{"ref":"artifact:sap-samples-teched2025-da266","page":"/artifacts/sap-samples-teched2025-da266","json":"/artifacts/sap-samples-teched2025-da266.json","generated":"2026-10-26","drafted_with_ai":true,"entity":{"id":"sap-samples-teched2025-da266","name":"teched2025-DA266","artifact_type":"sample","ecosystem":"btp","domain":"ai-and-agents","origin_ring":"sap-official","use_as":"reference","description":{"one_line":"SAP TechEd 2025 session material for two SAP [Databricks](external:databricks) scenarios in [SAP Business Data Cloud](artifact:btp-business-data-cloud): cashflow forecasting and payment-delay prediction with SHAP explanations.","short":"TechEd 2025 material on two SAP Databricks scenarios in BDC","what_it_solves":"Guided Exercise notebooks with matching Solution notebooks, numbered to be followed in order, for two scenarios run inside SAP [Databricks](external:databricks) in [SAP Business Data Cloud](artifact:btp-business-data-cloud). The cashflow scenario shares a cashflow data product from S/4HANA into the workspace, prepares the data, trains a time-series forecast and applies it, then re-shares the enriched data product to the BDC data catalogue with `sap-bdc-connect-sdk`, with MLflow listed for monitoring query performance. The payment-delay scenario determines the key drivers of a delay through SHAP values, optimises hyperparameters with xgboost, configures [SAP AI Core](artifact:btp-ai-core) orchestration services to turn the drivers into a human-readable explanation, and wraps the model as an MLflow PyFunc model for monitoring and logging. The prerequisites are an administrator's: two Unity Catalog catalogs with write access, the two shared data products, an SAP AI Core service instance with its key, two Python packages and a secret scope."},"links":{"repo":"https://github.com/SAP-samples/teched2025-DA266"},"identity":{"license":"Apache-2.0"},"source_available":true,"type_properties":{"form":{"value":"workshop","sources":[{"url":"https://github.com/SAP-samples/teched2025-DA266","title":"SAP-samples/teched2025-DA266 — README, Description","checked":"2026-10-19","quote":"The repository is organized to support both learning (Exercise) and reference (Solution) use cases, with each scenario broken down into modular notebooks that guide you through the data science lifecycle."},{"url":"https://github.com/SAP-samples/teched2025-DA266","title":"SAP-samples/teched2025-DA266 — README, Description","checked":"2026-10-19","quote":"Start with the Exercise notebooks to follow the guided workflow and implement each step yourself."}]}},"demonstrates":["capability:predictive-models","capability:llm-integration"],"requires":[{"ref":"external:databricks","for":"the workspace the notebooks are imported into and run in, reached from the Business Data Cloud cockpit's system landscape page.","sources":[{"url":"https://github.com/SAP-samples/teched2025-DA266","title":"SAP-samples/teched2025-DA266 — README, Loging SAP Databricks instance and first setups","checked":"2026-10-19","quote":"**Download this github repository**, you will need to upload the files into your SAP Databricks workspace"},{"url":"https://github.com/SAP-samples/teched2025-DA266","title":"SAP-samples/teched2025-DA266 — README, Requirements","checked":"2026-10-19","quote":"Unity Catalog with 2 predefined catalogs with read and write access for all users"}]},{"ref":"artifact:btp-business-data-cloud","for":"where the two data products are shared from and the enriched one is published back to; its cockpit is the way into the workspace.","sources":[{"url":"https://github.com/SAP-samples/teched2025-DA266","title":"SAP-samples/teched2025-DA266 — README, Loging SAP Databricks instance and first setups","checked":"2026-10-19","quote":"Access to SAP Business Data Cloud Cockpit: https://trial-bdc-core-3.eu10.hcs.cloud.sap/"},{"url":"https://github.com/SAP-samples/teched2025-DA266","title":"SAP-samples/teched2025-DA266 — README, Use Case 1, Key Learnings","checked":"2026-10-19","quote":"Re-sharing custom Data Product to BDC Data Catalog with `sap-bdc-connect-sdk`"}]},{"ref":"artifact:btp-ai-core","for":"the orchestration services the payment-delay scenario calls for the human-readable explanation; a service instance and its key have to exist.","sources":[{"url":"https://github.com/SAP-samples/teched2025-DA266","title":"SAP-samples/teched2025-DA266 — README, Requirements","checked":"2026-10-19","quote":"Access to a configured SAP AI Core Service intance with corresponding service key"},{"url":"https://github.com/SAP-samples/teched2025-DA266","title":"SAP-samples/teched2025-DA266 — README, Use Case 2, Key Learnings","checked":"2026-10-19","quote":"Integrating SAP AI Core Service for LLM modelling"}]}],"maintainers":["actor:sap-samples"],"drafted_with_ai":true,"provenance":{"discovered_via":[{"source":"source:curator"}],"first_seen":"2026-09-13"},"contributors":["actor:ajaysoreng","actor:ajinkyapatil8190","actor:chantakkuen","actor:d031182","actor:neethapucknat"]},"effective_normative_relations":[],"readings":{"liveness":[{"label":"Maintenance","tier":"unknown","evidence":"no release data"},{"label":"Continuity","tier":"good","evidence":"5 contributors, org-owned"},{"label":"Repository","tier":"good","evidence":"pushed 2026-09, not archived"}],"compatibility":[{"label":"Declared for","tier":"unknown","evidence":"no BTP release lines in the atlas"},{"label":"Survived majors","tier":"unknown","evidence":"no BTP release lines in the atlas"},{"label":"Maintainer's CI","tier":"fair","evidence":"no CI configured"}],"practice":[{"label":"Tests","tier":"fair","evidence":"none found in the tree"},{"label":"Docs","tier":"good","evidence":"README 11 KB"},{"label":"Changelog","tier":"fair","evidence":"none in the repo"}],"reach":[{"value":null,"unit":"installs/week"},{"value":13,"unit":"watching"}]},"signals":{"crawled_at":"2026-10-25","npm":"not published under this name","stars":13,"forks":7,"open_issues":2,"archived":false,"pushed_at":"2026-09-03","license_spdx":"Apache-2.0","org_owned":true,"default_branch":"main","created_at":"2025-08-07T11:46:11Z","open_prs":1,"tree_truncated":false,"test_files":0,"workflows":0,"other_ci":false,"readme_bytes":10888,"docs_files":0,"changelog":false,"license_file":true,"dts_files":0,"first_commit":"2025-08-07","last_commit":"2026-09-03","commits":161,"contributors":5,"readme_path":"README.md","readme_sha":"e7c01b99ebb0e955f629e783ae978dc2aecdfbd3","repo_read":"2026-10-25"},"edges":{"maintainers":[{"ref":"actor:sap-samples","name":"SAP Samples","json":"/actors/sap-samples.json"}],"contributors":[{"ref":"actor:ajaysoreng","name":"Ajay Soreng","json":"/actors/ajaysoreng.json"},{"ref":"actor:ajinkyapatil8190","name":"Ajinkya Patil","json":"/actors/ajinkyapatil8190.json"},{"ref":"actor:chantakkuen","name":"chantakkuen","json":"/actors/chantakkuen.json"},{"ref":"actor:neethapucknat","name":"Neetha Pucknat","json":"/actors/neethapucknat.json"},{"ref":"actor:d031182","name":"San Tran","json":"/actors/d031182.json"}],"explained_by":[],"alternative_to_this":[],"needed_by":[],"available_via":[],"parts":[],"add_ons":[],"answered_through_parts":[]}}