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.

Google Shopping promotions remain one of the most underused tools for boosting click-through rates, yet many advertisers overlook them due to scattered documentation and unclear setup requirements. This guide breaks down everything you need to know about the promotions feed attribute.

Most SaaS companies run Google Ads using ecommerce or lead gen playbooks that ignore long sales cycles, trial-to-paid conversion gaps, and the metrics that actually matter. This PPC for SaaS strategy guide shows you how to structure campaigns around pipeline value, track what counts, and bid based on CAC and LTV—not vanity leads.

Mobile traffic dominates most ecommerce accounts, yet mobile conversion rates consistently trail desktop—creating an ongoing challenge for advertisers managing device bid adjustments Google Ads. This guide breaks down how to read device performance data, when to apply bid modifiers, and how smart bidding changes your approach to cross-device optimization.

Google's push to prioritise optimisation score in account health dashboards is pressuring advertisers to accept Google Ads recommendations without question—often to their detriment. This guide breaks down which recommendation categories genuinely improve performance, which ones serve Google's revenue more than yours, and how to evaluate each suggestion before it quietly reshapes your strategy.

Brand bidding in Google Ads remains one of the most contested decisions in paid search—should you pay for clicks you might capture organically? This guide breaks down when bidding on your own brand name delivers true incremental value, how to measure it accurately, the ethics of competitor brand bidding, and how to structure campaigns for clean performance data.

With Bing's market share quietly expanding through Microsoft Copilot integrations and Edge defaults, Microsoft Ads deserves a fresh look from advertisers still relying solely on Google. This guide breaks down real 2026 cost benchmarks, audience demographics, and unique features like LinkedIn profile targeting to help you decide whether Bing PPC belongs in your media mix.