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Chapter 5 of 7
15 min

Trace the customer through order, material, and date

Materialize the ontology and verify the selected customer's sales context in the graph.

Question for this chapter

Which customer, line, material type, and date connect to priority-review order 18622?

Why this matters now

Summary tables reveal patterns but make it harder to follow one transaction across several keys. The ontology exposes a path from customer through order and line to material and date.

Try it

First, build the summary data referenced by the ontology entities and relations. Open the six pipelines that were not run in earlier chapters and select Run now in this order:

  1. 국가별 요약 파이프라인 (sap_pipeline_country_summary)
  2. 대륙별 요약 파이프라인 (sap_pipeline_continent_summary)
  3. 일별 판매 요약 파이프라인 (sap_pipeline_date_summary)
  4. 연도별 요약 파이프라인 (sap_pipeline_year_summary)
  5. 자재 유형 처리 파이프라인 (sap_pipeline_material_type)
  6. 업종별 요약 파이프라인 (sap_pipeline_industry_summary)

Confirm that every pipeline step shows a green Success status. Run now starts only the selected pipeline, so do not run the ontology pipeline before these summaries finish.

Open SAP 온톨로지 적재 파이프라인 (ontology_materialization) and select Run now. This optional step is not needed for the summary analysis; use it when you need to inspect the selected transaction's context.

Pipeline loading SAP summary data into ontology entities and relations
Run ontology materialization only when the sales context needs a graph trace.

When the run completes, expand one order's context in this order.

  1. Select the SAP ontology in Graph Explorer.
  2. Select sap_customer under Entities.
  3. Select Dynamic Industries and confirm that customer_id is 300286.
  4. From the orders returned with the customer, select the node whose order_id is 18622.
  5. Use Expand neighbours on the order to add its line and order date.
  6. Expand the order-line node to add material type ZSER.

Switch the result to 3D and select each node to inspect its properties.

Success looks like this

A line connects the customer node to order 18622, its line, material type ZSER, and date 2017-01-13. If the graph shows unlabeled circles, select a node and read its name and ID in the properties panel.

Interpret the result

The graph does not replace the aggregate conclusion. It verifies that the high-value pattern found in the summaries remains attached to one actual order-line context.

Next decision

The numbers and the relationship path now support the same conclusion. Next, check source joins, duplicate quality, transaction context, and training assumptions before the final month-end answer.