Data may be the fuel driving the digital targeting revolution, but much of what fills brands’ tanks is poorly filtered, stale, low-octane. From naming conventions to well-aligned KPIs, consistency of data over time to recency of behaviors – there are many forms of data dirt. 3DayBlinds’ Dan Williams recounts his effort to increase the digital ad engine’s effectiveness by starting at the fuel line.