Practical guides, incident reports and benchmarks about marketing monitoring — ad spend, anomaly detection, conversion tracking and agency operations. Written for performance marketers and agencies running Google Ads, Meta, GA4 and Shopify at scale.
Marketing anomaly detection is the use of machine learning to spot unusual changes in ad spend, conversions, traffic and revenue automatically, without anyone checking a dashboard. Instead of setting fixed thresholds, an anomaly detection system builds a rolling baseline for each…
Ad spend pacing is the rate at which your advertising budget is consumed over a given period. If you have a $10,000 monthly budget and you are 15 days into the …
GuideBroken conversion tracking means your ad platforms are spending money without knowing what works. When a pixel stops firing or a conversion event disappears, Sm…
GuideGoogle Ads monitoring means continuously watching spend, conversions, and performance metrics so you catch problems before they waste budget. At its simplest, t…
GuideMarketing anomaly detection is the automatic identification of unusual patterns in marketing data. Instead of a human reviewing dashboards, a system compares li…