Reconcile cart abandonment with order status

I would reconcile a reported cart abandonment rate with the associated order states before using it to justify a product change. If a browser purchase event is missing, several journeys remain possible. The technical decision needs to distinguish recording, actual completion and unknown intent.

Events describe a recorded step

Google Analytics documents separate events for cart, checkout and purchase. add_to_cart describes adding an item to the cart, begin_checkout the start of order completion and purchase the recorded purchase. These events need suitable implementation in the application. Their names alone do not establish complete recording of all actual transactions.

Three journeys with different consequences

The following table is our own fictional dataset. All findings apply within the same defined observation period and assume that source mapping has been checked.

A combined number without this distinction can direct the team to the wrong task. For W-C, these data would not justify a new payment method. First establish why the purchase event is missing from the recording being examined. For W-A, claiming that the person only wanted to compare prices would also lack evidence.

Define the reconciliation scope, then decide

Specify observation period, mapping and the completion state that governs the assessment. A late order or an unresolved payment needs defined handling. Use suitable test data to reconcile recorded steps with actual test transactions.

A consistently defined aggregate can still show development over time and trigger investigation. It does not replace establishing the specific journey. If sources cannot be linked reliably, classification remains open too. The first development task may then be missing mapping or recording, before changing the purchase journey itself.

Sources

• Google Analytics developer documentation: Measure ecommerce