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所在平台: Udemy |
课程主页: https://www.udemy.com/course/clickhouse-database/
课程评论:没有评论
## ClickHouse 精通:规模化高性能分析 本课程是世界领先的高性能列式数据库 ClickHouse 的全面指南。ClickHouse 由 Yandex 开发,以其闪电般的分析速度而闻名,被 Uber、Cloudflare 和 Cisco 等公司广泛使用,能够处理数十亿行数据。 **您将学到:** * ClickHouse 的架构和核心原理 * 在本地或服务器上安装和配置 ClickHouse * 使用不同引擎创建和管理数据库和表 * 利用 SQL 和高级表达式进行快速分析查询 * 通过 MergeTree 系列引擎优化性能 * 高级功能:物化视图、TTL、分区和采样 * 集成 ClickHouse 与 Superset、Python、CSV/Parquet 等工具 * 监控和保护 ClickHouse 集群以应对生产环境 **课程适合对象:** * 需要构建实时、大批量分析管道的数据工程师 * 希望将 ClickHouse 作为分析密集型应用程序后端的数据开发人员 * 需要快速仪表板和即席查询的 BI 专业人士和分析师 * 管理生产环境中 ClickHouse 的系统管理员 * 从传统 RDBMS 转向列式数据库的任何人 **涵盖技术:** * ClickHouse SQL * MergeTree 系列引擎(ReplacingMergeTree, AggregatingMergeTree, CollapsingMergeTree) * 外部表(File, URL, JDBC) * 字典和数据跳过索引 * JSON, CSV, Parquet, Avro * 监控与性能调优 * Docker & 本地安装选项 * 与 Superset、Python 和 REST 的基本集成 **为何选择本课程?** ClickHouse 专为 OLAP 工作负载而设计,速度极快,能显著提升报告、仪表板和分析性能。本课程包含真实世界的案例、最佳实践和动手演示,帮助您掌握实用的技能。 **课程亮点:** * **初学者友好:** 从零开始,无需 ClickHouse 经验。 * **动手项目:** 使用真实数据集和用例进行实践。 * **性能驱动:** 深入了解 ClickHouse 实现高速的内部机制。 * **大量练习:** 通过测验、作业和实验室巩固知识。 * **职业发展:** 提升数据分析领域的高需求技能。 **先修知识:** * SQL 基础知识 * 数据仓库概念(有则更佳,但非必需) * 无需 ClickHouse 经验 完成本课程后,您将能够自信、高效地设计、构建和优化基于 ClickHouse 的大规模分析解决方案。立即加入,用 ClickHouse 提升您的数据分析能力!
Welcome to "Mastering ClickHouse: High-Performance Analytics at Scale" - your comprehensive guide to one of the fastest columnar databases in the world!ClickHouse, developed by Yandex, is trusted by companies like Uber, Cloudflare, and Cisco for lightning-fast analytics on billions of rows. Whether you're a data engineer, analyst, backend developer, or database administrator, this course will help you unlock ClickHouse's full potential and build blazing-fast data pipelines, dashboards, and analytics systems.What You'll Learn:Understand the architecture and core principles behind ClickHouseInstall and configure ClickHouse on your local machine or serverCreate and manage databases and tables with various enginesPerform fast analytical queries with SQL and advanced expressionsOptimize performance using Merge Tree family enginesLeverage advanced features: materialized views, TTLs, partitions, and samplingIntegrate ClickHouse with tools like Superset, Python, and CSV/ParquetMonitor and secure your ClickHouse cluster for production readinessWho This Course is For:Data Engineers looking to build real-time and high-volume analytics pipelinesDevelopers who want to use ClickHouse as a backend for analytics-heavy applicationsBI Professionals and Analysts needing fast dashboards and ad-hoc queryingSystem Administrators managing ClickHouse in a production environmentAnyone transitioning from traditional RDBMS to columnar databasesTechnologies Covered:ClickHouse SQLMergeTree, Replacing Merge Tree, Aggregating Merge Tree, Collapsing Merge TreeExternal Tables (File, URL, JDBC)Dictionaries and Data Skipping IndexesJSON, CSV, Parquet, AvroMonitoring & performance tuningDocker & local installation optionsBasic integrations with Superset, Python, and RESTWhy Take This Course?Unlike other general-purpose databases, ClickHouse is designed from the ground up for OLAP workloads. It's built for speed, and once you understand how it works, you'll see dramatic performance improvements for reporting, dashboards, and analytics.This course is built with real-world examples, best practices, and hands-on demos. We'll go beyond theory and help you gain practical skills that are immediately useful.Course Highlights:Beginner-Friendly: Start from scratch, no prior ClickHouse experience neededHands-On Projects: Follow along with real datasets and use casesPerformance-Driven: Learn the internals of how ClickHouse achieves high speedTons of Practice: Quizzes, assignments, and labs to reinforce conceptsCareer-Boosting: Skill up with a high-demand analytics technologyPrerequisites:Basic understanding of SQLFamiliarity with databases and data warehousing concepts is helpful but not requiredNo prior ClickHouse experience necessaryBy the end of this course, you'll be able to design, build, and optimize ClickHouse-based solutions for large-scale analytics - with confidence and speed.Enroll now and take your data analytics skills to the next level with ClickHouse!