A Campaign Member tells the relationship between an individual Lead or Contact and a particular Salesforce Campaign. It tracks the changes in this relationship over time and is essential to build useful marketing reports and dashboards in Salesforce.
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Also, watch this video on Campaigns in Salesforce: