FREE RECORDING Multi-Cloud Masterclass · DBA to Multi-Cloud Data Engineer: The Complete Roadmap ▶ Watch now
▶ Watch the free Multi-Cloud masterclass recording →

Multi-Cloud Data Engineering, hands-on.

A 5-week live program to build, model, orchestrate and test modern data pipelines. Azure first, mapped to AWS and GCP, with a hands-on lab in every session and a capstone you defend.

both are free, takes 30 seconds
50
Class hours
25
Hands-on labs
25
Live sessions
3
Clouds

Get hired by top companies

Companies that hire cloud data engineers

OracleDeloitteAccentureTCSInfosysWiproHCLTechTech MahindraCognizantCapgeminiIBMLTIMindtreeKPMG
EYPwCAWSMicrosoftGoogle CloudNTT DATAMphasisHexawarePersistentGenpactDXC TechnologyFujitsuBirlasoft
Masterclass recording · free

DBA to Multi-Cloud Data Engineer: The Complete Roadmap

Missed it live? Watch the full session. Learn how to move from traditional database skills to modern data engineering: SQL, Python, ingestion, cloud storage, ETL pipelines and Apache Spark across Azure, AWS and Google Cloud. Ideal for Oracle DBAs, SQL/PLSQL developers, ETL professionals and aspiring data engineers.

Recorded liveFriday, 23 October 2026
FormatFull session video · free
CoversSQL, Python, ingestion, cloud storage, ETL pipelines, Apache Spark
▶ Watch the recording →

Quick sign-up, then it plays right here

The medallion way

Bronze, silver, gold. Build the whole pipeline.

You'll ingest raw data into bronze, clean and conform it into silver, and serve a modelled gold layer, first on Azure and then mapped to AWS and GCP.

  1. SRCSources
  2. BRZBronze
  3. SLVSilver
  4. GLDGold
SRC HTTP · SQL · FILES BRZ BRONZE · RAW SLV SILVER · CLEAN GLD GOLD · SERVE
Ingest · Weeks 1–2

Land it in bronze

ADF pipelines, metadata-driven incremental loads and log-based CDC land raw data in ADLS, mapped to S3 and GCS.

Transform · Week 3

Clean it into silver

PySpark and Delta Lake: MERGE upserts, SCD Type 2, time travel, OPTIMIZE and reprocessing without downtime.

Serve · Weeks 4–5

Serve it from gold

Star schemas served through Synapse, Fabric, Redshift and BigQuery, orchestrated with retries and guarded by quality gates.

The method

Five pillars. One job-ready data engineer.

01 · The core

Azure first, mapped to AWS and GCP.

Every 2-hour session runs the same way: 40 minutes of cloud-neutral concept, 35 minutes built live in Azure, 15 minutes mapping it to AWS and GCP, then 20 minutes of structured Q&A.

02

A hands-on lab, every session.

25 labs, one per session, from your first ADF pipeline to a capstone retail data platform.

03

Break & fix.

Diagnose injected skew, schema drift, duplicate loads and a runaway cluster against the clock.

04

50 hours, live.

25 sessions of 2 hours, 18:00–20:00 IST, Monday to Friday.

05

Capstone you defend.

Build a retail data platform from three source systems, then defend your design and its trade-offs in a 10-minute review.

The curriculum

Five weeks. One path to data engineer.

25 live sessions, each with its own hands-on lab, from SQL and Spark to a capstone you defend.

Week 01 of 05
Week 0110 hrs

Landscape, SQL, Python & Storage

  • S01 · The Data Engineering Landscape
  • S02 · SQL for Data Engineers
  • S03 · Python & the PySpark Mental Model
  • S04 · File Formats & Storage Layout
  • S05 · Cloud Object Storage
Hands-on labsLab 01 · Map a real reporting requirement to an architecture on paperLab 02 · Solve 15 window-function and plan-reading problems on a real datasetLab 03 · Rewrite a pandas script as PySpark; measure the crossover pointLab 04 · Convert a CSV dataset to partitioned Parquet; measure scan cost and sizeLab 05 · Set up all three accounts WITH budget alerts; build an identical medallion folder layout
Week 0210 hrs

Ingestion

  • S06 · Azure Data Factory Fundamentals
  • S07 · ADF Ingestion Patterns
  • S08 · Relational Sources & Change Data Capture
  • S09 · AWS & GCP Ingestion Services
  • S10 · Ingestion Design Clinic
Hands-on labsLab 06 · Build a first ADF pipeline copying from HTTP source to ADLS bronzeLab 07 · Metadata-driven incremental ingestion framework in ADFLab 08 · Configure CDC on a source table; land change feed into bronzeLab 09 · Rebuild the S06 ingestion pipeline in Glue and in Data Fusion; compare effortLab 10 · Design ingestion for three written enterprise briefs and defend the choices
Week 0310 hrs

Spark, Delta Lake & Medallion

  • S11 · Spark Architecture
  • S12 · PySpark Transformations
  • S13 · Delta Lake
  • S14 · Delta Optimisation & Table Maintenance
  • S15 · Medallion Architecture Build
Hands-on labsLab 11 · Read the Spark UI for a deliberately bad query; identify the shuffleLab 12 · Transform raw bronze into cleaned, conformed silver tablesLab 13 · Implement SCD Type 2 with MERGE; use time travel to recover a bad loadLab 14 · Measure query time before and after OPTIMIZE and clustering on the same tableLab 15 · Complete bronze→silver→gold pipeline, reprocessable end to end
Week 0410 hrs

Modelling, Warehousing & Orchestration

  • S16 · Dimensional Modelling
  • S17 · Azure Warehousing: Synapse & Fabric
  • S18 · AWS Redshift & GCP BigQuery
  • S19 · Orchestration & Scheduling
  • S20 · Data Quality & Testing
Hands-on labsLab 16 · Model a retail scenario into a star schema and justify the grainLab 17 · Serve the gold layer through a Fabric Lakehouse and a Warehouse; compareLab 18 · Load the same gold dataset into BigQuery and Redshift Serverless; compare cost and speedLab 19 · Orchestrate the full medallion pipeline with dependencies, retries and failure alertsLab 20 · Add a quality gate that blocks bad data from reaching gold
Week 0510 hrs · Capstone

Capstone: Retail Data Platform

  • S21 · Infrastructure as Code for Data Platforms
  • S22 · Capstone Briefing & Pipeline Design
  • S23 · Capstone Build Clinic
  • S24 · Pipeline Debugging & Optimisation Drill
  • S25 · Assessment & Design Defence
Hands-on labsLab 21 · Codify the storage and warehouse layer in TerraformLab 22 · Architecture document, data model and SLA planLab 23 · Guided buildLab 24 · Timed fault diagnosis; produce a production runbookLab 25 · Assessment + 10-minute design defence per learner
every session, lab & cloud mapping inside
The lab

You don't watch. You build.

Every session ends in a hands-on lab: 25 in all, each building on the last, so by Week 5 you have a working, reprocessable data platform.

  • Build a metadata-driven incremental ingestion framework in ADF
  • Land a CDC change feed from Azure SQL into bronze
  • Take bronze to silver to gold on Delta, with SCD Type 2 via MERGE
  • Serve gold through Fabric, then load it into BigQuery and Redshift
  • Orchestrate with retries and block bad data with a quality gate
Azure Databricks · Workflows › mp_b_medallion
Lab 15 Build the medallion lakehouse
Bronzeadls://bronze/orders/
Silversilver.orders_clean
Dimensiongold.dim_customer · SCD2
WriteMERGE INTO gold.fact_sales
Qualitygate: nulls, keys, row counts
ComputeServerless · Free Edition
Run ▸
Job running on serverless compute…

Illustration of a lab exercise

Free resources

Two free downloads. Grab both.

Fill in a short form and the PDF opens right away. See exactly what you'll learn before you enroll.

PDF · Training plan

Course syllabus

The official training plan: every session, lab and cloud mapping.

  • All 25 sessions with Azure, AWS and GCP mappings
  • 25 hands-on labs and the capstone
  • Service matrix and certification alignment
48-page ebook · Illustrated

Multi-Cloud Data Engineering ebook

A hand-drawn visual guide to the course, session by session.

  • A sketch-note page for each of the 25 sessions
  • Weekly recaps and pipeline flow diagrams
  • Key takeaways for quick revision
Reviews

What Our Learners Say

Honest feedback from professionals and learners who have been part of the ExaGuru learning journey.

Reviewed on Trustpilot
Trustpilot

Excelent Online training institute for Exadata, Exacc and OCI

Excelent Online training institute for Exadata, Exacc and oci. I had a great learning experience. Special appreciation to Mr. Krishna for his outstanding teaching skills. His clear explanations, practical approach, and ability to simplify complex technical concepts made the training easy to understand and follow. I highly recommend this institute to anyone looking to enhance their knowledge and skills in Oracle Exadata, ExaCC, and Oracle Cloud Infrastructure (OCI). Thank you, Mr. Krishna, for the excellent training and guidance!

SK
Sher KhanUAE · Oct 9, 2026
Trustpilot

It's very good platform to upgrade your skills

It's very good platform to upgrade your skills in very less time with hands-on practical knowledge as theory is not sufficient enough to upgrade your skill. Krishna has very good knowledge on what's actually needed to stay in market. What is essential which keeps you demanding in job market.

MS
Mayuresh ShinganIndia · Oct 9, 2026
Trustpilot

Excellent Course with Real-Time Troubleshooting

My experience with the ExaGuru course has been very positive and valuable. The training covers Exadata, OCI, ExaCC, and ExaCS in a practical and easy-to-understand way. The instructor (Krishna Sir) explains the concepts clearly and provides real-time industry examples, which helped me understand how these technologies are used in production environments. The hands-on lab sessions were especially useful because they gave me an opportunity to practice the concepts and gain practical experience. The course also covers real-time troubleshooting scenarios, which is very helpful for understanding and resolving issues that can occur in production. The recorded sessions are another great advantage, as I can revisit the topics whenever I need to refresh my knowledge. The job portal support provided as part of the course is also very useful for exploring relevant career opportunities. Overall, the combination of theoretical knowledge, real-time examples, hands-on practice, troubleshooting, recorded sessions, and job support has made this course very useful for my career and practical knowledge.

SS
Shaik SulaimanSingapore · Oct 2, 2026
Trustpilot

Quite literally the most in dept educational content available for Orcale ExaData

Well I scoured the internet for in depth ExaData courses and couldn't find any then I stumbled upon Exaguru was a bit skeptical at first but got enough confidence in their webinar and the best part of these courses were the interactive labs we were actually learning through practical application which is leagues and miles ahead of any other educational offering for these courses particular courses and the labs coupled with one on one doubt session helped me to actually get a job because their syllabus is quite tightly aligned to what is asked in and needed in the industry.

AS
Astitva SinghIndia · Aug 20, 2026
Trustpilot

The finest Exadata training I found

I found Exaguru while checking all the other options available for Exadata training, and found their training program the finest among all. They have a structured approach to the subject and know exactly whats needed in the industry in today's times. They even provide real time simulators, which is as-good-as practising on a real exadata machine, which is too expensive to procure for training. Viraj, our trainer, is an excellent teacher and has his own ways to motivate and assist in learning the fundamentals. Im happy to be part of exaguru and would recommend them to whomsoever is looking to learn Exadata and OCI.

AY
Aman YadavIndia · May 28, 2026
Trustpilot

I was looking for OCI GUI access

I was looking for OCI GUI access. I got it here. I was able to explore the options in OCI. The explanation during the course was also very good specially during OCI Networking. Thank you Krishna.

MM
Moizuddin MudassarSaudi Arabia · Oct 2, 2026
Trustpilot

I joined it in july batch

I joined it in july batch, I liked the OCI course, especially the networking labs. Working with VCNs, subnets and gateways, vlans, helped me understand the concepts much better.

GT
Gaurav TiwariIndia · Aug 20, 2026
Trustpilot

Very good theory and practice sessions

Very good theory and practice sessions. The instructor is very knowledgeable and took sincere efforts to make the class learn the concepts.

AA
Amit AggarwalUnited States · May 27, 2026
Trustpilot

Here I made progress in my OCI Journey

Here I made progress in my OCI Journey, all thanks mainly goes to Krishna Sir, He guided me through and made me what I am today.

AT
Anuj TiwariIndia · Aug 22, 2026
Trustpilot

Krishna is very good

Krishna is very good, patience enough to give answers give complete knowledge.

S
SrinivasUnited States · Oct 2, 2026
Trustpilot

Nice OCI networking and Exadata class

Nice oci networking part and overall exadata class is good.

MK
Muthu KumarIndia · Oct 2, 2026
Trustpilot

Simple learning process

Simple learning process. Best tutor. Company should more focus on helping candidate get the job who participated in courses. Overall it is great i recommend everyone to do courses from exaguru.

RY
Rama YeligetiIndia · Jul 10, 2026
Trustpilot

Amazing stuff and support provided by the team

Amazing stuff and support provided by team, recommended if want to reach pro level.

SC
Shailendra ChauhanIndia · Jul 7, 2026
Trustpilot

It was an awesome class of Exadata and OCI

It was awesome class of exadata and OCI. Please keep good work continuesly.

HR
Heeralal RamIndia · Jun 16, 2026
Read all reviews on Trustpilot
Choose well

Docs and videos vs ExaGuru.

Swipe the table →

What you get Self-study docs Recorded video courses ExaGuru Multi-CloudLIVE PROGRAM
Structured 50-hour path — Varies ✓ 25 live sessions
Azure, AWS and GCP in one program — Rarely ✓ Every session
Live demos and Q&A — — ✓ Every session
A hands-on lab in every session — Sometimes ✓ 25 labs
Practice on free-tier cloud accounts Sometimes Sometimes ✓ Azure, AWS, GCP
Debugging drill with injected failures — — ✓ Timed drill
End-to-end capstone project — Sometimes ✓ Retail data platform
Design defence and assessment — — ✓ Included
FAQ

Questions, answered.

Still unsure? Call +91 63940 49607 or email [email protected].

Yes. The masterclass from Friday, 23 October 2026 is recorded. Watch the recording free after a quick sign-up.

ETL, Informatica and SSIS developers, database and BI developers, Python developers and analysts, data analysts moving up, cloud and DevOps engineers, and freshers with strong SQL and Python. The outcome role is Data Engineer (Azure-primary).

Working SQL (joins, aggregations, subqueries), basic Python (functions, loops, dicts, reading a file) and comfort with the command line and Git basics. No prior cloud experience is assumed. A 45-minute screening test checks the basics before you enrol.

Azure is the teaching vehicle (about 55% of the program). Each concept is built in Azure first, then mapped to its AWS and GCP equivalents in the same session, with the differences that actually matter.

25 live-online sessions, 18:00–20:00 IST, Monday to Friday, over 5 weeks. Every session ends with a hands-on lab (25 in total), building up to a capstone retail data platform that you present and defend in Week 5.

Labs run on your own free-tier and trial accounts: Databricks Free Edition, the Microsoft Fabric trial, and the Azure, GCP and AWS signup credits. In Week 1 you set up budget alerts on all three clouds so you stay in control of cost.

It is not exam prep, but it overlaps roughly 60–70% with Microsoft DP-700 (Fabric Data Engineer), and Databricks Free Edition covers most of the practice for the Databricks Certified Data Engineer Associate.

The syllabus is the official training plan with every session, lab, cloud mapping and the capstone. The ebook is a 48-page illustrated companion with a sketch-note page for each session, weekly recaps and key takeaways. Both are free.

Download the syllabus and our team will reach out with batch dates, fees and enrollment options. You can also call +91 63940 49607 or email [email protected].

Multi-Cloud data engineering · ExaGuru

Build on Azure.
Ship on any cloud.

Start with the free syllabus and ebook to see exactly what you'll build before you enroll.

LABS
EVERY
SESSIONHands-on from week one · capstone and design defence included
Pick your next step

Get started free

▶ Watch the masterclass recording → Join the Multi-Cloud WhatsApp group

Questions? [email protected] · +91 63940 49607