Data Lineage
As of 2026-09-27
What is Data Lineage?
Datasphere auto-captures lineage for everything built inside it, but external sources still need manual Catalog-API entries — skip that and the lineage graph quietly stops being true the day an auditor asks for it.
What it is
Data lineage = the documented flow of every dataset from origin to consumption. Source system → ingestion (Replication Flow / Data Flow) → modeling layer (views) → semantic layer (analytic models) → consumption (SAC stories, Joule answers, Excel pivots). Without lineage, every audit is archaeology; every change is a coin flip; every regulatory inquiry takes weeks.
Why lineage matters in 2026.
- GDPR Art. 30 — record of processing activities requires data flow documentation.
- EU AI Act Art. 10 — training data governance for high-risk AI systems requires lineage.
- CSRD reporting — sustainability disclosures require auditable derivation paths.
- Practical operations — when a metric changes unexpectedly, lineage tells you which view, which transformation, which source caused it.
Datasphere's auto-captured lineage. Every view, analytic model, and Replication Flow auto-registers its sources + targets in the Catalog. The lineage graph navigates: click any object, see upstream sources and downstream consumers. Junior consultants don't even know it's there; senior consultants treat it as a deliverable.
Senior craft signal — manual lineage supplement. Auto-capture covers the DSP-internal flow. External sources (legacy systems, third-party feeds, manual CSVs) need manual lineage entries via the Catalog API. A senior consultant builds a lineage-completion gate into go-live: every analytic model traces back to a named source system, with a documented owner and refresh SLA.
Lineage at story time. SAC stories that bind to live DSP analytic models inherit lineage automatically. Imported flat models break the lineage chain — yet another reason imported flat is the last-resort pattern.
Why it matters
- GDPR Art. 30, EU AI Act Art. 10, and CSRD reporting all now require an auditable data-flow trail, not just a working dashboard — lineage is a compliance deliverable, not a nice-to-have.
- Imported flat models break the lineage chain outright, since SAC stories only inherit lineage automatically when bound to live Datasphere Analytic Models.
- Refactoring a view without updating downstream models silently breaks lineage — without quarterly hygiene reviews, the Catalog's lineage graph drifts from reality and loses the team's trust.
Key points
- Datasphere auto-captures DSP-internal lineage
- Manual entries needed for external sources
- Mandatory pre-cert gate at go-live
- Refactor lineage in same commit as code refactor
- Quarterly hygiene catches drift
- Art. 10 evidence requires lineage documentation
- Imported flat models break the chain
- Owner + SLA + source URL per external feed
Terms used on this page
- Data lineage
- Documented data flow from source to consumption
- Auto-captured lineage
- Datasphere built-in lineage for internal objects
- Manual lineage entry
- Catalog API call to register external sources
- Lineage gate
- Pre-certification check that all sources are documented
- Lineage drift
- Stale lineage after refactor without update
- Hygiene review
- Quarterly cadence to detect and fix drift
- Art. 10
- EU AI Act training data governance article
- Lineage navigation
- UI to traverse upstream/downstream from any object
Sources
- SAP Datasphere — Catalog lineage
- GDPR Art. 30 (record of processing)
- EU AI Act Art. 10 (data governance)
- SAP Datasphere — official product page
- SAP Community — Why SAP needs a Knowledge Graph: giving enterprise AI a map of the business (2026, fetched 2026-09-27)
- SAP Community — Knowledge graphs for LLM grounding and avoiding hallucination (fetched 2026-09-27)
- SAP Help Portal — Orchestration service (document/DB grounding) in the generative AI hub (fetched 2026-09-27)
- SAP News Center — Autonomous Enterprise: SAP AI Agents work at scale, AI Agent Hub (2026-09, fetched 2026-09-27)
- SAP Help Portal — SAP Datasphere Replication Flow guide (fetched 2026-09-27)
- EUR-Lex — Directive (EU) 2022/2464 (CSRD), Corporate Sustainability Reporting Directive (fetched 2026-09-27)
- SAP Help Portal — generative AI hub overview, SAP AI Core (fetched 2026-09-27)
- SAP Community — MCP Gateway in SAP Integration Suite: your APIs ready for the age of agents (2026, fetched 2026-09-27)
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