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Apache Spark: Core Concepts, Tools, and Applications

Prem Vishnoi(cloudvala)
15 min readFeb 15, 2025

Overview of Apache Spark’s Ecosystem and Core Libraries

Apache Spark is a powerful open-source distributed computing framework designed to handle big data processing and analytics at scale. In article 2, we covered Spark’s core concepts, such as transformations and actions, in the context of Structured APIs.

These fundamental building blocks serve as the foundation for Spark’s vast ecosystem, which consists of low-level APIs, structured APIs, and specialized libraries.

This article explores Spark’s toolset, providing an overview of its extensive features and integrations. Each section introduces key components of Spark’s ecosystem, enabling you to navigate Spark’s capabilities effectively.

1️⃣ Spark’s Core APIs and Libraries

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Prem Vishnoi(cloudvala)
Prem Vishnoi(cloudvala)

Written by Prem Vishnoi(cloudvala)

Head of Data and ML experienced in designing, implementing, and managing large-scale data infrastructure. Skilled in ETL, data modeling, and cloud computing

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