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๐Ÿ› ๏ธHANDS-ON WORKSPACE

Data Engineering Lab

Launch the tools you learn. Practice with real data. Build real skills.

โšก 4 Production Platformsโ€ข๐Ÿ”— Verified Official Portalsโ€ข๐ŸŽ“ Integrated Tutorials
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FREE EDITION

Databricks Free Edition

Practice data engineering, SQL, Spark, Delta Lake, AI and machine learning in a free Databricks workspace.

SQLPySparkDelta LakeData EngineeringAI & ML
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OPEN SOURCE

Apache Airflow

Build, schedule and monitor production-style data workflows with open-source workflow orchestration.

DAGsSchedulingOperatorsSensorsWorkflows
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OPEN SOURCE

Apache Spark

PySpark

Build scalable data-processing applications using Python, SQL and distributed computing.

PySparkSpark SQLDataFramesDistributed ComputingStreaming

DataCraft School links to the official platforms. Availability, pricing, trials, usage limits and eligibility are determined by each provider.