to spot red flags before you sign. Get it right from the start, and you set the foundation for measurable results.

Running a Performance Max campaign requires not only a product feed but also a variety of creative assets such as headlines, descriptions, images, and videos. In this article, we'll explore whether it's worth focusing on content creation and how to prepare the most engaging content for your campaigns.

Dynamic creative optimization has evolved from an enterprise luxury to an essential performance lever as rising CPCs and ad fatigue demand more creative variations than manual production can sustain. This guide breaks down how to build a scalable DCO system using product feed data across Google, Meta, and programmatic channels.

Performance Max campaigns are here for a while. It took only several months and Google's forced upgrade of Smart Shopping campaigns to begin the Performance Max dominance.