SAP Analytics Concept Cards

SAP Analytics Concept Cards (305)

• SAP Datasphere
• Spaces & Workspaces
• Connections & Source Systems
• Graphical vs SQL vs Script Views
• Replication Flows
• Data Flows & Transformations
• Task Chains & Scheduling
• Data Access Controls (DAC)
• SAP Business Data Cloud (BDC)
• Data Products
• Data Product Studio
• BDC Capacity Units
• BW Data Product Generator
• Insight Apps
• BDC Connect
• Delta Sharing Protocol
• SAP Analytics Cloud (SAC)
• SAC Stories & Dashboards
• SAC Planning Models
• Seamless Planning
• SAC Smart Insights
• Live vs Import Connections
• Analytic Applications
• Joule AI Copilot
• Agentic AI in SAP
• SAP AI Core
• Grounding & RAG (Retrieval-Augmented Generation)
• SAP Knowledge Graph
• EU AI Act Compliance
• BW Bridge
• ODP & ODQ Extraction
• CDS Views
• Clean Core Principle
• Brownfield vs Greenfield Migration
• Hybrid Architecture Patterns
• Migration Wave Planning
• Data Lineage
• Role-Based Access Control (RBAC)
• Transport Landscape
• HANA Performance Tuning
• Data Quality Frameworks
• Financial Consolidation (EPM)
• Integrated Business Planning (IBP)
• CSRD & ESG Reporting
• Real-Time Operational Analytics
• Predictive Maintenance Analytics
• BDC Specialist Positioning
• Consulting Rate Triangulation
• Certification Stack Strategy
• The BW-to-BDC Migration Wave
• Ideal Customer Profile (ICP)
• Account-Based Marketing (ABM)
• Sales Funnel Stages
• Net Promoter Score (NPS)
• Customer Lifetime Value (CLV)
• Value Proposition Canvas
• Cross-Selling & Upselling
• Referral Systems
• Competitive Differentiation
• MEDDIC Sales Framework
• Force Majeure Clauses
• Liability Cap
• Indemnification Clause
• Data Processing Agreement (DPA)
• IR35 (UK) / Article L.8221 (France) — Worker Classification
• GDPR Accountability Principle
• Escrow & Source Code Protection
• Cross-Border Consulting Taxation
• Cash Flow Forecasting
• Runway (Financial)
• Invoice Factoring (Affacturage)
• Monthly Recurring Revenue (MRR)
• PER & Madelin (Retirement)
• Holding Company Structure
• Expense Optimization
• Gross Margin in Consulting
• Authority Triangle
• Content Pyramid
• Personal Moat
• Signature Framework
• Trust Velocity
• Platform Risk
• Contrarian Positioning
• Thought Leadership vs Followership
• Deep Work
• Second Brain (PARA)
• AI Orchestration
• Prompt Libraries
• Workflow Automation
• Context-Switching Cost
• Digital Minimalism
• Personal Operating System
• Burnout Cycle (Maslach)
• Flow State
• Recovery Protocols
• Cognitive Load Theory
• Identity Diversification
• Locus of Control
• Anti-Fragility (Taleb)
• Sustainable Pace (FIRE)
• SAP Business AI
• SAP × Prior Labs — Frontier AI Lab Europe
• SAP × Dremio — Federated Data for Agentic AI
• SAP × Google Cloud Multi-Agent AI Partnership
• Model Context Protocol (MCP) for SAP
• Joule Agents Library and Agent Catalogue
• TabPFN / TabICL — Tabular Foundation Models
• EU AI Act + Schrems-II for Joule Deployments
• Databricks-in-BDC Lakehouse Pattern
• RAG Grounding via SAP Knowledge Graph
• Autonomous Enterprise
• SAP Business Suite 2026
• Joule Studio GA
• Agentic AI Delivery Model
• SAP × Anthropic — Claude in SAP Business AI Platform
• SAP AI Foundation Vector Store
• SAP Model Gateway
• SAP Prompt Registry
• SAP AI Hub
• Joule Guardrails
• Joule for Consultants
• SAP Build with AI
• WalkMe Digital Adoption + AI
• LeanIX AI-Assisted BTP Discovery
• SAP Signavio AI Process Mining
• Datasphere Replication Flows for AI Grounding
• Datasphere Catalog Hygiene for Joule Grounding
• AI Cost Attribution — Model Gateway Billing per Scenario
• AI Observability — Token Usage, Hallucination, Drift
• AI Red-Teaming for SAP — Adversarial Prompt Testing
• Multi-Agent Orchestration in Joule Studio
• Agent-to-Agent (A2A) Communication via MCP
• Human-in-the-Loop Checkpoints for Autonomous Workflows
• EU AI Act Art. 6 + Annex III Risk Classification for SAP
• DORA Operational Resilience for SAP AI
• CSRD AI-Assisted ESG Reporting via SAP Sustainability
• Schrems II Data Residency for Foundation Models in the EU
• AI Act Art. 9-49 Documentation Effort
• Foundation Model Selection — GPT-4o vs Claude vs Gemini vs Llama
• SAP AI Quality Gates — Accuracy, Latency, Cost, Safety Thresholds
• Daimler Trucks NA — Joule Anchor Case
• AB InBev — S/4HANA + Datasphere Architecture
• AI for Discrete Manufacturing — PP/MRP Exception Agents
• AI for Banking — AML, KYC and Credit Scoring with SAP
• AI for Pharma — Clinical Trial Supply Chain Optimisation
• AI for Retail & CPG — Demand Sensing and Dynamic Pricing
• AI for Public Sector — Sovereign Cloud and Compliance
• AI ROI Measurement Framework — TCO of AI Ownership
• AI Center of Excellence — Operating Model Design
• SAP AI Talent Crisis — The BDC Architect Gap Through 2028
• Transformer Architecture
• Tokenization
• Token Economics
• Embeddings
• Context Window Mechanics
• Sampling Strategies
• Attention Variants
• LayerNorm and RMSNorm
• Positional Encoding
• KV Cache
• SAP Joule Skill Builder
• SAP Joule Agent Builder
• A2A — Agent-to-Agent protocol in Joule
• MCP — Model Context Protocol in SAP
• SAP-RPT-1 / SAP-RPT-1.5 — Relational Foundation Model
• BDC Connect for Databricks
• BDC Connect for Microsoft Fabric
• BDC Connect for Snowflake (+ SAP Snowflake solution extension)
• SAP Snowflake — solution extension
• Joule for Consultants — partner program
• Joule for Developers — Cursor / Claude Code / Cline / Windsurf
• SAP Datasphere Catalog (governance layer)
• Databricks Mosaic AI Agent Framework
• Databricks Genie — text-to-SQL agent
• Snowflake Cortex Analyst — NL-to-SQL
• Snowflake Cortex Agents
• Copilot for Fabric on F-SKU capacity (F2 floor April 2025)
• Tableau Einstein Copilot + Pulse
• Tableau Next — Salesforce-platform-native rebuild
• Qlik Answers + Qlik Talend AI
• SAP Datasphere Delta Sharing
• SAP HANA Cloud Multi-Model (Graph, Spatial, JSON Document Store)
• BDC Joule Agents (Agentic Workflows in Business Data Cloud)
• SAC Scripting API (Analytic Application Scripting)
• SAP Analytics Cloud Mobile
• SAP BW/4HANA aDSO Types (Standard, Write-Optimised, Direct-Update)
• SAP BW Bridge (BW in SAP Datasphere)
• Databricks Unity Catalog — Data Sharing (External + Internal)
• Microsoft Fabric & SAP Integration
• SAP HANA Cloud — Adaptive Server Enterprise (ASE) Migration
• SAC Custom Widgets
• Planning & Predictive — SAP IBP for Supply Chain
• SAP HANA Smart Data Access (SDA)
• Data Governance — GDPR & EU AI Act for SAP Analytics
• SAP Ariba Analytics & Procurement Intelligence
• SAP Datasphere — Open SQL Schemas
• SAP Analytics Cloud — Collaborative Planning
• SAP BTP Extension Suite & Side-by-Side Extensions
• SAP Datasphere — Connections Catalogue
• SAP SuccessFactors People Analytics
• Transformer Architecture for SAP Practitioners
• Tokenization and Embeddings in Enterprise LLM Pipelines
• RAG vs Fine-tuning vs In-Context Learning — Decision Frame for SAP Knowledge
• LLM Evaluation, Benchmarks and Guardrails for Enterprise
• Inference Economics — Cost, Latency, Quantization, Distillation
• Vision Foundation Models in SAP Contexts
• Audio and Speech Foundation Models in SAP Workflows
• Multimodal Foundation Models and SAP Integration
• Time-Series Foundation Models vs IBP Classical Forecasting
• Tabular Foundation Models vs XGBoost for SAP Predictive Use Cases
• SAP AI Agent Hub — Vendor-Agnostic Agent Governance
• Attention Mechanism — From Scaled Dot-Product to Production
• Multi-head Attention vs Grouped-Query Attention vs Multi-query Attention
• FlashAttention 2 + 3 — Memory-Aware Attention Kernels
• Rotary Position Embeddings (RoPE) — Why Llama / Mistral / Claude Use It
• Sliding Window Attention — Mistral's Long-Context Trick
• Sparse Attention Patterns — Longformer / BigBird / Mixtral Style
• Mixture-of-Experts (MoE) Architectures — Mixtral / DeepSeek / Grok
• Encoder-Decoder vs Decoder-Only — Why GPT/Claude/Gemini All Chose Decoder-Only
• Speculative Decoding — How Claude / GPT-4 / Llama 3 Hit Sub-100ms TTFT
• KV Cache Optimization — PagedAttention, Quantized KV, Speculative Cache
• Model Context Protocol (MCP) — Specification Deep Dive
• MCP Server Architecture — Tools, Resources, Prompts
• MCP Tool Specification Standard — JSON Schema + Annotations
• MCP Resources vs Prompts vs Tools — When Each Surface Wins
• MCP Authorization — OAuth 2.0 + Tier-Based API Gating
• MCP Streaming HTTP Transport — For Production Multi-Tenant Deployments
• MCP stdio Transport — For Claude Desktop, Claude Code, Local Agents
• Agent-to-Agent (A2A) Protocol — Cross-Vendor Agent Orchestration
• OpenAI Assistants API vs MCP — Trade-offs and Migration Patterns
• LangChain / LlamaIndex / Mosaic AI vs MCP — Framework vs Protocol
• Anthropic Claude (Opus 4.7 / Mythos) — Architecture, Capabilities, Enterprise Positioning
• OpenAI GPT-5 Family (GPT-5.5) — Architecture, Reasoning, Enterprise Trade-offs
• Google Gemini — Multimodal Reasoning, Long Context, Enterprise Distribution
• Meta Llama — Open-Weight Frontier Models for Production Adoption
• Mistral — Europe-Headquartered Frontier Option for Regulated Enterprises
• SAP RPT-1 / RPT-1.5 — Relational Foundation Model Architecture
• Stanford HAI AI Index Report 2026 — Findings That Matter for SAP
• AI Capability Benchmarks 2026 — MMLU-Pro, GPQA, ARC-AGI, SWE-Bench
• Reasoning Models — Claude Extended Thinking, GPT-o4, Gemini Thinking
• Multi-modal Model Landscape 2026 — Vision, Audio, Document
• LLM Inference Engines — vLLM vs TensorRT-LLM vs llama.cpp vs SGLang
• Quantization Strategies — INT8, INT4, AWQ, GPTQ, GGUF
• Model Distillation — Train Small Models From Large Teachers
• Continuous Batching — How vLLM Hits 10× Throughput
• PagedAttention — Memory Management for Long-Context LLMs
• Tensor Parallelism vs Pipeline Parallelism — Multi-GPU Inference
• LLM Inference on Edge — Apple Silicon, NPUs, On-Device
• Cost-per-Token Economics 2026 — Frontier vs Open-Weights
• Latency vs Throughput Trade-offs — TTFT, TPOT, SLA Design
• LLM Observability — Tracing, Token Accounting, Hallucination Detection
• Pre-training Data Curation — Common Crawl, The Pile, Proprietary Mix
• Instruction Tuning (SFT) — From Pre-trained to Helpful
• RLHF — Reinforcement Learning from Human Feedback
• Constitutional AI + RLAIF — How Anthropic / Claude Removed the Human-in-the-Loop
• DPO — Direct Preference Optimization (RLHF Without the RL)
• Continual Pre-training — Domain Adaptation Without Forgetting
• LoRA + QLoRA — Parameter-Efficient Fine-Tuning at Production Scale
• Long-Context Training — From 8K to 1M+ Tokens
• Synthetic Data Generation for Training — Self-Instruct, Self-Play
• AI Red-teaming + Safety Evaluation — Adversarial Prompts, Jailbreaks, Harm Eval
• AI Models Enhancing SAP Joule — The Multi-Partner Ecosystem
• Knowledge Core — The Data-Fabric-for-AI Evolution
• SAP Business AI Platform — The Build/Reason/Govern Stack
• SAP Autonomous Suite — Domain Agents + Partner + Third-Party
• SAP Snowflake Solution Extension — The Third Best-in-Class Runtime
• SAP BDC Roadmap 2026 — Q2 / Q3 / Q4 Delivery Calendar
• SAP BDC Connect — Standard Service for Partner Integrations
• SAP Data Products — The 300+ Catalogue (target 500+ by Q2 2026)
• SAP BW Data Product Generator — The BW Modernization Path
• BDC AI-Infused Workflows — Joule Inside the Daily Tasks
• Cloud ERP Intelligence + People Intelligence — The Executive Surfaces
• BARC — Data Sovereignty 2026: Reality, Relevance, Roadmap
• BARC — SAP Business Data Cloud: New approaches to data integration in the SAP ecosystem
• BARC — Data Products and Data Contracts in 2026: The Foundation for AI Success
• BARC — Lessons from the Leading Edge: Successful Delivery of AI/GenAI
• BARC — Reality Check: Sovereign Data Management – Made in Europe?
• BARC — Data, BI & Analytics Trend Monitor 2026
• BARC — CPM Trend Monitor 2026
• BARC — Resilient Planning in Volatile Markets
• BARC — Benchmark: How fast is your BI platform, really?
• BARC — The BI & Analytics Survey
• BARC — The Planning Survey
• BARC — The Data Fabric Survey
• BARC — The Financial Consolidation Survey
• BARC Score — Integrated Planning & Analytics (IP&A) 2026
• BARC Score — Financial Performance Management (FPM) 2026
• BARC Score — Enterprise BI & Analytics Platforms 2025
• SAP Is Targeting The AI Data Control Plane
• SAP Sapphire 2026: The Autonomous Enterprise Is Credible, But It Comes With Concentration Risk
• Five Eyes Cybersecurity Agencies’ Careful Agentic AI Adoption Guidance, Operationalized By AEGIS
• Context Is The New Competitive Edge: Takeaways From ServiceNow Knowledge 2026
• Anthropic Raises The Stakes For Digital Wealth Management Platform Vendors
• BNY Built Its Digital Workforce Backward — And It’s Working
• Building The Human Foundation Of The AI-Powered Enterprise
• Take Control Of Your AI Voyage — Your Customers Deserve It
• GenAI Is The Power Tool For Product Management Speed And Innovation
• AI Is Everywhere In GTM. Customer Value Isn’t.
• Why Business Leadership Is The Deciding Factor In API Success
• Atlassian Team ’26: The New Logic Of Work
• The Dawn Of AI-Powered Telcos: How CSPs Will Reinvent Themselves With AI
• OpenAI’s Daybreak Promises To Improve AppSec But Introduces A New Pricing Model: Five Buyer-Side Implications For CISOs
• GSTACK — Governance Discipline for SAP Analytics Consultants
• Threat-First SAP Analytics Architecture (the T in GSTACK)
• Secure-by-Default for SAP Analytics Delivery (the S in GSTACK)