Browse the lab catalog
8 environments available in Data Engineering & Analytics.
All categories☁️Azure🟧AWS🔵GCP🔴OCI🖥️OS & VMs🐳Containers🔁DevOps🧩Virtualization💻Dev Environments📊Data Engineering🗄️Databases🤖AI & GenAI🏢Enterprise🛡️Security🐧Linux Admin🌐Networking
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Apache Kafka
Apache
Kafka cluster with sample topics for event-streaming practice.
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Snowflake
Snowflake
Snowflake account with sample databases for warehousing practice.
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Apache Airflow
Apache
Airflow instance for building and scheduling data pipelines (DAGs).
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Apache Spark
Apache
Standalone Spark cluster for batch and streaming data-processing practice.
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Databricks Sandbox (Azure, GCP & AWS)
Databricks
Multi-cloud Databricks workspace — choose Azure, GCP or AWS as the host cloud.
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Hadoop
Apache
HDFS + YARN cluster for classic big-data processing practice.
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Microsoft Fabric
Microsoft
Microsoft Fabric capacity for unified analytics across the OneLake platform.
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Power BI
Microsoft
Power BI workspace with sample datasets for report and dashboard building.
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