Boot Camp: Community Edition
Join the free community boot camp that covers everything you need to know to go from junior data engineer to senior data engineer!
Start Date
Nov 15, 2024
End Date
Dec 28, 2025
Status
Not Enrolled
What You'll Learn
- Six weeks covering Spark, Flink, Data Modeling, and more!
- Automatic Graded Homework
- Get Certified
Prerequisites
- Basic SQL and Python skills
- Exposure to Docker
Program Structure
1
Bootcamp Orientation
2
Dimensional Data Modeling
6 Lessons•4h 11m
1 Assignment
Lessons
Dimensional Data Modeling Complex Data Type and Cumulation Day 1 Lecture
43m
Dimensional Data Modeling Complex Data Type and Cumulation Day 1 Lab
41m
Dimensional Data Modeling: Building Slowly Changing Dimensions Day 2 Lecture
40m
Dimensional Data Modeling: Building Slowly Changing Dimensions Day 2 Lab
45m
Dimensional Data Modeling: Graph Data Modeling Day 3 Lecture
34m
Dimensional Data Modeling: Graph Data Modeling Day 3 Lab
46m
3
Fact Data Modeling
6 Lessons•3h 52m
1 Assignment
Lessons
Fact Data Modeling: Core Concepts, Deduplication Day 1 Lecture
52m
Fact Data Modeling: Practical Insights into Data Modeling Day 1 Lab
40m
Fact Data Modeling: Core Elements in Data Modeling Day 2 Lecture
31m
Fact Data Modeling: Compact Tables for Efficient Data Representation Day 2 Lab
45m
Fact Data Modeling: Minimizing Shuffle and Reducing Facts Day 3 Lecture
32m
Fact Data Modeling: Practical Guide to Formatting and Aggregating Data Day 3 Lab
30m
Assignments
4
Apache Spark Fundamentals
6 Lessons•3h 34m
1 Assignment
Lessons
Apache Spark: Architecture, Optimization, and Best Practices Day 1 Lecture
48m
Apache Spark: Hands-On for Broadcast and Hash Joins Day 1 Lab
26m
Apache Spark: Managing Spark Jobs and Notebooks Day 2 Lecture
34m
Apache Spark: User-Defined Functions and Broadcast Join Day 2 Lab
36m
Unit Testing Spark Jobs: Importance, Challenges, and Leadership Perspectives Lecture
41m
Unit Testing Spark Jobs: Mastering Spark and PySpark Testing Lab
27m
Assignments
5
Applying Analytical Patterns
4 Lessons•2h 45m
1 Assignment
Lessons
Applying Analytical Patterns: Exploring SQL, Scaling Projects and Aggregation Analysis Day 1 Lecture
52m
Applying Analytical Patterns: Mastering Growth Accounting and Retention Analysis Day 1 Lab
34m
Applying Analytical Patterns: Recursive CTEs and Window Functions Day 2 Lecture
44m
Applying Analytical Patterns: Aggregations and Cardinality Reduction Day 2 Lab
33m
Assignments
6
Real-time pipelines with Flink and Kafka
5 Lessons•2h 48m
1 Assignment
Lessons
Flink Lab Setup
7m
Streaming Pipelines: Mastering Streaming and Real-time Pipelines Day 1 Lecture
50m
Streaming Pipelines: Setting up Streaming Pipelines Day 1 Lab
40m
Streaming Pipelines: Exploring Data Collection and Processing Day 2 Lecture
31m
Streaming Pipelines: Kafka, Postgres, Spark Integrations and Parallelism Day 2 Lab
39m
Assignments
7
Data Visualization and Impact
4 Lessons•1h 49m
1 Assignment
Lessons
Data Visualization and Impact: Mastering Data Engineering Day 1 Lecture
39m
Data Visualization and Impact: Hands-On with the CSV files Day 1 Lab
8m
Data Visualization and Impact: Insights and Best Practices Day 2 Lecture
23m
Data Visualization and Impact: Exploring Data Visualization and Aggregation Techniques Day 2 Lab
37m
Assignments
8
Data Pipeline Maintenance
2 Lessons•2h 24m
1 Assignment
9
KPIs and Experimentation
3 Lessons•2h 37m
1 Assignment
Lessons
Assignments
10
Data Quality Patterns
3 Lessons•1h 46m