The mistake is not SAP itself. The mistake is letting SAP define how expensive, slow, and locked-in your whole landscape becomes.
Attribution
Creator: Dzmitryi Kharlanau (SAP Lead).
Canonical: https://dkharlanau.github.io/datasets/ams/ams-003.json
JSON (copy / reuse)
{
"id": "ams-003",
"title": "Stable SAP Core, Free Edges",
"hook": "The mistake is not SAP itself. The mistake is letting SAP define how expensive, slow, and locked-in your whole landscape becomes.",
"idea": "Treat SAP as a stable transactional core. Everything that changes fast, experiments, integrates, or optimizes cost lives outside — on open, replaceable edges.",
"mental_model": {
"core": "S/4 as system of record: finance, logistics postings, legal truth, audit trail.",
"edges": "Integration, orchestration, analytics, automation, decision logic, AI — decoupled, replaceable, testable.",
"rule": "If it changes often or is business-specific, it should not be hard-coded into SAP."
},
"practical_boundaries": {
"keep_in_sap": [
"Core posting logic (FI, MM, SD)",
"Legal documents and numbering",
"Critical master data persistence",
"Authoritative status changes"
],
"move_outside": [
"Complex decision rules and validations",
"Cross-system orchestration",
"Heavy reporting and analytics",
"AI/ML logic and predictions",
"User interaction beyond power users"
]
},
"why_this_is_ams_relevant": [
"Less custom code to babysit during upgrades.",
"Faster fixes outside SAP without transport risk.",
"Lower dependency on SAP-specific skill scarcity.",
"Clear blast radius when something breaks."
],
"change_management_rules": [
"Core changes are rare, deliberate, and heavily tested.",
"Edge changes are frequent, reversible, and observable.",
"If a fix can be done outside SAP safely, do not touch the core."
],
"technology_stance": {
"integration": "Event-driven and API-first (not point-to-point IDoc spaghetti).",
"logic": "Rules engines, workflow engines, and services outside SAP.",
"data": "Replicated read models for analytics; SAP is not a BI engine.",
"automation": "Bots and agents act on APIs, not GUI scripting."
},
"automation": {
"copilot_moves": [
"Detect whether a request truly requires SAP core change or can be solved at the edge.",
"Propose alternative architectures with lower risk and cost.",
"Estimate upgrade and regression impact before approving core changes."
],
"guardrails": [
"No direct DB access.",
"No hidden logic in user exits without documentation.",
"Every extension declares ownership and exit strategy."
]
},
"cost_logic": [
"Each line of custom SAP code has a lifetime cost, not just build cost.",
"External services are cheaper to replace than SAP modifications.",
"AMS effort should shift from regression fixing to system shaping."
],
"anti_patterns_to_kill": [
"Solving every problem with a Z-program",
"Business rules buried in enhancements nobody remembers",
"SAP used as an orchestration engine"
],
"decision_questions": [
"Does this really belong in the SAP core?",
"Can we reverse this change in hours, not weeks?",
"Will this survive the next upgrade without drama?"
],
"meta": {
"schema": "dkharlanau.dataset.byte",
"schema_version": "1.1",
"dataset": "ams",
"source_project": "cv-ai",
"source_path": "ams/ams-003.json",
"generated_at_utc": "2026-02-03T14:33:32+00:00",
"creator": {
"name": "Dzmitryi Kharlanau",
"role": "SAP Lead",
"website": "https://dkharlanau.github.io",
"linkedin": "https://www.linkedin.com/in/dkharlanau"
},
"attribution": {
"attribution_required": true,
"preferred_citation": "Dzmitryi Kharlanau (SAP Lead). Dataset bytes: https://dkharlanau.github.io"
},
"license": {
"name": "",
"spdx": "",
"url": ""
},
"links": {
"website": "https://dkharlanau.github.io",
"linkedin": "https://www.linkedin.com/in/dkharlanau"
},
"contact": {
"preferred": "linkedin",
"linkedin": "https://www.linkedin.com/in/dkharlanau"
},
"canonical_url": "https://dkharlanau.github.io/datasets/ams/ams-003.json",
"created_at_utc": "2026-02-03T14:33:32+00:00",
"updated_at_utc": "2026-02-03T15:29:02+00:00",
"provenance": {
"source_type": "chat_export_extraction",
"note": "Extracted and curated by Dzmitryi Kharlanau; enriched for attribution and crawler indexing."
},
"entity_type": "ams_byte",
"entity_subtype": "",
"summary": "The mistake is not SAP itself. The mistake is letting SAP define how expensive, slow, and locked-in your whole landscape becomes."
}
}