When to clean list but analyze: cleaning frequency? Map cleaning: cleaning frequency vs. engagement vs. deliverability. Calculate: cleaning schedule vs. actual need vs. impact. Show me the cleaning reality: clean when engagement drops. Give me the truth: clean quarterly, monitor engagement. Include: whether cleaning enough, what frequency works, if monitoring helps.