Incubity by Ambilio
Data Engineering

Enterprise Data Engineering Bootcamp

Build production-grade data platforms from scratch — covering modern ETL/ELT, cloud warehouses, streaming, and data governance at enterprise scale.

12–16 weeks
Data Engineers
Sandbox + Projects

Program Overview

Build Enterprise-Grade Data Platforms

Data engineering is the backbone of every AI and analytics initiative. This intensive bootcamp takes engineers from SQL mastery through modern data stack architecture, cloud data platforms, and real-time streaming — all while building on enterprise-scale sandbox environments. Updated for 2025 with coverage of data lakehouse architectures (Delta Lake, Apache Iceberg), dbt best practices, and AI-ready data pipeline design.

Hands-On Sandbox

Build real data pipelines on cloud sandbox environments with production-grade tooling.

Modern Data Stack

Master dbt, Airflow, Spark, Kafka, and cloud-native warehouses (Snowflake, Databricks, BigQuery).

Streaming & Real-Time

Design and deploy real-time data pipelines with Kafka, Flink, and streaming-first architecture.

Curriculum

Program Curriculum

Structured learning path designed for measurable outcomes

Advanced SQL patterns and window functions
Database internals and query optimization
Data modeling (Kimball, Inmon, Data Vault)
Schema design for analytics
Performance tuning techniques

Skills You'll Build

SQL masteryPython data engineeringPipeline orchestrationCloud data platformsStreaming systemsData modelingData qualityInfrastructure as code

Tools & Technologies

Apache AirflowdbtApache SparkApache KafkaSnowflakeDatabricksBigQueryDelta LakeGreat ExpectationsDocker

Who Should Attend

Designed for professionals ready to lead and execute real change

Junior Data Engineers

Engineers starting their data engineering career looking for a comprehensive, structured foundation.

Backend Engineers

Software engineers transitioning to data engineering with strong coding skills.

Data Analysts

Analysts looking to level up into data engineering roles with production pipeline skills.

What You'll Walk Away With

Tangible deliverables and capabilities for your organization

Enterprise Data Platform

A fully built, production-grade data platform as your capstone project.

Architecture Documentation

Complete technical documentation for your data platform design and implementation.

Monitoring & Quality Suite

Data quality checks, pipeline monitoring, and alerting configured for production use.

Practitioner Certification

Certification validating enterprise data engineering capabilities.

Build Production-Grade Data Platforms

Master the modern data stack with hands-on sandbox experience and expert mentorship.