dbt Cloud Data Engineering Full Demo 2026 | Transformations, Models & Real Projects | Madhu

🟢 dbt CLOUD DATA ENGINEERING — COMPLETE DEMO CLASS (PART 2)
Watch the FULL live demo of dbt Cloud — the tool every top data team in the world is using right now.
Madhu — 10+ Years Industry Experience | dbt Expert | Corporate Trainer

In this FREE demo session, you will learn:
✅ What is dbt and WHY every company is switching from traditional ETL to dbt
✅ dbt Layered Architecture — Raw, Staging, Intermediate, Mart (Gold Layer)
✅ dbt Models — Writing your first transformation in SQL
✅ dbt Tests — Automated data quality checks that run on every pipeline execution
✅ dbt Documentation — Auto-generated docs + visual lineage graph
✅ dbt Snapshots — SCD Type 2 historical tracking made simple
✅ dbt Macros — Jinja templating for reusable transformation logic
✅ dbt CI/CD — Git-based pipelines with GitHub Actions
✅ Incremental Models — Process only new/changed rows for efficiency at scale
✅ dbt vs Traditional ETL — Why dbt wins on every dimension

🚀 WHO IS THIS FOR?
→ ETL / Informatica / SSIS developers who want to upskill
→ SQL Developers targeting Analytics Engineering roles
→ Data Engineers who already know Snowflake and want to add dbt
→ Anyone preparing for dbt developer interviews in 2025
→ Freshers targeting ₹14-25 LPA Analytics Engineer roles

💼 JOB ROLES AFTER THIS TRAINING:
→ dbt Analytics Engineer — ₹14 to 25 LPA
→ Snowflake + dbt Developer — ₹18 to 35 LPA
→ Data Engineer (Modern Stack) — ₹20 to 40 LPA
→ Senior Data Engineer — ₹30 to 50+ LPA
→ Data Architect — ₹40 to 60+ LPA

📚 WHAT IS COVERED IN THIS PROGRAM (60+ Hours):
→ Module 1: SQL & SnowSQL Foundations (Window Functions, PIVOT, Performance Tuning)
→ Module 2: Snowflake Core Engineering (Architecture, Streams, Tasks, Snowpipe)
→ Module 3: dbt Cloud Transformation (Models, Sources, Tests, Snapshots, Macros, CI/CD)
→ Module 4: AWS S3 + Snowpipe Integration
→ Module 5: Azure ADF Integration
→ Module 6: Architecture & Admin (RBAC, Masking, Cost Optimization)

🏆 3 REAL END-TO-END PROJECTS INCLUDED:
→ Project 1: US Healthcare Data Pipeline (S3 → Snowpipe → dbt Staging → Mart → BI)
→ Project 2: Azure ADF + dbt Sales CRM Integration
→ Project 3: CDC E-Commerce Orders with dbt Incremental Models

💎 WHAT YOU GET WHEN YOU ENROLL:
✔️ 60+ Hours Live Online + Offline Training (Hyderabad DSNL + Zoom)
✔️ All Session Recordings — Lifetime Access
✔️ dbt Cloud Free Tier Setup Guide (step by step)
✔️ AWS Free Tier + Snowflake Trial Account Setup
✔️ 500+ Interview Q&A (Snowflake + dbt + AWS + ADF)
✔️ 1-on-1 Mock Interviews + Salary Negotiation Coaching
✔️ 3 GitHub Projects (resume-ready portfolio)
✔️ Certificate of Completion
✔️ LinkedIn Profile Optimization Guidance
✔️ Post Offer Letter Support — ₹1,50,000 (30-day hand-holding at new job)
✔️ Weekly Online Work Support — ₹10,000/week (7 days WhatsApp)

🎯 NEXT BATCH DETAILS:
📅 Batch Start: Monday, April 21, 2025 — 8:00 PM IST
🕗 Class Time: 8 PM IST onwards
📍 Mode: Online (Zoom) + Offline (Hyderabad, DSNL)
⚠️ VERY LIMITED SEATS — Small batch for quality training

💰 HOW TO ENROLL:
→ Fee: ₹25,000
→ Payment: GPay or PhonePe — 📱 +91 73829 54716
→ WhatsApp payment screenshot to: +91 73829 54716
→ Mail ID will be shared immediately after payment
→ Get added to WhatsApp group + access recordings from Day 1
→ Daily practice tests + interview preparation every session
→ Commit 1 month — You WILL get the job offer

📞 CONTACT MADHU:
WhatsApp / Call: +91 73829 54716 (Anytime — 7 days a week)
YouTube: youtube.com/@Timevariantmars
Location: Hyderabad, DSNL

🎬 WATCH PART 1 (Snowflake):
Search: "Madhu Snowflake Data Engineering Full Demo" on this channel
Or go to youtube.com/@Timevariantmars — posted at 11 AM today

🎬 WATCH PART 1 + PART 2 COMBINED (Full Demo):
Search: "Madhu Snowflake dbt Full Demo Combined" on this channel
Or go to youtube.com/@Timevariantmars — posted at 3 PM today

📌 TIMESTAMPS:
00:00 — Introduction & Why dbt
05:00 — dbt vs Traditional ETL — Full Comparison
12:00 — dbt Architecture (Raw → Staging → Intermediate → Mart)
20:00 — Writing dbt Models LIVE
28:00 — dbt Tests & Data Quality
34:00 — dbt Documentation & Lineage Graph
40:00 — dbt Snapshots — SCD Type 2 LIVE
47:00 — Incremental Models at Scale
52:00 — CI/CD with GitHub Actions
57:00 — Batch Details & How to Enroll

🔔 SUBSCRIBE to @Timevariantmars for FREE Snowflake, dbt, AWS content.
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