Master Web Analytics with Apache Spark & Databricks

What you will learn:

Create weblog reports for ecommerce websites using Apache Spark and Databricks.
Process and analyze large-scale weblog data using Spark.
Build interactive dashboards in Databricks notebooks.
Generate key reports (sessions, page views, referrer analysis, etc.).
Master Spark SQL and DataFrames for data manipulation.
Use Docker for efficient environment setup.
Publish your project online to showcase your skills.
Understand the fundamentals of web analytics.
Create scalable data pipelines for web data processing.
Transform raw data into actionable business insights.

Description

Unlock the potential of your website data! This comprehensive course empowers you to leverage the power of Apache Spark and Databricks to transform raw weblog data into actionable business intelligence. Designed for data engineers, analysts, and aspiring big data professionals, you'll master the entire data reporting pipeline, from data ingestion to insightful visualization.

Learn to build interactive dashboards revealing key website metrics such as session duration, referrer analysis, visitor segmentation, and device usage. We'll guide you through setting up your environment using Docker and Java, mastering Apache Zeppelin notebooks, and utilizing Spark Core, RDDs, and Spark SQL for efficient data processing. You'll work with a realistic ecommerce weblog dataset containing over 40 attributes, gaining hands-on experience in generating critical reports.

Key skills you'll acquire:

Mastering Apache Spark and Spark SQL for big data analytics.
Building interactive dashboards in Apache Zeppelin.
Designing efficient data pipelines for weblog processing.
Generating key web analytics reports: session reports, referrer analysis, device usage, and more.
Utilizing Docker for environment setup and reproducibility.
Leveraging Databricks for scalable Spark computations.

This course isn't just about technical skills; it's about transforming data into strategic insights that drive business decisions. By the end, you'll be equipped to generate reports that provide real business value, demonstrating your expertise to potential employers. Start your journey towards data-driven decision-making today!

Curriculum

Introduction to the Course

This introductory section sets the stage for the course. You'll be welcomed, understand why Apache Spark is ideal for weblog reporting, review the learning objectives, and become familiar with the core tools: Apache Spark, Spark SQL, and Apache Zeppelin. Lectures cover the course introduction, the reasons behind using Apache Spark for weblog analysis, a detailed outline of what you will learn, and an overview of the key technologies used.

Weblog Use Case Deep Dive

This section delves into the specifics of weblogs and their application in ecommerce. You'll learn the definition of a weblog, explore an ecommerce weblog use case, identify the types of reports that can be generated, and gain a complete understanding of the 41 attributes within the course's dataset. Lectures focus on defining what a weblog is, reviewing a sample ecommerce weblog, exploring the possibilities of report generation from weblogs, and a detailed explanation of the 41 attributes in the provided dataset.

Setting Up the Environment

This hands-on section guides you through setting up your development environment. You'll learn the prerequisites, install JAVA, configure JAVA environments, install Apache Zeppelin on Ubuntu, install Docker Desktop (Windows), run Apache Zeppelin on Docker (Windows), and configure connections to the Spark interpreter. This section consists of multiple hands-on exercises, covering JAVA installation, JAVA environment configuration, Apache Zeppelin installation on Ubuntu, Docker installation and configuration on Windows, running Apache Zeppelin in a Docker container on Windows, and configuring and connecting to the Spark interpreter.

Download Resources

A short section dedicated to providing access to the course resources and demonstrating how to import the necessary Zeppelin file into your Zeppelin environment. The lectures walk through the download process and then the process of correctly importing the necessary files for the course into your environment.

Zeppelin Basics

This section covers the fundamentals of Apache Zeppelin. You will learn about its features, the notebook interface, markdown and text formatting, creating and running paragraphs, available visualization options (tables, charts, etc.), and hands-on exercises. This section provides a comprehensive overview of Zeppelin, including its features and advantages, a detailed exploration of its user interface, markdown and text formatting capabilities, guidance on creating and executing paragraphs, an explanation of visualization options available, and hands-on exercises to solidify your understanding.

Zeppelin with Apache Spark

This section integrates Zeppelin with Apache Spark. You'll explore Spark interpreter details, work with RDDs and DataFrames, learn Spark SQL querying and caching techniques, and visualize Spark outputs, as well as covering basic job tracking and performance tuning. The focus is on integrating Apache Spark with Zeppelin. Topics include a detailed explanation of the Spark interpreter, working with RDDs and DataFrames, writing effective Spark SQL queries, utilizing caching techniques, visualizing data generated by Spark, and understanding the basics of job tracking and performance optimization in Spark.

Data Exploration with Spark

This section focuses on exploring the weblog data using Spark. You'll learn how to understand the weblog schema within the Spark environment and effectively load and structure the weblog data for analysis. You will learn to correctly import and begin working with the data within the Spark environment and how to analyze this data.

Report Building with Spark SQL

This section focuses on building reports using Spark SQL. You’ll learn how to register a DataFrame as a temporary view, and then generate various reports, including session reports, page views, new visitors, referring domains, target URLs, top IP addresses, search queries, cellular network technology, mobile connection types, payment types, device screen resolutions, browsers used, and device types. Each report is generated in a separate lecture.

Introduction (Databricks)

A brief introduction to the Databricks section of the course.

Download Resources (Databricks)

A short section for downloading resources related to the Databricks portion of the course.

Project Begins (Databricks)

This section guides you through a comprehensive project using Databricks. You'll learn account creation, importing Databricks notebooks, project overview and objectives, data details, launching Spark clusters, Spark notebook basics, data loading, report generation (covering sessions, page views, new visitors, referring domains, URLs, IP addresses, search queries, network technology, mobile connections, payment types, screen resolutions, browsers, and device types), publishing your notebook to the web, and bonus tips. It's a complete walkthrough of using Databricks for practical analysis and report generation.

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