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SAP Datasphere Integration Patterns: Lessons Learned from Two Years of ImplementationsSAP Datasphere Integration Patterns: Lessons Learned from Two Years of ImplementationsTwo years of production SAP 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 sizing. For file-based and Kafka sources, SAP 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.saikrishna_kalivarapu2, published 2026-08-17
A method to create an Adobe form attachment for a work item using the class concept.A method to create an Adobe form attachment for a work item using the class concept.Walks through an ABAP workflow class, ZCL_WF_PDF, whose methods call an Adobe form through a Form-Builder-generated function module, convert the returned PDF between hexadecimal string and binary with SCMS_XSTRING_TO_BINARY and SCMS_BINARY_TO_XSTRING, and attach it to a work item via SAP_WAPI_ATTACHMENT_ADD and SAP_WAPI_WRITE_CONTAINER, with the class, background-task and SWDD workflow steps shown in full. It explains document output's ABAP route, rendering a PDF through the Form Builder and getting it back into the program, and a route into attachments's ABAP side distinct from Generic Object Services: a file attached to an SAP Business Workflow work item instead.Mithun_Sharma1, published 2026-08-21
CAP Foundry: Engineering SAP CAP Applications from Business Intent with Guardrailed AICAP Foundry: Engineering SAP CAP Applications from Business Intent with Guardrailed AICAP Foundry is a prototype that generates a CAP Node.js project with SAP Fiori elements from a written business requirement, discovering the actual data shape from a chosen source — SQLite, a configured SAP HANA HDI container, offline EDMX, live OData through the SAP Destination service, or approved SAP BTP ABAP objects — instead of inventing one. The generated application can carry a Fiori draft lifecycle with optimistic concurrency via ETags and annotation-driven Fiori elements list and object screens, localized independently of the underlying service contract. Attachments can be added with upload, download and delete, gated on a malware-scan status, and the generated project still has to compile, build and pass its generated tests before the run is accepted.Shahid, published 2026-08-20
Major updates to the Attachments plugin – multi-cloud support, malware scanning and moreMajor updates to the Attachments plugin – multi-cloud support, malware scanning and moreMulti-cloud storage and malware scanning added to the official plugin, framed through CAP's Calesi pattern — the argument being that a service interface is what lets the storage underneath change without the application noticing. The post that a triage bug hid: "attachment" had stopped matching "Attachments".published 2025-12-02
Major updates to the Attachments plugin – multi-cloud support, malware scanning and more
@cap-js/attachments 3.4.0, now 4.0.0, com.sap.cds:cds-feature-attachments 1.2.2. Affects A recipe, Runnable code.
Media Handling in SAP CAPM – Backend and Frontend ImplementationMedia Handling in SAP CAPM – Backend and Frontend ImplementationFiles against a record with the front end included, which most of the attachments writing here leaves out — the entity that stores the content, the custom logic around it, and then the UI5 side that uploads and retrieves. End to end rather than one half.published 2026-03-02
Handling Concurrent Updates in SAP CAP JavaHandling Concurrent Updates in SAP CAP JavaAlice and Bob open the same employee record; Bob saves last and quietly erases Alice's change. The lost-update problem stated concretely and then answered in CAP Java, which is the only entry here on the subject — hence the capability.Anjali_Pathak, published 2026-05-26
Federating, Replicating, and Caching Remote Data in CAP — Part 2Federating, Replicating, and Caching Remote Data in CAP — Part 2The practical half of the pair. Where Part 1 sets out the terminology, what CAP does out of the box and where the gaps are, this one builds a small application that federates, replicates and caches remote data, one step at a time, with the finished project published as sales-cockpit so a reader can either follow along or start from the end. It began as a twenty-minute reCAP talk, which the author says was only room for the intro.published 2026-07-17
Beyond READ_TEXT: Decoding SAPscript Long Texts (STXL) with SQLScript in CDS/AMDPBeyond READ_TEXT: Decoding SAPscript Long Texts (STXL) with SQLScript in CDS/AMDPSTXL stores a SAPscript long text as a compressed ABAP cluster container — LZ77 plus canonical Huffman — so the only official reads are READ_TEXT, one call per text, and its mass variant READ_TEXT_TABLE, both of which ship every decompressed line to the application server and stay invisible to ABAP CDS. The author reverse-engineered that on-disk format and ported the decoder into SQLScript, wrapped in an AMDP procedure and exposed through CDS table functions, turning long texts into a joinable, filterable column read directly in the database. On ABAP 7.56 a table function needs the driver-and-filter pattern shown because a parameter cannot bind to a calling column; on ABAP 7.58/S/4HANA 2023 the same result becomes a parameter-less CDS scalar function with true filter push-down.aamelin1, published 2026-08-20
Building an Enterprise Application Using Fiori Elements and CAP - Part 1Building an Enterprise Application Using Fiori Elements and CAP - Part 1Part one of three, and it is all backend: the CAP service the UI will sit on. The author states the constraint the series works under — simple enough for someone new to the stack, without departing from the standard project layout.Farooq, published 2025-12-10
Calculating IBP Technical Week "Key Figure Date" in S/4HANA Using CDS ViewCalculating IBP Technical Week "Key Figure Date" in S/4HANA Using CDS ViewA custom ABAP CDS view entity, selecting from the standard I_CalendarDate view, to derive the first date of an SAP IBP "technical week" — the split IBP applies when a calendar week crosses a month boundary, a date S/4HANA does not expose natively. The calculated field is built with a case/when expression over dats_add_days, giving any calendar date's technical-week key figure date.bharatbajaj, published 2026-02-18
Deep Insert in SAP CAPM Using Composition and Fiori ElementsDeep Insert in SAP CAPM Using Composition and Fiori ElementsParent and children created in one transaction, which composition already gives you in the model — the post is about what Fiori elements does with it, and what the payload looks like when the UI sends both at once.published 2026-05-22
From SEGW to @OData.publish: Expose Your CDS View as OData in S/4HANAFrom SEGW to @OData.publish: Expose Your CDS View as OData in S/4HANAWalks through exposing an ABAP CDS view as an OData service in an on-premise S/4HANA system by adding the @OData.publish: true annotation, then registering and activating the generated service in SAP Gateway (transaction /IWFND/MAINT_SERVICE) before testing it with $filter, $top and $count. It sets this against the manual route through transaction SEGW, since the annotation generates the service, its navigation properties and its OData properties straight from the CDS view without a Service Builder project.rupalipunekar1234, published 2026-07-09
SAP Table to CDS Mapper - New Version thanks to AI-supported DevelopmentSAP Table to CDS Mapper - New Version thanks to AI-supported DevelopmentThe author ran a table-to-CDS field analysis across a whole SAP S/4HANA 2025 FPS01 system and published the result as one HTML report, SAP Table to CDS Mapper, that ranks candidate CDS objects for a classic table or field. The post states what the snapshot holds, how the official successor, C1 release and direct coverage are ranked, and that each candidate is a lead to validate before relying on it. It credits cdsanalyser as the idea and implementation it builds on, and offers a classification import for Project Kernseife.LBretschneider, published 2026-10-26
A Use Case for HANA Cloud Knowledge Graph: AI‑Driven Tender AnalysisA Use Case for HANA Cloud Knowledge Graph: AI‑Driven Tender AnalysisMatching unstructured text against internal data, using both HANA engines at once — the Knowledge Graph for the relationships and the Vector Engine for similarity — with CAP holding the application and its data. Notes that the Knowledge Graph Engine is off by default and has to be enabled when the instance is created, which is the kind of thing that stops a weekend.giacomo_dantonio, published 2026-03-19
Accelerating Your Analytics with Delta Table Replication into SAP HANA CloudAccelerating Your Analytics with Delta Table Replication into SAP HANA CloudStarting with QRC 04/2025, SAP HANA Cloud can replicate a Delta Lake table from an external Delta Sharing source directly into a native HANA table, rather than only querying it live through a virtual table. The post walks through creating a remote subscription, running a chunk-based initial load, and setting up change data capture on a schedule or on demand, each with the SQL statements and monitoring views involved, plus the simpler virtual-table-toggling and HANA Cloud Central UI alternatives.SeungjoonLee, published 2025-12-22
Automate Recurring Data Updates in SAP HANA CloudAutomate Recurring Data Updates in SAP HANA CloudA walkthrough for marking inventory rows stale after 30 days using SAP HANA Cloud's own scheduler: a SQLScript procedure, a CREATE SCHEDULER JOB statement with its 7-field cron pattern, the M_SCHEDULER_JOBS monitoring view, and the matching DROP statements to remove both. It then names where that approach stops and lists the alternatives for scheduling outside the database: SAP Integration Suite's Timer Event, the SAP Job Scheduling service, SAP Automation Pilot for infrastructure commands, and a custom approach for triggering scheduled REST calls from an application.Joni, published 2026-06-11
Building a CAP App with Fiori Integration – Part 1: Environment & HANA Cloud SetupBuilding a CAP App with Fiori Integration – Part 1: Environment & HANA Cloud SetupA trial account taken from nothing to a CAPM project with a HANA Cloud instance behind it. Everything here is prerequisites, which the author says outright — the application is in the parts that follow.SuryaRamesh, published 2026-04-08
Building an SAP BTP Agent Architecture from Scratch: Python + CAP + HANABuilding an SAP BTP Agent Architecture from Scratch: Python + CAP + HANAA first-person build log of a Flask orchestrator on Cloud Foundry that reduces a question to keywords, searches a Node.js service's Documents entity, and passes what it finds to Claude for a grounded answer. Getting there means learning that HANA's fuzzy .search() matches one word but not a full sentence, fixed by splitting the query into terms and merging the per-term hits, and that provisioning SAP HANA Cloud hits a database-level free-tier quota rather than an HDI-container one, with a stopped instance needing to be resumed first. It also covers @sap/cds-dk needing to sit in dependencies rather than devDependencies, since Cloud Foundry's buildpack skips the latter, before cds deploy --to hana can run as part of the push.neilaspin, published 2026-07-28
CAP Foundry: Engineering SAP CAP Applications from Business Intent with Guardrailed AICAP Foundry: Engineering SAP CAP Applications from Business Intent with Guardrailed AICAP Foundry is a prototype that generates a CAP Node.js project with SAP Fiori elements from a written business requirement, discovering the actual data shape from a chosen source — SQLite, a configured SAP HANA HDI container, offline EDMX, live OData through the SAP Destination service, or approved SAP BTP ABAP objects — instead of inventing one. The generated application can carry a Fiori draft lifecycle with optimistic concurrency via ETags and annotation-driven Fiori elements list and object screens, localized independently of the underlying service contract. Attachments can be added with upload, download and delete, gated on a malware-scan status, and the generated project still has to compile, build and pass its generated tests before the run is accepted.Shahid, published 2026-08-20
Connect SAP CAP (Node.js) to On-Premise/Private PostgreSQL using SAP Cloud ConnectorConnect SAP CAP (Node.js) to On-Premise/Private PostgreSQL using SAP Cloud ConnectorAn end-to-end route from a CAP Node.js application on Cloud Foundry to a PostgreSQL database that is never made publicly reachable, over BTP Connectivity and the Cloud Connector using a TCP destination and SOCKS5. The part worth having is that it covers the deployer as well as the server: the generated PostgreSQL deployer has to reach the same private database to deploy the CDS model, and a guide that only connects the runtime leaves you with a schema you cannot install.Kalaikovan, published 2026-08-07
Connect SAP CAP (Node.js) to On-Premise/Private PostgreSQL using SAP Cloud Connector
Database connectors changed in @sap/cds 10.1.0, 2026-09-07. Affects A recipe.
Create a CAP Application with SAP HANA Cloud from Scratch and Deploy to Cloud FoundryCreate a CAP Application with SAP HANA Cloud from Scratch and Deploy to Cloud FoundryThe whole lifecycle in one post rather than a series — model, service, HANA binding, build, deploy. Useful as a single reference for the order things have to happen in, which is the part that is easy to get wrong when it is spread over six posts.MaheshSirsat1708, published 2025-11-19
Create a CAP Application with SAP HANA Cloud from Scratch and Deploy to Cloud Foundry
Database connectors changed in @sap/cds 10.1.0, 2026-09-07. Affects A recipe.
Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-1]Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-1]The first of six, and it does the thing the later parts depend on: build the Incident Management application against SQLite on a laptop, with no cloud database in sight. The series is called decoupled because the front end and the back end are deployed separately, and this part is entirely the back end.sanjucs, published 2026-05-06
Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-1]
Database connectors changed in @sap/cds 10.1.0, 2026-09-07. Affects A recipe, Runnable code.
Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-3]Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-3]The cloud database appears: a HANA Cloud instance created on BTP and mapped to a Cloud Foundry space. No application code — this is the part where the platform has to be right before the next part can connect to it.sanjucs, published 2026-05-08
Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-4]Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-4]The switch from SQLite to HANA and the first deploy of the back end to Cloud Foundry — the point in the series where the persistence stops being a file and the build starts producing HDI artifacts.sanjucs, published 2026-05-12
Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-4]
Database connectors changed in @sap/cds 10.1.0, 2026-09-07. Affects A recipe.
Part 1: Creating and Deploying a SAP CAP Application with SAP HANA on SAP BTP (Cloud Foundry)Part 1: Creating and Deploying a SAP CAP Application with SAP HANA on SAP BTP (Cloud Foundry)Opens with the observation the whole series rests on — CAP is usually demonstrated locally, and the interesting part starts when it is deployed. Part one of the run that continues into PostgreSQL and Work Zone.yashbhosle789, published 2026-02-25
Part 1: Creating and Deploying a SAP CAP Application with SAP HANA on SAP BTP (Cloud Foundry)
Database connectors changed in @sap/cds 10.1.0, 2026-09-07. Affects A recipe.
Part 2: Creating and Deploying a CAP Application with PostgreSQL, Hyperscaler OptionPart 2: Creating and Deploying a CAP Application with PostgreSQL, Hyperscaler OptionThe middle of a series that runs from database to Work Zone: the CAP application from part one pointed at PostgreSQL on the hyperscaler option, and deployed. The service binding and the build are where it spends its time.yashbhosle789, published 2026-03-04
Part 2: Creating and Deploying a CAP Application with PostgreSQL, Hyperscaler Option
Database connectors changed in @sap/cds 10.1.0, 2026-09-07. Affects A recipe.
SAP CAP on HANA XSA: Scaling Industrial Data Applications Beyond the CloudSAP CAP on HANA XSA: Scaling Industrial Data Applications Beyond the CloudCAP on HANA 2.0 XSA rather than on BTP — on-premise, and chosen for throughput. Mass ingestion through native stored procedures, which is the point at which CDS stops being the right tool and the post says so.rgadirov, published 2026-03-09
SAP CAP on HANA XSA: Scaling Industrial Data Applications Beyond the Cloud
Database connectors changed in @sap/cds 10.1.0, 2026-09-07. Affects Runnable code.
Setting Up PostgreSQL for SAP BTP Development: A Practical GuideSetting Up PostgreSQL for SAP BTP Development: A Practical GuideOpens with the premise the rest of this bucket mostly assumes away — not every BTP application needs HANA Cloud — and then sets up PostgreSQL on the hyperscaler option. Part one of a series that continues into XSUAA.michal_majer, published 2026-01-20
SAP Datasphere Integration Patterns: Lessons Learned from Two Years of ImplementationsSAP Datasphere Integration Patterns: Lessons Learned from Two Years of ImplementationsTwo years of production SAP 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 sizing. For file-based and Kafka sources, SAP 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.saikrishna_kalivarapu2, published 2026-08-17
Connecting Two SAP CAP Projects Without Duplicating Your DataConnecting Two SAP CAP Projects Without Duplicating Your DataCross-container HDI synonyms, argued from the alternatives rather than presented as a recipe: copying the table, standing up an API, or hard-coding the values are the three things the author reports seeing teams do, and each is named as working but unclean. With synonyms in place the consuming project queries the owner's HANA tables through ordinary SQL and ordinary CAP service code, with no replication and nothing to drift between environments. Covers the same ground as Mio Yasutake's 2021 post from a different angle — that one enumerates four topologies, this one argues for one of them.Inderpreet, published 2026-07-08
Integrating Using Google Cloud Storage Adapter (GCP Authentication & adapter config)Integrating Using Google Cloud Storage Adapter (GCP Authentication & adapter config)Walks through connecting SAP Integration Suite's Google Cloud Storage adapter to a bucket: creating a GCP service account with the Storage Object Admin role, generating its JSON or P12 key, converting it into a key-pair alias, and using that alias and the service account email in the adapter's authentication. It covers configuring the receiver adapter's upload operation (directory, object name, content type, and override, ignore or fail handling for an existing file) and the sender adapter's read, including post-processing to archive, delete or keep the object after an iFlow fetches it.MirunaliniV, published 2026-02-20
SAP Developer New, July 3rd 2026SAP Developer New, July 3rd 2026A "Did You Know" segment in this SAP Developer News video walks through schema evolution: CAP's ability to add a new field to an entity, or make a compatible change to an existing one, then redeploy the model with no data loss or manual migration. The rest of the July 2026 episode covers that month's Developer Challenge, a SAP HANA Cloud Q2 release announcement and a UI5 survey call, none explained in substance here.published 2026-07-02
Building an SAP BTP Agent Architecture from Scratch: Python + CAP + HANABuilding an SAP BTP Agent Architecture from Scratch: Python + CAP + HANAA first-person build log of a Flask orchestrator on Cloud Foundry that reduces a question to keywords, searches a Node.js service's Documents entity, and passes what it finds to Claude for a grounded answer. Getting there means learning that HANA's fuzzy .search() matches one word but not a full sentence, fixed by splitting the query into terms and merging the per-term hits, and that provisioning SAP HANA Cloud hits a database-level free-tier quota rather than an HDI-container one, with a stopped instance needing to be resumed first. It also covers @sap/cds-dk needing to sit in dependencies rather than devDependencies, since Cloud Foundry's buildpack skips the latter, before cds deploy --to hana can run as part of the push.neilaspin, published 2026-07-28
Semantic search in CAP (Node.js): vector embeddings and cosine similaritySemantic search in CAP (Node.js): vector embeddings and cosine similarityFinding the best semantic match for a prompt inside an entity, using local vector embeddings and cosine similarity — and the finding the author leads with is that it works without a vector database at all. Reported as experiments rather than as a pattern, which is the honest register for it: the interesting claim is how little infrastructure the simple case needs.published 2025-12-09
Understanding Fuzzy Search in SAP Fiori ApplicationsUnderstanding Fuzzy Search in SAP Fiori ApplicationsExplains SAP HANA Enterprise Search's fuzzy, relevance-ranked matching behind Fiori's global search bar, its exact-match Search Query Syntax operators, and how a CAP CDS project on @sap/cds tunes the gap between them with @cds.search and @Search.fuzzinessThreshold, shown on a Contracts entity's contractNumber field. Raising the threshold to 0.95 narrows that field to near-exact matches for structured identifiers such as contract numbers, while an unset field keeps HANA's default (~80%) fuzziness for broader free-text discovery.Ruchi5, published 2026-07-27
Creating Material Master Data in SAP S/4HANA Using RAP and EML .Creating Material Master Data in SAP S/4HANA Using RAP and EML .Builds an unmanaged Transactional model RAP business object for Article (Material) master data on top of the standard interface views I_Product, I_ProductDescription and I_ProductPlant, replacing BAPI_MATERIAL_SAVEDATA with EML operations in the create, update and custom extendplant behaviour methods. A CDS metadata extension adds the Fiori annotations — headerInfo, facets, line items and value helps — that drive the generated Fiori elements UI.Sudhanshu07, published 2026-01-08
Mastering Internal Actions in SAP RAP: Automatic Header Calculation in ABAP CloudMastering Internal Actions in SAP RAP: Automatic Header Calculation in ABAP CloudWalks through a sales-order BDEF where an item-level determination triggers a header-only internal action by EML in local mode, so a quantity or price change recalculates the order total and applies a 10% discount above $10,000 without a UI button or external OData call reaching the logic directly. Argues for an internal action over inline determination code on reusability and separation of concerns: a determination decides when logic runs, the action decides what runs, and marking it internal keeps Fiori Elements and external OData clients from invoking it.sharathtm, published 2026-08-06
ABAP development under the Clean Core paradigm: From BAPIs to BO and CDSABAP development under the Clean Core paradigm: From BAPIs to BO and CDSSAP's Level Based Clean Core classification (2025) grades ABAP APIs A through D by cloud readiness, and this piece uses the S/4HANA Cloudification Repository's own count — of 3,847 BAPI function modules for SAP Cloud ERP Private, only 23 are Level A — to show how much Classic API (Level B) code needs to move to RAP business objects instead. A worked Bank Master example matches each BAPI to its EML statement or ABAP CDS SELECT equivalent, and states when that move is actually required: mandatory once on SAP Public Cloud, optional but advisable on Private Cloud/On-Premise as BAPIs stop gaining new fields.published 2026-05-21
Object Release State in Cloudification Repository Viewer for Clean Core ExtensibilityObject Release State in Cloudification Repository Viewer for Clean Core ExtensibilityWalks through the five release states the Cloudification Repository Viewer assigns to an object — Released, Deprecated, Classic API, Not to be Released, and No API — and what each means for ABAP Cloud readiness: the clean core level it maps to and the ATC check priority it triggers. Explains why the same object can carry two states at once, such as a Classic API that later also becomes Released, and why the check has to be run against the specific release being developed on rather than assumed to hold across releases.PrasanthPadmanabhan, published 2026-03-20
Recommendations for Wrapper Interface DesignRecommendations for Wrapper Interface DesignWalks through designing a wrapper interface that encapsulates a classic BAPI (BAPI_USER_GET_DETAIL) behind a C1-released interface, so the code released for ABAP Cloud stays limited to types and structures ABAP Cloud can actually access. Covers when a non-released SAP structure can still be referenced safely, when it cannot, and how the API_CONSISTENCY and API_COMPATIBILITY ATC checks catch the difference before an upgrade breaks it.kaidehmann, published 2026-06-25
SAP Table to CDS Mapper - New Version thanks to AI-supported DevelopmentSAP Table to CDS Mapper - New Version thanks to AI-supported DevelopmentThe author ran a table-to-CDS field analysis across a whole SAP S/4HANA 2025 FPS01 system and published the result as one HTML report, SAP Table to CDS Mapper, that ranks candidate CDS objects for a classic table or field. The post states what the snapshot holds, how the official successor, C1 release and direct coverage are ranked, and that each candidate is a lead to validate before relying on it. It credits cdsanalyser as the idea and implementation it builds on, and offers a classification import for Project Kernseife.LBretschneider, published 2026-10-26
Taking Control of Clean Core: When to Use Project Kernseife in addition to Standard SAP ToolsTaking Control of Clean Core: When to Use Project Kernseife in addition to Standard SAP ToolsWalks through how SAP's standard path classifies custom ABAP extensions into Clean Core Levels A through D, running ABAP Test Cockpit against the Cloudification Repository's release status for each SAP object an extension touches, then feeding results into the RISE with SAP Methodology Dashboard in SAP Cloud ALM. Contrasts that with Project Kernseife, an open-source custom ATC check that lets a team override SAP's classification with project-specific rules, define its own successor objects (including custom wrappers), and expose a Score and Potential Score per finding through a CDS view for prioritizing cleanup — at the cost of owning and maintaining that classification. States which situations favor each: Kernseife where the standard rules are too rigid for the project's reality, the standard dashboard where cross-system comparability and low maintenance effort matter more.LBretschneider, published 2025-11-04
SAP BTP Account Architecture Best Practices: A Practitioner's Field GuideSAP BTP Account Architecture Best Practices: A Practitioner's Field GuideLays out BTP account-hierarchy conventions — one subaccount per business domain and environment, a naming pattern, and a service catalogue entry with a named owner and monthly budget — against the common failure of sharing one subaccount across Dev, Test and Production. It also sets out a four-stage CI/CD pipeline that builds, tests in a Dev subaccount, then stages through Test to Production, naming SAP Continuous Integration and Delivery or Jenkins/GitHub Actions with the BTP CLI as the tooling.basanireddy, published 2026-07-10
CAP Developers - Call to Action to mitigate and Apply Solution provided in SAP Note 3747787CAP Developers - Call to Action to mitigate and Apply Solution provided in SAP Note 3747787Four malicious npm package versions published on 29 April 2026 that exfiltrate credentials and propagate into adjacent repositories, and what a CAP developer should check. A security advisory rather than a technique, and dated precisely for that reason.Yogananda, published 2026-05-01
CAP Heaven? Not Yet — But You Can See It from HereCAP Heaven? Not Yet — But You Can See It from HereAn assessment from someone with Java, Azure and AWS behind them as well as ABAP and Fiori, which is a rarer vantage point than it sounds. The title is the verdict.published 2026-02-07
CAP, RAP, or Both: Stop Hiding Behind 'It Depends'CAP, RAP, or Both: Stop Hiding Behind 'It Depends'Opens by refusing the answer every other post on this gives — "both are complementary, choose based on context" — and then commits to a framework, including the parts usually left out: the staffing bias behind the decision, and what to do about a landscape with thousands of Z-objects. Argument, not tutorial.published 2026-04-09
Declarative Programming in CAP: Less Code, More ValueDeclarative Programming in CAP: Less Code, More ValueAn argument for annotations over handlers, made from the case where it is most obvious: repetitive validation logic that could be declared instead of written. Describes what you want rather than how to get it, and lets the runtime decide the how.published 2026-02-05
Hello React & Vue : SAP CAP’s New UI Layer is Here!Hello React & Vue : SAP CAP’s New UI Layer is Here!CAP gaining a UI layer for React and Vue, which changes the default assumption that the front end is UI5. Short, and the significance is larger than the length.Yogananda, published 2026-06-25
What's new in SAP Cloud Application Programming Model – January 2026What's new in SAP Cloud Application Programming Model – January 2026December and January together: the new @assert feature, revised documentation, CDS editor work, and Kyma deployment additions.published 2026-02-09
What's new in SAP Cloud Application Programming Model – November 2025What's new in SAP Cloud Application Programming Model – November 2025The November edition, led by the Status Transition Flows feature presented at reCAP 2025.published 2025-12-08
Adding Shell Plugin to SAP Fiori CAP Application and Deploying to Cloud Portal ServiceAdding Shell Plugin to SAP Fiori CAP Application and Deploying to Cloud Portal ServiceA launchpad shell plugin built as a CAP application and deployed to the Cloud Portal service — extending the shell around your app rather than the app itself.Abhinandan2, published 2025-11-24
Autonomous Diagnostics on Kyma Unplugged: Goose + LiteLLM + KRO + SAP AI Core in ProductionAutonomous Diagnostics on Kyma Unplugged: Goose + LiteLLM + KRO + SAP AI Core in ProductionAn in-cluster autonomous diagnostic pipeline on Kyma Unplugged (open-source Kyma, noted to also run on SAP BTP, Kyma runtime): a Goose agent with kubectl access calls SAP AI Core through a LiteLLM proxy, and most of the post is about the quirks of that route — drop_params silently swallowing unrecognised parameters and beta headers, streaming that has to be off when tools are attached, and prompt caching that sits on the Orchestration V2 API rather than the foundation-model path the LiteLLM provider hits. A second Node.js proxy reaches that API, and the author reports caching unconfirmed at production scale, which leaves the roughly $0.004 per static run a target rather than a measured figure. Spend metrics reach SAP Cloud Logging over OTLP through Kyma's Telemetry MetricPipeline while the health analysis itself lands in Kubernetes custom resources read in Busola, and the stack is declared as KRO Resource Group Definitions applied with one Terraform command.quovadis, published 2026-07-09
Build BTP CAP App with Fiori Integration – Part 2: Implementing End to End AppBuild BTP CAP App with Fiori Integration – Part 2: Implementing End to End AppThe implementation half of the series whose first part set up the account and the database: the application itself, end to end.SuryaRamesh, published 2026-04-09
Building a Pro-Code Agent on SAP BTP — Part 3: Joule Integration via A2ABuilding a Pro-Code Agent on SAP BTP — Part 3: Joule Integration via A2AThe third instalment of a three-part series deploys an already-built CAP service and LangGraph agent to SAP BTP, Cloud Foundry Runtime, wraps the agent in an A2A protocol server, and registers it with SAP Joule through a capability YAML and the @sap/joule-studio-cli, confirming the chain works end to end inside a real Joule assistant. It covers CAP's default JWT/XSUAA authentication in production, what a test deployment needs to get past it, and the cf push, mbt build and environment wiring that run both apps as separate Cloud Foundry containers. A closing section names what stays unfinished by design — a long-lived AI Core service key, no authentication on the BTP destination, no principal propagation — as the gap between this MVP and a production posture.rodfior, published 2026-08-20
Create a CAP Application with SAP HANA Cloud from Scratch and Deploy to Cloud FoundryCreate a CAP Application with SAP HANA Cloud from Scratch and Deploy to Cloud FoundryThe whole lifecycle in one post rather than a series — model, service, HANA binding, build, deploy. Useful as a single reference for the order things have to happen in, which is the part that is easy to get wrong when it is spread over six posts.MaheshSirsat1708, published 2025-11-19
Create a CAP Application with SAP HANA Cloud from Scratch and Deploy to Cloud Foundry
Database connectors changed in @sap/cds 10.1.0, 2026-09-07. Affects A recipe.
Event Driven SAP CAP on Kyma with Agentic AI and UI Auto RefreshEvent Driven SAP CAP on Kyma with Agentic AI and UI Auto RefreshA prototype, described as one: a plain CAP application made to react to external events on Kyma, with an agent in the loop and the UI refreshing itself rather than being reloaded. Short — it reports what was built and why, not how to rebuild it.Shahid, published 2025-12-01
From Concept to action: Hands-On with the CAP Operator and the Partner Reference ApplicationFrom Concept to action: Hands-On with the CAP Operator and the Partner Reference ApplicationThe CAP Operator applied to a real application rather than a sample of its own — SAP's Partner Reference Application, taken from plugin integration through containerisation to custom resources. The transition to CRDs is the part that repays attention: it is where the deployment stops being an mta and becomes Kubernetes.ChristianWeiss, published 2026-05-21
Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-4]Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-4]The switch from SQLite to HANA and the first deploy of the back end to Cloud Foundry — the point in the series where the persistence stops being a file and the build starts producing HDI artifacts.sanjucs, published 2026-05-12
Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-4]
Database connectors changed in @sap/cds 10.1.0, 2026-09-07. Affects A recipe.
Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-6]Fullstack CAP Application with HANA Cloud (Decoupled Architecture) [Part-6]The last part: the Fiori application built and deployed into the HTML5 Application Repository, separately from the service it talks to. Opens with a checklist of the five parts before it, which is the clearest statement of what the whole series covers.sanjucs, published 2026-05-14
Kyma Evolution: Transforming SAP Kyma into a tailor-made SaaS Platform for sbs extensionsKyma Evolution: Transforming SAP Kyma into a tailor-made SaaS Platform for sbs extensionsWritten by an extensibility expert building against Cloud ERP under clean core, and it treats Kyma as something to shape rather than to adopt — what has to be added to the runtime before it is a SaaS platform for CAP extensions. The Partner Reference Application post is the hands-on sequel.ChristianWeiss, published 2026-02-03
Part 1: Creating and Deploying a SAP CAP Application with SAP HANA on SAP BTP (Cloud Foundry)Part 1: Creating and Deploying a SAP CAP Application with SAP HANA on SAP BTP (Cloud Foundry)Opens with the observation the whole series rests on — CAP is usually demonstrated locally, and the interesting part starts when it is deployed. Part one of the run that continues into PostgreSQL and Work Zone.yashbhosle789, published 2026-02-25
Part 1: Creating and Deploying a SAP CAP Application with SAP HANA on SAP BTP (Cloud Foundry)
Database connectors changed in @sap/cds 10.1.0, 2026-09-07. Affects A recipe.
Part 2: Creating and Deploying a CAP Application with PostgreSQL, Hyperscaler OptionPart 2: Creating and Deploying a CAP Application with PostgreSQL, Hyperscaler OptionThe middle of a series that runs from database to Work Zone: the CAP application from part one pointed at PostgreSQL on the hyperscaler option, and deployed. The service binding and the build are where it spends its time.yashbhosle789, published 2026-03-04
Part 2: Creating and Deploying a CAP Application with PostgreSQL, Hyperscaler Option
Database connectors changed in @sap/cds 10.1.0, 2026-09-07. Affects A recipe.
Part 2: Runtime Architecture & Cost efficiency gainsPart 2: Runtime Architecture & Cost efficiency gainsThe technical half of the Kyma Evolution series: why a cluster tuned for CAP multitenancy is not just somewhere to run containers, and where the cost efficiency actually comes from.ChristianWeiss, published 2026-02-04
Quickly Deploy a Sample CAP Application to BTPQuickly Deploy a Sample CAP Application to BTPPrerequisites first and at length — account, dev environment, CLI tools, MBT — because that is where a first deployment actually fails. The deploy itself is short once they are true.AminAlmarsafy, published 2025-11-15
Receive Events from Event Mesh of Integration Suite to CAP Node.js ApplicationsReceive Events from Event Mesh of Integration Suite to CAP Node.js ApplicationsWalks a CAP Node.js application through consuming events from SAP Integration Suite, Event Mesh: adding the messaging and xsuaa services with cds add, writing messaging.on handlers for named topics, and building and deploying the service as an MTA to Cloud Foundry. Documents a mismatch between Cloud Foundry's automatic queue provisioning and Event Mesh's management API, worked around by pointing the service key's management URI at a mock endpoint that always returns 201.KevinWang_ST_Consultancy, published 2026-02-13
SAP BTP Account Architecture Best Practices: A Practitioner's Field GuideSAP BTP Account Architecture Best Practices: A Practitioner's Field GuideLays out BTP account-hierarchy conventions — one subaccount per business domain and environment, a naming pattern, and a service catalogue entry with a named owner and monthly budget — against the common failure of sharing one subaccount across Dev, Test and Production. It also sets out a four-stage CI/CD pipeline that builds, tests in a Dev subaccount, then stages through Test to Production, naming SAP Continuous Integration and Delivery or Jenkins/GitHub Actions with the BTP CLI as the tooling.basanireddy, published 2026-07-10
Streamlined Kyma deployment for CAP applicationsStreamlined Kyma deployment for CAP applicationsUnder two thousand characters on getting a CAP application onto Kyma with less ceremony than the long guides require. Short by design.published 2025-12-08
Clean Core maturity and the new Extensibility LevelsClean Core maturity and the new Extensibility LevelsSets out SAP's Clean Core Level concept, the successor to the 3-Tier Development Model, which grades extensibility by how upgrade-safe it is rather than by where it runs: Level A covers on-stack extensions on released RAP and CDS views plus side-by-side apps on BTP, Level B covers upgrade-stable classic APIs listed in the Cloudification Repository, Level C covers internal-object use flagged through SAP's Changelog for SAP Objects, and Level D covers direct modifications and implicit enhancements that ABAP Test Cockpit checks must block. Choosing between an on-stack and a side-by-side implementation is left to the SAP Application Extension Methodology, and the official Level classifications are filed under SAP Note 3578329.EmilianoAyub, published 2025-12-19
Clean Core清洁核心概况介绍Clean Core清洁核心概况介绍Explains Clean Core as SAP's architecture methodology for decoupling custom code from standard code, and walks through the A-D grading SAP uses for a single extension's cleanliness: D for direct modification of standard tables, programs, classes or functions, or disallowed patterns such as implicit enhancements; C for internally developed functions calling unreleased APIs; B for using only SAP's classic or released APIs (BAPI, ALV Grid, BAdI); A for side-by-side extensions reached only through released interfaces onto the SAP Build extension suite. It lays out a six-step roadmap for reaching Clean Core — inventorying existing extensions, setting a reduction target, surveying SAP's extension routes (SAP GUI SE80, Fiori custom fields and logic, BTP high/low-code, workflow/RPA), writing a decision tree, splitting new development from legacy migration, and reviewing periodically — while noting that in-app development is not inherently unclean and that real decisions should weigh ROI rather than follow the theory absolutely.ArthurYang, published 2025-11-10
Enhancing Customer Master with a Custom Tab Using SAP TAXI Framework (BAdI + SE80)Enhancing Customer Master with a Custom Tab Using SAP TAXI Framework (BAdI + SE80)Walks through adding a custom "Repayment" tab to the Customer Master (XD01/XD02/XD03) using SAP's TAXI framework: an append structure on table KNB1, a subscreen built in SE80, and two BAdI implementations — CUSTOMER_ADD_DATA and CUSTOMER_ADD_DATA_CS — registered through SPRO. The BAdIs are the released extension points that keep the tab upgrade-safe without modifying standard code, the developer-extension half of the capability's tiered model.Divya_palem, published 2026-06-01
Extending Standard S/4 HANA OData API'sExtending Standard S/4 HANA OData API'sWalks through extending a standard S/4HANA OData API with a custom field, preferring OData V4 over V2 for its closer OASIS compliance and simpler service enablement, then tracing the extensibility objects documented for the entity before touching any code. The custom field reaches the API by layering three CDS view extensions — extendView on I_Product, extendViewEntity on R_ProductTP and on A_Product_3 — following the projection chain down to where the base table is first selected, built in ABAP Development Tools for Eclipse.JuanDK78, published 2026-04-08
S/4HANA公有云版的内部ABAP拓展S/4HANA公有云版的内部ABAP拓展Argues that S/4HANA Cloud public edition's in-app ABAP extensibility is still real ABAP development, just under stricter rules: developer extensions require ABAP Development Tools rather than SAP GUI transactions, data models are defined as CDS views instead of SE11 tables, business logic is a RAP behavior definition instead of a function module, and service exposure is an auto-generated OData service from a Service Definition instead of a hand-built RFC/BAPI. The piece walks a worked example — a Fiori app that triggers the Purchase Requisition API — through CDS, RAP, OData activation on SAP Gateway, and authorization via business catalogues, and frames the whitelist of released APIs and CDS views as upgrade-safety rather than a restriction.ArthurYang, published 2025-11-24
Streamline User Targeting with Segments in SAP Feature FlagsStreamline User Targeting with Segments in SAP Feature FlagsWalks through segments in the SAP Feature Flags service: reusable, named user lists — up to 1,000 direct user IDs or 15 attribute-based conditional rules per segment — referenced across every feature flag in a service instance instead of redefined per flag. Covers creating a segment from the Feature Flags Dashboard and the per-instance limit of 20 segments, plus the safeguard that a segment in use cannot be deleted.Maksimiliana, published 2026-02-05
Automate Recurring Data Updates in SAP HANA CloudAutomate Recurring Data Updates in SAP HANA CloudA walkthrough for marking inventory rows stale after 30 days using SAP HANA Cloud's own scheduler: a SQLScript procedure, a CREATE SCHEDULER JOB statement with its 7-field cron pattern, the M_SCHEDULER_JOBS monitoring view, and the matching DROP statements to remove both. It then names where that approach stops and lists the alternatives for scheduling outside the database: SAP Integration Suite's Timer Event, the SAP Job Scheduling service, SAP Automation Pilot for infrastructure commands, and a custom approach for triggering scheduled REST calls from an application.Joni, published 2026-06-11
How to Create an Application Job (APJ) in SAP S/4HANA ABAP — With Single Values & Select OptionsHow to Create an Application Job (APJ) in SAP S/4HANA ABAP — With Single Values & Select OptionsWalks through implementing an Application Job end to end on the ABAP door: a class implements IF_APJ_RT_EXEC_OBJECT for runtime execution and IF_APJ_DT_EXEC_OBJECT to define parameters, covering both single-value parameters and select options, then registers the class as a job catalog entry and template in ADT for scheduling through the Application Jobs Fiori app. Frames Application Jobs as the class-based, ADT-defined successor to the classic SM36/SM37 background job transactions.PM_iiits, published 2026-05-22
SAP Job Scheduling Service: 🔧 Generate Your Own Client Library from OpenAPI SpecSAP Job Scheduling Service: 🔧 Generate Your Own Client Library from OpenAPI SpecA tutorial on generating a type-safe client library for the SAP Job Scheduling service's REST API from its OpenAPI specification, using the OpenAPI Generator CLI to target Node.js, TypeScript, Java, Python, Go or C#. It walks through OAuth 2.0 client-credentials authentication and the generated client's Jobs API, listing, creating and reading jobs with their cron schedules, and lists what the service's error statuses (400, 401, 404, 409, 429, 503) mean to a caller. It states that the official @sap/jobs-client will be deprecated and tells readers to use a generated client for now.DenisDuev, published 2026-05-04
Scheduling a Background Job for the BDC Session Method Using RSBDCSUBScheduling a Background Job for the BDC Session Method Using RSBDCSUBWalks through uploading data with GUI_UPLOAD, building a BDC session with BDC_OPEN_GROUP, BDC_INSERT and BDC_CLOSE_GROUP, then scheduling the standard program RSBDCSUB as a background job with JOB_OPEN, SUBMIT ... VIA JOB and JOB_CLOSE so the session processes without manual SM35 intervention. Shows the resulting job's status and spool read back through SM37, the way a reader confirms afterwards that a scheduled job actually ran.Saikrishna_reddy, published 2026-07-29
ABAP Cloud LoggerABAP Cloud LoggerWraps ABAP Cloud's cl_bali_* Application Log classes in ZCL_CLOUD_LOGGER, an open-source, MIT-licensed logger installed via abapGit. One fluent entry point takes free text, sy-msg-style messages, exceptions, BAPIRET2 tables or arbitrary data serialised to JSON, and multiton instances keyed on object/subobject/external number let unrelated code share a logger without passing instances around. It adds sticky per-iteration context, built-in timing, and a readable trail of the cx_bali_runtime errors the class swallows internally.Greltel, published 2026-04-30
Authorization management with OpenSearch's Document Level Security - SAP Cloud LoggingAuthorization management with OpenSearch's Document Level Security - SAP Cloud LoggingWhere the predecessor SAP Application Logging service reused CF space permissions for read-only access, SAP Cloud Logging integrates with SAP Cloud Identity Services (IAS) and controls per-document visibility through OpenSearch's Document Level Security: an IAS group becomes a backend role, mapped to an OpenSearch role that carries a DLS query filter, so a search request only ever returns documents whose indexed field (space_name, organization_id, or another keyword field) matches what that role's filter allows. It walks through fixed per-space roles, a shared multi-space role using a terms query, and a single dynamic role that substitutes ${user.roles} into the filter so the match is against the caller's own groups, then lists operational pitfalls — wildcard index patterns breaking Dashboards, DLS roles that also hold write access creating log entries nobody can read back, and match queries against a .keyword field being non-deterministic where term queries are exact.Hariharan-Gandhi, published 2025-11-24
Capturing Background Job Errors in SAP Using the Application Log (SLG0/SLG1)Capturing Background Job Errors in SAP Using the Application Log (SLG0/SLG1)Walks through ABAP's Application Log framework for recording errors from a background job that has no screen to show them on: defining an Object and Sub-object in SLG0, then building the log in code with BAL_LOG_CREATE, adding a free-text or message-class entry with BAL_LOG_MSG_ADD_FREE_TEXT or BAL_LOG_MSG_ADD, and persisting it with BAL_DB_SAVE so it survives after the job finishes. The worked example is a report inserting student records into a custom table, scheduled via SM36 and reviewed afterwards in SLG1, filtered by the Object and Sub-object that created it.bhuvaneswarg, published 2026-08-26
How to Access SAP Cloud Logging Service Dashboards Using IAS SAML AuthenticationHow to Access SAP Cloud Logging Service Dashboards Using IAS SAML AuthenticationWalks through wiring SAML 2.0 single sign-on between SAP Cloud Identity Services (IAS) and SAP Cloud Logging so its OpenSearch dashboards accept IAS logins instead of a service key: creating the SAML application in IAS, editing the instance's saml parameters (admin_group, idp.metadata_url, idp.entity_id, sp.entity_id), setting the matching entity ID and endpoints on the IAS side, and mapping an IAS group to the all_access role through a groups attribute. It also shows how to read a 403 on the dashboard as SAML login succeeding while the group-to-role mapping is still missing.Umezuki, published 2025-12-30
Build Solutions for SAP Cloud ERP with confidenceBuild Solutions for SAP Cloud ERP with confidenceThe Partner Reference Application family described as what it is meant to be: a golden path for a partner becoming a multi-tenant SaaS provider, covering building, running and integrating rather than only building.pankajkumar_agrawal, published 2026-04-24
Building a SaaS Multitenant Application Using SAP CAP Framework — Without a DatabaseBuilding a SaaS Multitenant Application Using SAP CAP Framework — Without a DatabaseMultitenancy with the database taken out, which is a useful way to see what is left: the approuter and its tenant host pattern, the XSUAA instance in shared tenant mode, and the SaaS Registry binding that makes a subscription happen. Everything here is subscription lifecycle and routing, so the parts that are usually entangled with HDI container provisioning are visible on their own.DebashishDas, published 2026-05-06
Designing a Multi‑Tenant Solutions on SAP BTP – Architecture and Prototype WalkthroughDesigning a Multi‑Tenant Solutions on SAP BTP – Architecture and Prototype WalkthroughWritten back from a delivered project, and it lists the constraints that shaped it rather than the features that showcase it — several customers, strict data isolation, central lifecycle management, and operations kept simple.Avinash_Vaidya, published 2026-02-17
From Concept to action: Hands-On with the CAP Operator and the Partner Reference ApplicationFrom Concept to action: Hands-On with the CAP Operator and the Partner Reference ApplicationThe CAP Operator applied to a real application rather than a sample of its own — SAP's Partner Reference Application, taken from plugin integration through containerisation to custom resources. The transition to CRDs is the part that repays attention: it is where the deployment stops being an mta and becomes Kubernetes.ChristianWeiss, published 2026-05-21
Kyma Evolution: Transforming SAP Kyma into a tailor-made SaaS Platform for sbs extensionsKyma Evolution: Transforming SAP Kyma into a tailor-made SaaS Platform for sbs extensionsWritten by an extensibility expert building against Cloud ERP under clean core, and it treats Kyma as something to shape rather than to adopt — what has to be added to the runtime before it is a SaaS platform for CAP extensions. The Partner Reference Application post is the hands-on sequel.ChristianWeiss, published 2026-02-03
Part 2: Runtime Architecture & Cost efficiency gainsPart 2: Runtime Architecture & Cost efficiency gainsThe technical half of the Kyma Evolution series: why a cluster tuned for CAP multitenancy is not just somewhere to run containers, and where the cost efficiency actually comes from.ChristianWeiss, published 2026-02-04
Setting Up Alerts for SAP Cloud Integration Using SAP Alert Notification ServiceSetting Up Alerts for SAP Cloud Integration Using SAP Alert Notification ServiceWalks through wiring SAP Alert Notification service for SAP BTP to a Cloud Integration tenant: creating the service instance and its OAuth2 service key, adding an email action and a subscription on the CPIIntegrationFlowExecutionFailure event, then deploying SAP's standard alert-notification iflow, which polls the Message Processing Logs API for failures. The author tests the setup by deploying a deliberately failing iflow and confirming the alert email arrives.Nikhil_Gursal, published 2026-03-05
Simplifying ABAP Proxy Migration: From SAP PO to Integration Suite (No MDR Required)Simplifying ABAP Proxy Migration: From SAP PO to Integration Suite (No MDR Required)A migration walkthrough for moving ABAP proxy scenarios, both outbound and inbound, from SAP PO to SAP Integration Suite without introducing MDR or a full pipeline redesign. It repoints the SAP_PROXY_ESR RFC destination from the PO Enterprise Repository to the Integration Suite tenant so SPROXY reads Service Interfaces straight from Cloud Integration design packages, and routes inbound calls through SAP Cloud Connector to the ABAP system's /sap/xi/engine endpoint.naveen_kanagaraj, published 2026-04-29
Autonomous Diagnostics on Kyma Unplugged: Goose + LiteLLM + KRO + SAP AI Core in ProductionAutonomous Diagnostics on Kyma Unplugged: Goose + LiteLLM + KRO + SAP AI Core in ProductionAn in-cluster autonomous diagnostic pipeline on Kyma Unplugged (open-source Kyma, noted to also run on SAP BTP, Kyma runtime): a Goose agent with kubectl access calls SAP AI Core through a LiteLLM proxy, and most of the post is about the quirks of that route — drop_params silently swallowing unrecognised parameters and beta headers, streaming that has to be off when tools are attached, and prompt caching that sits on the Orchestration V2 API rather than the foundation-model path the LiteLLM provider hits. A second Node.js proxy reaches that API, and the author reports caching unconfirmed at production scale, which leaves the roughly $0.004 per static run a target rather than a measured figure. Spend metrics reach SAP Cloud Logging over OTLP through Kyma's Telemetry MetricPipeline while the health analysis itself lands in Kubernetes custom resources read in Busola, and the stack is declared as KRO Resource Group Definitions applied with one Terraform command.quovadis, published 2026-07-09
S/4HANA Observability: Streaming SAP Cloud ALM & LogServ Telemetry to BigQuery & Vertex AIS/4HANA Observability: Streaming SAP Cloud ALM & LogServ Telemetry to BigQuery & Vertex AIWalks through pulling SAP Cloud ALM's Outbound Logs, Metrics and Traces APIs — OAuth 2.0 client-credentials auth, protobuf-encoded OTLP payloads, and the guardrails needed against its rate limits and 24 GB/30-day retention baseline — plus SAP LogServ's infrastructure logs, into Google BigQuery for multi-year, cross-domain storage. A time-window SQL join then correlates ABAP exceptions, health metrics, infrastructure events and ITSM tickets, with the joined record passed to Vertex AI (Gemini) to draft a structured incident dossier.Rudrapuneet, published 2026-07-22