Marketing activity can be linked to customer records without pretending every sale has one certain cause.
Separate attribution from revenue reporting
Marketing activity can be linked to customer records without pretending every sale has one certain cause. Keep campaign labels, lead identifiers and opportunity records consistent. Distinguish attributed revenue from total recognised revenue and collected cash.
Record the uncertainty
A customer may interact with several channels before buying. Sales activity and offline referrals can also affect the outcome. State the attribution window and model used in the report. Keep an unattributed category instead of forcing every sale into a channel.
Review the decision at the right level
Compare acquisition cost, conversion and contribution alongside reported campaign revenue. A high return on advertising spend can still coexist with weak margin or poor retention. Investigate missing records and delayed conversions before reallocating the budget. Use the report to identify a test, then compare the result under the same definitions.