
Spaces = clean isolation. I can spin a sandbox space per branch, wire connections, and run pipeline tests without stepping on prod models. It’s the right level of multi-tenant for QA.
Semantic layer with teeth. Business entities/measures live in one place (dimensions, associations, units/currencies). We write “contract tests” against the model, not brittle SQL, if someone drops a KPI or changes a type, CI fails loudly.
Virtualize first, replicate when needed. Being able to federate queries to S/4HANA/BW or stage extracts into HANA Cloud keeps performance decent while avoiding data sprawl. Our tests cover both paths using the same artifacts.
Decent lineage & impact analysis. When a column rename lands upstream, lineage shows which views/calculations break. I can link an impact report to a failing test and the owner knows exactly where to patch.
Transportable configs. Moving artifacts from dev -> test -> prod is predictable; we version transports next to our test code, so rollbacks are boring.
BW Bridge for the real world. Legacy BW content doesn’t block us; we can validate migrated models side-by-side with new ones until parity tests pass.
Tight with SAC. For UAT, we point a SAC story at the test space and stakeholders validate numbers without bespoke extracts. Review collected by and hosted on G2.com.
UI latency at scale. Big models make the modeling UI feel heavy; complex Data Flows are sluggish to edit.
Error messages are terse. Federation/privilege errors often read like riddles, you end up checking remote system logs to learn what actually failed.
Transform limits. Graphical transforms cover 80%; the last 20% still needs SQLScript or external prep.
Transport gotchas. Dependency ordering can bite, miss one shared artifact and your pipeline deploy looks “green” but doesn’t run. Review collected by and hosted on G2.com.
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