VNode ITeSBook

Enterprise Program Brief

Build ETL Pipelines with SQL

Part of the Databricks Analytics Engineer pathway. Learn how to build production SQL ETL pipelines with Materialized Views, Streaming Tables, and Lakeflow Jobs.

Official Source: DatabricksDatabricksIntermediate
Download Program Brief (PDF)

Program Snapshot

Engagement scoped to cohort

DurationSelf-paced or instructor-led
FormatSelf-paced or instructor-led
LevelIntermediate
SubjectAnalytics
  • MCT-led delivery
  • Private cohort / virtual ILT
  • Typical response: 1 business day
Scoping call typically scheduled within one business day

VNode ITeS delivers Build ETL Pipelines with SQL as an MCT-led Databricks program for Analytics Engineer. Typical duration is Self-paced or instructor-led (Self-paced or instructor-led). Labs follow production-shaped scenarios rather than slide-only walkthroughs. Private cohorts can shift emphasis by role mix, workspace or repo constraints, and rollout timing.

Audience Profile

Built for these roles

SQL practitioners building production ETL pipelines on Databricks.

  • Analytics Engineer
  • Analytics
  • Tailored Team Delivery
  • Implementation-Focused

Overview

Executive overview

Learn how to build production SQL ETL pipelines with Materialized Views, Streaming Tables, and Lakeflow Jobs.

Prerequisites

  • Working SQL and familiarity with analytics on Databricks.

Program Outcomes

Capabilities your teams will gain

  • Leverage Streaming Tables, Materialized Views, and AUTO CDC for declarative pipelines
  • Implement incremental ingestion and transformations across the medallion architecture
  • Handle SCD Type 1 and Type 2 with AUTO CDC
  • Orchestrate pipelines using Lakeflow Jobs and SQL-based workflows

Enterprise Delivery

Official learning & delivery options

Review the vendor learning resource, then book a consultation or request a private cohort for your team.

Curriculum

Curriculum roadmap

  • Streaming Tables, Materialized Views, and AUTO CDC
  • Incremental ingestion across the medallion architecture
  • SCD Type 1 and Type 2 with AUTO CDC
  • Lakeflow Jobs and SQL-based workflows
1

Module 1

Streaming Tables, Materialized Views, and AUTO CDC

+

Leverage Streaming Tables, Materialized Views, and AUTO CDC for declarative pipelines.

  • Leverage Streaming Tables
  • Materialized Views
  • and AUTO CDC for declarative pipelines
2

Module 2

Incremental ingestion

+

Implement incremental ingestion and transformations across the medallion architecture.

  • Implement incremental ingestion
  • transformations across the medallion architecture
3

Module 3

SCD Type 1 and Type 2

+

Handle SCD Type 1 and Type 2 with AUTO CDC.

  • Handle SCD Type 1
  • Type 2 with AUTO CDC
4

Module 4

Lakeflow Jobs

+

Orchestrate pipelines using Lakeflow Jobs and SQL-based workflows.

  • Orchestrate pipelines using Lakeflow Jobs
  • SQL-based workflows

Delivery Models

Delivery models

Virtual ILTOnsiteHybridExecutive WorkshopBootcampWeekend

Engagement Fit

Engagement fit

  • Implementation-focused labs
  • Private cohort delivery
  • Intermediate practitioner depth
  • Business outcome alignment

Enterprise Customization

Enterprise customization

Tailor this program to your organization's priorities: Gives analytics teams a SQL path to production pipelines on Databricks.

  • Align pipeline examples to your medallion layout

Credentials

Certification & official source

Aligned to the official Databricks training catalog and certification guidance for this program.

View Databricks Training Source

Resources

Program resources

Yes. Most enterprise clients prefer private delivery scoped to role mix, timezone, and rollout timeline. We align lab environments and scenarios to your tenant context where applicable.

Enterprise Proof

Trusted delivery outcomes

“The Microsoft Fabric implementation program gave our data engineering team a structured path from legacy pipelines to a modern lakehouse architecture.”

Head of Data Engineering

Global Financial Services Firm

Financial Services
“We needed a partner who understood both the technical depth of Azure OpenAI and the governance requirements of an enterprise.”

VP of Technology

Large Healthcare Organization

Healthcare

Delivery Capability

Enterprise-grade instruction

View delivery capability profile

MCT-led delivery

Programs led by Microsoft Certified Trainer practitioners

Enterprise program oversight

Founder-led specialist delivery with structured rollout planning

Global delivery

APAC · EMEA · Americas · Virtual & Onsite

Implementation-focused

Hands-on labs aligned to production scenarios