{"ref":"content:sap-datasphere-integration-patterns-lessons-learned-from-two-years-of-implementa","page":"/content/sap-datasphere-integration-patterns-lessons-learned-from-two-years-of-implementa","json":"/content/sap-datasphere-integration-patterns-lessons-learned-from-two-years-of-implementa.json","generated":"2026-10-26","drafted_with_ai":true,"entity":{"id":"sap-datasphere-integration-patterns-lessons-learned-from-two-years-of-implementa","title":"SAP Datasphere Integration Patterns: Lessons Learned from Two Years of Implementations","url":"https://community.sap.com/t5/technology-blog-posts-by-members/sap-datasphere-integration-patterns-lessons-learned-from-two-years-of/ba-p/14460833","content_type":"blog","published_on":"source:sap-community","explains":["artifact:btp-datasphere",{"ref":"capability:warehouse-loading","applies_to":{"ecosystems":["btp"]}},"capability:integration-flows"],"summary":"Two years of production [SAP Datasphere](artifact:btp-datasphere) integrations across SAP and non-SAP sources, settling on Replication Flows over remote access for high-volume Finance analytics because remote queries added latency at query time, then tuning the copy with Datasphere-side partitioning, source-side CDS view optimisation and [Cloud Connector](artifact:sap-cloud-connector) sizing. For file-based and Kafka sources, [SAP Integration Suite](artifact:btp-integration-suite) iFlows did work a direct connection could not — flattening nested JSON, PGP decryption and orchestrating the SAP Ariba extraction built on SAP's own BTP Procurement Data Extractor content.","short":"Datasphere integration patterns from two years of projects","author":"saikrishna_kalivarapu2","published":"2026-08-17","provenance":{"discovered_via":[{"source":"source:sap-community","channel":"cloud-integration-tag"}],"first_seen":"2026-10-14"},"drafted_with_ai":true,"history":[{"date":"2026-10-17","field":"explains","from":null,"to":"applies_to on capability:warehouse-loading","reason":"Door scope derived from the artifacts this piece also explains, so a door page lists it only where it holds (docs/concepts/content-on-doors.md)."}]},"readings":{"liveness":[{"label":"Checked against the source","tier":"unknown","evidence":"nobody has checked it"},{"label":"Source reachable","tier":"unknown","evidence":"not crawled"},{"label":"Age","tier":"good","evidence":"published 2 months ago"}],"compatibility":[{"label":"Version","tier":"unknown","evidence":"no version declared"},{"label":"Moved since?","tier":"good","evidence":"no recorded change after 2026-08-17"},{"label":"Findings","tier":"good","evidence":"none flagged"}],"reach":[{"value":3881,"unit":"views"},{"value":2,"unit":"comments"},{"value":7,"unit":"likes"}]},"signals":{"views":3881,"likes":7,"comments":2,"metrics_at":"2026-10-25"},"series":null,"edges":{"authors":[]}}