Data Flow Limitations in SAP Business Data Cloud (BDC)

Scenario

An enterprise migrating from SAP BW/4HANA expects:

  • Complex ABAP transformations
  • Multi-layer staging
  • Heavy custom logic
  • Deep delta chains

But BDC works differently — it is cloud-native and semantic-driven, not traditional BW-style ETL heavy.


Key Data Flow Limitations in BDC


1️⃣ No ABAP-Based Transformations

Limitation:

  • No Start/End/Expert routines like BW
  • No custom ABAP coding in transformations

Impact:

  • Complex logic must be redesigned

Workaround:

  • Use SQL-based transformations
  • Push logic to source (e.g., S/4 CDS views)
  • Simplify transformation layers

2️⃣ Limited Multi-Layer Staging

Limitation:

  • Traditional 3–4 layer LSA++ modeling is discouraged
  • Over-staging impacts performance

Impact:

  • Cannot replicate classic BW architecture 1:1

Best Practice:

  • Use lean architecture
  • Minimize intermediate persistence layers

3️⃣ Delta Handling Constraints

Limitation:

  • Delta logic depends heavily on source capability
  • Custom delta logic is limited

Impact:

  • ECC-based sources may need careful extractor design

Mitigation:

  • Use ODP-based extraction
  • Validate delta consistency during migration

4️⃣ Complex Joins Across Large Domains

Limitation:

  • Heavy runtime joins across large datasets can degrade performance

Impact:

  • Cross-domain models may slow down

Optimization:

  • Pre-aggregate frequently used KPIs
  • Avoid unnecessary many-to-many joins

5️⃣ Limited Procedural Logic

Limitation:

  • No procedural programming style transformations
  • Limited support for deeply nested logic chains

Impact:

  • Requires redesign mindset

6️⃣ Governance & Cross-Space Restrictions

Limitation:

  • Data access across domains must follow governance rules
  • Not everything is freely joinable

Impact:

  • Requires clear domain ownership design

Biggest Conceptual Limitation

BDC is not meant to be a traditional ETL-heavy data warehouse. It is designed to be semantic-first and cloud-optimized.

Trying to replicate BW complexity leads to performance and design issues.


Interview-Ready Answer (Short)

Data flow limitations in SAP Business Data Cloud include the absence of ABAP-based transformations, reduced multi-layer staging, limited custom delta handling, and constraints on heavy runtime joins. BDC encourages lean, cloud-native modeling with simplified transformations and semantic-driven design rather than traditional BW-style ETL complexity.


Pro Interview Tip

If asked about limitations, always add:

“However, these are architectural design choices aligned with cloud-native principles rather than technical shortcomings.”

That shows architect-level maturity.

You can also checkout ebooks for SAP BDC – Quick Revision – using the link :
Part 1 : https://topmate.io/vartika_gupta11/1954785

Part 2 : https://topmate.io/vartika_gupta11/1956232

Also can schedule a mock interview either by me or my team at topmate for SAP BDC – 35+ Minutes : https://topmate.io/vartika_gupta11/1962923

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