SAP HANA Vector Engine & GenAI Online Training Certification Course
Accelerate enterprise AI innovation with SAP HANA Vector Engine & GenAI Training by Multisoft Systems. Gain practical expertise in vector embeddings, similarity search, semantic data retrieval, RAG workflows, and LLM integration while learning to connect SAP business data with intelligent, context-aware Generative AI applications.
1K+ Reviews
Instructor-Led Training Parameters
Course Highlights
- Instructor-led Online Training
- Project Based Learning
- Certified & Experienced Trainers
- Course Completion Certificate
- Customized Learning Schedule
- Doubt-Clearing Sessions
SAP HANA Vector Engine & GenAI Online Training Certification Course Course Overview
SAP HANA Vector Engine & GenAI Training by Multisoft Systems is a specialized technical program designed for professionals seeking to use enterprise data with modern Generative AI applications. The course explains how SAP HANA Cloud can store, process, and search vector embeddings alongside structured business data, enabling semantic search and AI-driven information retrieval within enterprise environments.
Participants explore vector concepts, embedding generation, vector data handling, similarity measurement, semantic search, and Retrieval-Augmented Generation (RAG). The training further examines how retrieved enterprise context can be supplied to Large Language Models (LLMs) to generate more relevant and context-aware responses. Learners also gain exposure to SAP BTP and GenAI integration patterns, application connectivity, APIs, security, governance, and performance considerations.
The course emphasizes practical implementation scenarios in which SAP business information, documents, product information, knowledge bases, and other enterprise datasets can be transformed into searchable vector representations and incorporated into GenAI applications.
Instructor-led Training Live Online Classes
Suitable batches for you
| Oct, 2026 | Weekdays | Mon-Fri | Enquire Now |
| Weekend | Sat-Sun | Enquire Now | |
| Dec, 2026 | Weekdays | Mon-Fri | Enquire Now |
| Weekend | Sat-Sun | Enquire Now |
Share details to upskills your team
Enquire for Self-Paced Learning
Share your details and our training advisor will connect with you regarding self-paced learning options.
SAP HANA Vector Engine & GenAI Online Training Certification Course Course curriculum
Curriculum Designed by Experts
SAP HANA Vector Engine & GenAI Training by Multisoft Systems is a specialized technical program designed for professionals seeking to use enterprise data with modern Generative AI applications. The course explains how SAP HANA Cloud can store, process, and search vector embeddings alongside structured business data, enabling semantic search and AI-driven information retrieval within enterprise environments.
Participants explore vector concepts, embedding generation, vector data handling, similarity measurement, semantic search, and Retrieval-Augmented Generation (RAG). The training further examines how retrieved enterprise context can be supplied to Large Language Models (LLMs) to generate more relevant and context-aware responses. Learners also gain exposure to SAP BTP and GenAI integration patterns, application connectivity, APIs, security, governance, and performance considerations.
The course emphasizes practical implementation scenarios in which SAP business information, documents, product information, knowledge bases, and other enterprise datasets can be transformed into searchable vector representations and incorporated into GenAI applications.
- Understand vector processing capabilities within SAP HANA Cloud.
- Explain embeddings and their role in semantic AI applications.
- Store and query vectorized enterprise information in SAP HANA.
- Perform vector similarity and semantic searches.
- Prepare and transform enterprise content for embedding generation.
- Design retrieval pipelines for Generative AI applications.
- Understand and implement RAG architecture concepts.
- Integrate SAP HANA-based retrieval with LLMs and GenAI services.
- Design enterprise semantic-search and knowledge-assistant solutions.
- Apply security, governance, performance, and production considerations to GenAI implementations.
Course Prerequisite
- Basic understanding of SAP HANA or relational databases
- Familiarity with SQL and database concepts
- Basic programming or application-development knowledge
- General understanding of APIs and application integration
- Fundamental awareness of cloud technologies
- Basic knowledge of AI, machine learning, or Generative AI concepts is beneficial but not mandatory
Course Target Audience
- SAP HANA Developers
- SAP HANA Consultants
- SAP BTP Developers and Consultants
- SAP Technical Consultants
- Generative AI Developers
- AI/ML Engineers
- Data Engineers
- Data Architects
- Solution Architects
- Application Developers
- Integration Developers
- Technical Leads
- Professionals working on enterprise AI and RAG implementations
Course Content
- SAP HANA Cloud architecture overview
- Role of SAP HANA in modern data architectures
- Introduction to Generative AI
- Large Language Models and enterprise applications
- Structured versus unstructured enterprise data
- Limitations of traditional keyword-based retrieval
- Role of semantic search in GenAI
- SAP ecosystem for enterprise AI
- Position of SAP HANA Vector Engine in GenAI architecture
DOWNLOAD CURRICULUM
- Introduction to SAP HANA Cloud Vector Engine
- Vector processing concepts
- Vector Engine components and capabilities
- Vector processing within SAP HANA Cloud
- Combining relational and vector data
- Vector workloads and enterprise data
- Vector Engine architecture patterns
- Data flow across GenAI applications
- Understanding vector-based retrieval architecture
DOWNLOAD CURRICULUM
- Understanding vectors and multidimensional representations
- What are embeddings?
- Text-to-vector transformation
- Semantic representation of enterprise content
- Embedding dimensions
- Embedding spaces
- Similarity between embeddings
- Dense vector concepts
- Documents, chunks, and embeddings
- Embedding model selection considerations
- Embedding lifecycle in GenAI applications
DOWNLOAD CURRICULUM
- Vector data representation in SAP HANA
- REAL_VECTOR data type
- Creating tables for vector data
- Storing embeddings with business data
- Loading vector information
- Converting vector representations
- Vector-related SQL operations
- Managing vector columns
- Combining vector and conventional attributes
- Querying structured and vector information
- Managing document metadata with embeddings
DOWNLOAD CURRICULUM
- Fundamentals of similarity search
- Semantic similarity concepts
- Query vectors
- Distance and similarity measurements
- Cosine similarity concepts
- Euclidean distance concepts
- Dot-product-based similarity
- Vector distance functions
- Ranking retrieved results
- Top-K retrieval
- Threshold-based retrieval
- Metadata-assisted filtering
- Hybrid retrieval patterns
- Evaluating retrieval relevance
DOWNLOAD CURRICULUM
- Role of embedding models
- Embedding generation workflow
- Query and document embeddings
- Choosing appropriate embedding models
- Understanding LLM context
- Prompt and context relationships
- Connecting enterprise information with LLMs
- Model endpoint considerations
- Embedding consistency
- Handling model changes and re-embedding
- Token and context-window considerations
- Enterprise LLM integration patterns
DOWNLOAD CURRICULUM
- Traditional search versus semantic search
- Semantic retrieval workflow
- Preparing enterprise documents
- Document extraction and preprocessing
- Chunking strategies
- Generating embeddings for chunks
- Storing chunks and metadata
- Creating semantic queries
- Executing vector similarity searches
- Ranking relevant passages
- Combining semantic search with business filters
- Improving retrieval quality
- Semantic enterprise knowledge search scenario
DOWNLOAD CURRICULUM
- Introduction to RAG
- Why RAG is used with LLMs
- RAG architecture components
- Ingestion pipeline
- Document preprocessing
- Chunking and embedding pipeline
- Vector storage layer
- User-query embedding
- Retrieval workflow
- Context augmentation
- Prompt construction
- LLM response generation
- Grounding responses with enterprise data
- Reducing hallucination risks
- RAG versus model fine-tuning
- RAG architecture with SAP HANA Vector Engine
DOWNLOAD CURRICULUM
- Designing an SAP HANA-based RAG pipeline
- Preparing enterprise knowledge sources
- Data ingestion strategies
- Document chunk management
- Embedding generation
- Persisting embeddings in SAP HANA
- Performing vector retrieval
- Applying metadata filters
- Selecting relevant context
- Prompt enrichment
- Passing retrieved context to an LLM
- Processing generated responses
- Source and context traceability
- Retrieval quality evaluation
- End-to-end RAG application workflow
DOWNLOAD CURRICULUM
- SAP AI architecture overview
- Introduction to SAP AI Core
- Role of SAP AI Launchpad
- Introduction to Generative AI Hub
- Model access through Generative AI Hub
- Foundation model concepts
- Model selection considerations
- Connecting GenAI models with SAP applications
- SAP HANA Vector Engine as a retrieval layer
- Embedding and inference workflows
- Prompt orchestration concepts
- Combining HANA data with Generative AI Hub models
- Enterprise GenAI integration architecture
DOWNLOAD CURRICULUM
- Designing enterprise GenAI applications
- Application architecture considerations
- Backend integration with SAP HANA Cloud
- Connecting applications to vector search
- Query processing workflow
- Context retrieval and augmentation
- LLM request and response handling
- API-based integration concepts
- Integration with SAP BTP applications
- CAP-based application integration concepts
- Conversational application patterns
- Knowledge assistants and enterprise copilots
- Handling sessions and conversational context
- Error handling and fallback strategies
DOWNLOAD CURRICULUM
- Enterprise AI security considerations
- SAP HANA authentication and authorization concepts
- Protecting sensitive enterprise information
- Role-based data access
- Securing model and application connections
- Data privacy considerations
- Responsible AI principles
- Prompt and response governance
- Grounding and information traceability
- Vector storage considerations
- Retrieval performance optimization
- Managing large vector datasets
- Query optimization considerations
- Monitoring GenAI applications
- Cost and resource considerations
- Production deployment considerations
DOWNLOAD CURRICULUM
Enterprise Use Cases
- Intelligent enterprise knowledge search
- Product information assistant
- Customer support knowledge assistant
- HR policy and employee information assistant
- Technical documentation search
- Procurement and supplier information retrieval
- Financial document intelligence
- SAP business data question-answering scenarios
- Context-aware enterprise copilots
Capstone Project – SAP HANA Vector Engine RAG Application
- Define enterprise GenAI use case
- Prepare sample knowledge documents
- Design document chunking strategy
- Generate vector embeddings
- Store vectors and metadata in SAP HANA
- Implement similarity-based retrieval
- Apply business and metadata filters
- Retrieve relevant contextual information
- Construct augmented prompts
- Integrate an LLM
- Generate context-grounded responses
- Test retrieval accuracy
- Evaluate generated responses
- Review security and governance considerations
- Present complete GenAI solution architecture
DOWNLOAD CURRICULUM
Request for Enquiry
SAP Implementation, Migration & Support Experts
End-to-end SAP services across transformation, BTP, HANA, cloud, migrations and managed operations.
S/4HANA Transformation
Greenfield, Brownfield and Selective Data Transition to S/4HANA with readiness assessments, conversion planning and smooth business cutover.
- Greenfield Implementation
- Brownfield System Conversion
- Selective Data Transition
- S/4HANA Readiness Assessment
SAP BTP & Integration
Integration Suite, side-by-side extensions, Build Apps, automation and analytics on a clean-core model for modern SAP landscapes.
- BTP Foundation Setup
- Integration Suite
- Extension & Clean Core
- Data & Analytics
HANA & Database
HANA administration, performance tuning, tenant management, backup, recovery and HA/DR design to keep the SAP core stable and fast.
- HANA Administration
- Performance & Tuning
- HA/DR Design & Build
- Backup, Recovery & Refresh
Cloud & Infrastructure
RISE with SAP, hyperscaler landing zones, sizing, monitoring, security, IaC and FinOps for scalable SAP cloud operations.
- RISE with SAP Advisory
- Hyperscaler Landing Zone
- Sizing & Capacity Planning
- Monitoring & FinOps
Migrations & Upgrades
Low-risk SAP migrations, OS/DB moves, release upgrades, Unicode conversion and datacenter relocation with rehearsed cutovers.
- OS/DB Migration
- Release & EHP Upgrades
- Unicode Conversion
- Datacenter / Cloud Migration
Managed Services / AMS
24×7 L1–L3 SAP support, Basis operations, incident management, system refresh and continuous improvement under SLA governance.
- Application Management L1–L3
- Basis Operations
- System Refresh
- Continuous Improvement
Explore Course Resources
Strengthen your learning with useful resources designed to help you prepare, practice, and evaluate your understanding.
SAP HANA Vector Engine & GenAI Training (MCQ) Assessment
This assessment tests understanding of course content through MCQ and short answers, analytical thinking, problem-solving abilities, and effective communication of ideas. Some Multisoft Assessment Features :
- User-friendly interface for easy navigation
- Secure login and authentication measures to protect data
- Automated scoring and grading to save time
- Time limits and countdown timers to manage duration.
SAP HANA Vector Engine & GenAI Corporate Training
Employee training and development programs are essential to the success of businesses worldwide. With our best-in-class corporate trainings you can enhance employee productivity and increase efficiency of your organization. Created by global subject matter experts, we offer highest quality content that are tailored to match your company’s learning goals and budget.
Global Clients
Customized Training
Be it schedule, duration or course material, you can entirely customize the trainings depending on the learning requirements
Expert
Mentors
Be it schedule, duration or course material, you can entirely customize the trainings depending on the learning requirements
360º Learning Solution
Be it schedule, duration or course material, you can entirely customize the trainings depending on the learning requirements
Learning Assessment
Be it schedule, duration or course material, you can entirely customize the trainings depending on the learning requirements
Why SAP HANA Vector Engine & GenAI Online Training Certification Course for Your Professional Growth
Strengthen your professional capabilities with practical learning, industry-relevant knowledge, and skills applicable to real-world business and technology environments.
Industry-Relevant Skills
Gain knowledge aligned with current industry practices, technologies, processes, and professional requirements.
Practical Learning
Understand concepts through practical scenarios, instructor-led discussions, exercises, and use cases.
Enhanced Professional Capability
Strengthen your ability to work confidently with relevant tools, workflows, platforms, and business processes.
Broader Career Opportunities
Add valuable capabilities to your profile and explore opportunities across relevant roles, projects, and industries.
Adapt to Changing Technologies
Stay familiar with evolving technologies, methodologies, and practices shaping modern enterprise environments.
Professional Recognition
Demonstrate your training achievement with a course completion certificate from Multisoft Systems.
Zoom-in
Certification Training Achievements: Recognizing Professional Expertise
Multisoft Systems is the “one-top learning platform” for everyone. Get trained with certified industry experts and receive a globally-recognized training certificate. Some Multisoft Training Certificate Features :
- Globally recognized certificate
- Course ID & Course Name
- Certificate with Date of Issuance
- Name and Digital Signature of the Awardee
Trending Courses
Why Learners Choose Multisoft Systems
Compare key training features and see how Multisoft Systems focuses on structured learning, practical understanding, and learner support.
Training Features That Matter
Evaluate the learning experience across important areas before selecting a training program.
Instructor-Led Learning
Structured sessions guided by experienced trainers.
Practical Learning
Hands-on exposure that supports concept understanding.
Flexible Learning Options
Learning formats designed around different schedules.
Learner Support
Assistance throughout the training journey.
Learning Resources
Resources that support revision and continued learning.
Training Certificate
Recognition after successful course completion.
Choose Training That Goes Beyond Theory
Multisoft Systems combines guided learning, practical exposure, flexible delivery, learner support, and structured resources to create a more complete training experience.
SAP SuccessFactors Implementing SmartRecruiters Training: A Complete Guide
Modern recruitment requires businesses to find suitable candidates quickly and... Read Article
LabWare LIMS: Features, Benefits, Applications & Training
Modern laboratories operate in an environment where accuracy, efficiency, traceability,... Read Article
What Is SAP Convergent Invoicing? Features, Processes, and Business Applications
Managing invoices accurately becomes challenging when businesses handle subscriptions, usage-based... Read Article
SAP SuccessFactors Recruiting: Features, Processes, and Career Opportunities
Recruiting the right talent is essential for business growth, but... Read ArticleSAP HANA Vector Engine & GenAI Online Training Certification Course Trainer Profile
19+ Years Experienced
Our SAP HANA Vector Engine & GenAI Corporate & Certification Program trainers bring 13+ years of proven industry expertise, delivering practical insights aligned with real project environments.
Trained 3950+ Professionals
Our expert trainers have successfully trained 3350+ professionals through structured, real-time training programs designed for industry readiness and career growth.
Certified Experts & Real-Time Project Learning
Build strong practical skills through live project-based training sessions led by certified industry experts with real-world experience.
Hands-on Learning Approach
Gain practical exposure through real-time scenarios, industry case studies, and hands-on assignments that simulate actual project challenges.
Certification Training Guidance
Receive expert support to prepare effectively, practice strategically, and confidently achieve globally recognized certification success.
Customized Training Delivery
Flexible training approach tailored to individual learning goals, skill levels, and evolving industry requirements for maximum effectiveness.
SAP HANA Vector Engine & GenAI Online Training Certification Course FAQ's
It is a technical training program focused on using SAP HANA's vector capabilities for embeddings, similarity search, semantic retrieval, RAG, and enterprise Generative AI applications.
What Attendees are Saying
Our clients love working with us! They appreciate our expertise, excellent communication, and exceptional results. Trustworthy partners for business success.
Share Feedback
