Does this skill cover real-time data processing?

Yes, it includes detailed paths for Spark Streaming, Flink architecture, and Kafka message queuing for real-time ETL and monitoring.

Does it include modern architecture trends like Data Lakehouse?

Yes, the practical layer covers emerging trends such as Lakehouse architectures using Iceberg and Hudi.

Can this guide help me troubleshoot Spark performance issues?

Absolutely. It provides specific troubleshooting workflows for common problems like OutOfMemory (OOM) errors, data skew, and task timeouts.

What prerequisites do I need to use this big data guide?

You should have basic knowledge of Linux system operations, SQL, and at least one programming language such as Java, Python, or Scala.

Big Data Learning Guide

Name: Big Data Learning Guide
Author: whq123-blog

bywhq123-blog

0•

학습 및 문서화

Provides a systematic, three-stage learning path for mastering big data technologies from Hadoop fundamentals to advanced real-time processing architectures.

This skill acts as a comprehensive mentor for developers transitioning into big data engineering. It offers a structured curriculum divided into foundational, advanced, and practical layers, covering core components like HDFS, YARN, Spark, Flink, and Kafka. Whether you are looking to build a Hadoop cluster, optimize Spark jobs, or design a data warehouse architecture, this guide provides the necessary theoretical background, hands-on tasks, and performance tuning strategies to solve real-world data challenges and improve distributed system performance.

주요 기능

01Deep dives into Hadoop, Spark, Flink, Kafka, and NoSQL components

02Data warehouse modeling and architecture design patterns

03High-frequency interview question preparation for data engineers

040 GitHub stars

05Performance optimization guides for OOM and data skew issues

06Structured three-stage curriculum (Basics, Advanced, Practical)

사용 사례

01Designing real-time user behavior analysis systems using Flink and Kafka

02Transitioning from backend development to big data engineering

03Troubleshooting and tuning Spark job performance in production environments

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add whq123-blog/coze_skills bigdata-learning-guide

For use in Claude.ai and ChatGPT

Download Skill