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Learn the Complete Roadmap of AWS Data Engineering & Enterprise AI Agents in Our Free 2-Hour Masterclass!
( Dive into AWS Glue, Modern Data Engineering, Agentic AI, LangGraph, AWS Bedrock, RAG, and Production-Grade AI Architectures )
Confused about how to start with AWS Data Engineering ?
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- What is AWS Data Engineering & Agentic AI?
- Why AWS + Agentic AI is the Next High-Growth Career Path
- Complete Roadmap to Become an AI-Powered Data Engineer
- AWS Services Every Data & AI Engineer Must Know
- Bedrock, LangChain & LangGraph Explained
- How Enterprise AI Agents Use Tools, Memory & Reasoning
- Real-World Data Engineering & Agentic AI Projects
- Salary Trends, Career Opportunities & Live Q&A
This course is ideal for individuals who:










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Modules covered in this AWS Data Engineering
Day 1
1) Agentic AI & Enterprise Patterns
- Agent vs Workflow vs RAG
- Why LangChain + LangGraph
- Enterprise reference architecture
Day 2
2) AWS Bedrock for Reasoning
- Bedrock runtime
- Claude / Titan models
- Tool calling support
- Guardrails
Day 3
3) FastAPI for Agent APIs
- Async APIs
- Streaming responses
- Request validation
Day 4
4) LangChain Fundamentals
- PromptTemplate
- Chains
- Tools
- Memory (overview)
- 🛠️ Build: (Simple LangChain agent)
Day 5
5) LangGraph Fundamentals
- Nodes
- Edges
- State schema
- Conditional routing
- 🛠️ Build: (Single-agent LangGraph flow)
Day 6
6) LangChain inside LangGraph
- Embedding LangChainagents in nodes
- Separation of concerns
- Failure isolation
Day 7
7) Tool Design for Agents
- Tool contracts
- Timeouts & retries
- Idempotency
Day 8
8) AWS Lambda as Agent Tools
- Lambda invocation patterns
- Payload design
- Error handling
- 🛠️ Tools:
- Order lookup Lambda
- Refund eligibility Lambda
Day 9
9) DynamoDB for Agent State
- Session memory
- Conversation state
- TTL & cleanup
Day 10
10)Rules Engine + Agent Control
- Deterministic logic
- Compliance workflows
- Rules + LLM hybrid
Day 11
11) Step Functions as Agent Tools
- Why orchestration matters
- Sync vs async workflows
- Human-in-the-loop
- 🛠️ Agent triggers Step Function
Day 12
12) SNS for Agent Notifications
- Event-driven agents
- Topic design
- Fan-out patterns
- 🛠️ Agent publishes to SNS
Day 13
13)Multi-Tool Reasoning
- Choosing Lambda vs Step Function
- Tool ranking
- Tool chaining
Day 14
14) Error Handling & Compensation
- Retries
- Fallback tools
- Dead-letter flows
Day 15
15) Agent Observability
- Structured logging
- CloudWatch metrics
- Traceability
Day 16
16)OpenSearch Vector Memory
- Embeddings
- Hybrid search
- Context control
Day 17
17)RAG inside Agent Graph
- Retrieval strategies
- Hallucination reduction
- Confidence scoring
Day 18
18)Audit & Compliance
- Prompt logging
- Tool call tracking
- PII masking
Day 19
19)S3 & Snowflake Analytics
- Audit storage in S3
- Agent metrics in Snowflake
- Cost & latency dashboards
Some of the tools you will learn












Meet your mentor
Velmurugan M.S
Data Architect
Velmurugan M.S is a data professional with 15+ years of experience, including 8 years in big data technologies like Apache Spark, Databricks, and Hadoop. He specializes in designing data lakes and ELT processes using Databricks, AWS, and Azure. Currently a freelancer, Velmurugan has previously worked with IBM, Cognizant, and HP, excelling in optimizing Databricks architectures for performance and scalability.
Don't take our word for it.
❮
❯
Soumya Parida
Current Company Name : Ltimindtree
★★★★★
Velmurugan is a very nice tutor and very well equipped with bigdata technologies like Hadoop, python, pyspark, sql, AWS and azure services. Previously I was into support environment,but with his help I transitioned my career into data engineering domain with a decent salary hike. He not only cleared the concepts but also used to give me realtime scenarios which helped me a lot in cracking the interviews. So would highly recommend everyone to attend his training who want to transition their career in data engineering domain.
Paramjit Singh
Course : AWS Data Engineering & Databricks Certified data engineer associate
★★★★★
Velmurugan sir ability to break down complex concepts into simpler, easy-to-understand explanations is remarkable. He guided me step by step, ensuring I had a solid grasp of both foundational and advanced topics. His mentorship was instrumental in helping me clear the Databricks certification, which had been a major goal for me.
What sets him apart is his hands-on approach to teaching. He didn’t just prepare me for the certification but also helped me address real production challenges with actionable solutions. His insights and practical tips have had a lasting impact on my ability to troubleshoot and optimize data engineering workflows.
Kirti Sharma
★★★★★
Learning from Velmurugan was an incredible experience. His deep knowledge of AWS Glue, Spark, and Databricks is matched by his ability to teach in a way that makes even the most complex topics approachable. I’m extremely grateful for his mentorship and would highly recommend him to anyone aspiring to grow in the fields of data engineering or cloud technologies. Velmurugan’s commitment to his students' success truly sets him apart.
Bonny Joseph
Current Company Name : Amazon (Seattle, Washington, United States)
★★★★★
Vel did an excellent job of teaching all the foundational concepts before diving into hands-on work. He ensured I became proficient with modern data engineering tools, which have been incredibly helpful in my current role.
Sarangan Subramaniam
Current Company Name : Expleo United Kingdom
★★★★★
Velmurugan is a very nice tutor and very well equipped with bigdata technologies like Hadoop,python, pyspark,sql,AWS and azure services.Previously I was into support environment,but with his help I transitioned my career into data engineering domain with a decent salary hike.He not only cleared the concepts but also used to give me realtime scenarios which helped me a lot in cracking the interviews.So would highly recommend everyone to attend his training who want to transition their career in data engineering domain.Velmurugan is a very nice tutor and very well equipped with bigdata technologies like Hadoop,python, pyspark,sql,AWS and azure services.Previously I was into support environment,but with his help I transitioned my career into data engineering domain with a decent salary hike.He not only cleared the concepts but also used to give me realtime scenarios which helped me a lot in cracking the interviews. So would highly recommend everyone to attend his training who want to transition their career in data engineering domain.
Attain Recognition with the Certificate of Course Completion
Upon completing the course, you will receive a certificate—an impactful addition to your LinkedIn profile that can capture the interest of our hiring partners and prominent big data companies.
Grab the course, and get ready for...
Most Popular plan
₹ 39,999
₹ 32,999 /-
Instructor-led live sessions
- Comprehensive Curriculum Coverage
- Access to All Session Recordings
- Certificate of Completion
- Lifetime Access Granted
- 4 Real-World Projects Included
- Engage with a WhatsApp Community
- Live Compact and Interactive Batches
- Certification Support Available
- Live Q&A Sessions
- Career Guidance Provided
- Live and Practical Classes
- Support for AWS Certification
- Instant Doubt Resolution
- On Call Job Tips
- Global Job Tips
- On Resume Building Assistance
- Insider Tips for Package Negotiation
- Mock Interviews for Preparation
Popular plan
₹ 17,999
₹ 15,999 /-
On-Demand Recorded sessions
- Comprehensive Curriculum Coverage
- Access to All Session Recordings
- Certificate of Completion
- Lifetime Access Granted
- 3 Real-World Projects Included
- Engage with a WhatsApp Community
- Live Doubt Sessions
- Interview Questions
- Live Compact and Interactive Batches
- Live and Practical Classes
- Instant Doubt Resolution
- On Call Job Tips
- Global Job Tips
- On Resume Building Assistance
- Insider Tips for Package Negotiation
- Mock Interviews for Preparation
Most Popular plan
₹ 23,000
₹ 20,000 /-
Instructor-led live sessions
- Comprehensive Curriculum Coverage
- Access to All Session Recordings
- Certificate of Completion
- Lifetime Access Granted
- 3 Real-World Projects Included
- Engage with a WhatsApp Community
- Live Compact and Interactive Batches
- Certification Support Available
- Live Q&A Sessions
- Career Guidance Provided
- Live and Practical Classes
- Support for AWS Certification
- Instant Doubt Resolution
- On Call Job Tips
- Global Job Tips
- On Resume Building Assistance
- Insider Tips for Package Negotiation
- Mock Interviews for Preparation
Popular plan
₹ 11,999
₹ 8,999 /-
On-Demand Recorded sessions
- Comprehensive Curriculum Coverage
- Access to All Session Recordings
- Certificate of Completion
- Lifetime Access Granted
- 3 Real-World Projects Included
- Engage with a WhatsApp Community
- Live Doubt Sessions
- Interview Questions
- Live Compact and Interactive Batches
- Live and Practical Classes
- Instant Doubt Resolution
- On Call Job Tips
- Global Job Tips
- On Resume Building Assistance
- Insider Tips for Package Negotiation
- Mock Interviews for Preparation
Frequently Asked Questions
Have Any Questions? Let’s Start to Talk
Let’s start a conversation. Tell a bit yourself and send you inquiry to us. we’ll get back to you as soon as possible
Further Learning Opportunities
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Dive Deep into AWS Data Engineering, Delta Lake Fundamentals, Task Orchestration, Performance Optimization, and Advanced Lakehouse Architecture in this Comprehensive Course!
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Dive Deep into Agentic AI, Task Orchestration, Performance Optimization, and Advanced Lakehouse Architecture in this Comprehensive Course!










