← Back to Learning HubData Engineering:
🏗️ Complete Data Engineering Curriculum
Data Engineering:
Pipelines to Production
59 comprehensive lessons — from SQL foundations to Spark, Kafka, Airflow, Snowflake, dbt, and cloud-scale systems. All free, all practical.
59
Lessons
4
Modules
40+
Hours
300+
Code Examples
AirflowSparkKafkaSnowflakedbtBigQueryRedshiftDockerTerraform
Start Learning Free →All Lessons (59)
Click any lesson to start learning
- •What Is Data Engineering
- •Data Engineering Vs Data Science
- •Data Lifecycle
- •Sql Fundamentals
- •Advanced Sql
- •Python For Data Engineers
- •Command Line Shell Scripting
- •Version Control Git
- •Databases Fundamentals
- •Data Modeling Basics
- •Cloud Platforms Overview
- •Docker For Data Engineers
- •Linux And Networking
- •Data Formats Json Parquet Avro
- •Project 1 Build Pipeline
- •Etl Vs Elt
- •Apache Airflow Intro
- •Airflow Advanced
- •Apache Kafka Intro
- •Kafka Streams
- •Spark Fundamentals
- •Spark Streaming
- •Batch Vs Streaming
- •Data Ingestion Patterns
- •Data Quality Validation
- •Data Testing
- •Monitoring Observability
- •Error Handling Retries
- •Pipeline Orchestration Prefect
- •Project 2 Streaming Pipeline
- •Snowflake Airflow Kafka Pyspark Architecture
- •Data Warehouse Concepts
- •Snowflake Fundamentals
- •Snowflake Advanced
- •Bigquery Fundamentals
- •Redshift Fundamentals
- •Dbt Fundamentals
- •Dbt Advanced
- •Data Lake Architecture
- •Delta Lake Iceberg
- •Data Lakehouse
- •Partitioning Indexing
- •Project 3 Warehouse Build
- •Data Mesh Architecture
- •Data Mart Concepts
- •Data Governance Catalog
- •Data Serving Patterns
- •Data Security Compliance
- •Data Usage Layers
- •Cost Optimization
- •Mlops Data Engineering
- •Real Time Analytics
- •Data Contracts
- •Infrastructure As Code
- •Ci Cd Data Pipelines
- •Performance Optimization
- •De Interview Prep
- •De Portfolio Projects
- •Capstone End To End
Cloud Platforms — Free
Deep-dive into AWS, GCP, or Azure for data engineering
AWS Data Engineering
FreeMaster AWS — S3, Glue, Redshift, EMR, Kinesis, Lambda, Step Functions. Architecture diagrams, pipelines, 200+ interview Q&A.
S3 & StorageGlue & ETLRedshift & EMRKinesis & Streaming
GCP Data Engineering
FreeMaster GCP — BigQuery, Dataflow, Dataproc, Pub/Sub, Cloud Composer. Architecture diagrams, pipelines, 200+ interview Q&A.
BigQueryDataflow & BeamDataproc & SparkPub/Sub & Streaming
Azure Data Engineering
FreeMaster Azure — Synapse, ADF, Databricks, Event Hubs, Stream Analytics. Architecture diagrams, pipelines, 200+ interview Q&A.
Synapse AnalyticsAzure Data FactoryDatabricks & DeltaEvent Hubs & Streaming
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