| Did this send perform? | Tracking data views inside the platform. | Standard reports for a quick look; a data view query for anything repeatable. | Fine for a single send. Assembling a trend by hand from standard reports is where reporting time disappears. |
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| How is engagement trending over months? | Tracking data, but outside the platform where it can be held long enough to see a trend. | Automation Studio extract and file transfer to a warehouse or SFTP destination. | Retention inside the platform is finite. A trend nobody exported is a trend that quietly stops being available. |
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| What did marketing contribute to pipeline? | Both systems — engagement in Marketing Cloud, outcomes in CRM. | Send and engagement data written back as CRM activity, plus campaign association. | This is where the two systems disagree. See the next section, which is the whole answer. |
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| Which audience is actually active? | Tracking data views, aggregated per subscriber rather than per send. | A query that computes engagement recency and frequency into its own data extension. | Almost never available as a standard report, and almost always the most useful number in the platform. |
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| What is our cross-channel performance? | Marketing Cloud Intelligence, formerly Datorama. | Connectors into Intelligence, with harmonized dimensions across channels. | Value depends entirely on the quality of what feeds it. It will not repair inconsistent definitions upstream. |
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| Who is this customer, across everything? | Data 360, formerly Data Cloud. | Identity resolution across sources, then calculated insights. | A platform program rather than a reporting task. Worth it when the answer must serve sales and service too. |
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