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Learn Apache Spark to Generate Weblog Reports for Websites

person icon Bigdata Engineer

4.3

Learn Apache Spark to Generate Weblog Reports for Websites

Learn how to use Apache Spark to find out statistics about website(eCommerce) and the way to improve it using Databricks

updated on icon Updated on Apr, 2024

language icon Language - English

person icon Bigdata Engineer

English [CC]

category icon Business,Apache Spark

Lectures -28

Resources -2

Duration -1 hours

4.3

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Course Description

Apache Spark is a flexible and fast framework designed for managing huge volumes of data. The engine supports the use of multiple programming languages, including Python, Scala, Java, and R. Therefore, before starting to learn Apache Spark use, you might want to focus on one of these languages.

In this Apache Spark tutorial, we will be focusing on the eCommerce weblog report generation. For companies that are highly dependent on their web presence and popularity, it is crucial to determine the factors that might be related to a successful eCommerce strategy. As a result, some business-owners consider analyzing weblogs. During Apache Spark training, you will be introduced with a variety of reports that you can generate from these weblogs.

What is Apache Spark?

To learn Apache Spark, you need to be introduced to the basic principles of this engine. First of all, it is a framework for improving speed, simplicity of use, and streaming analytics spread by Apache. Apache Spark is an extremely efficient tool for performing data processing analysis.

What are weblogs?

A weblog can provide you with insightful information about how your visitors act on your website. By definition, weblog records the actions of users. They might be useful when aiming to determine which parts of your website attract the most attention. Logs can reveal how people found your website (for instance, search engines) and which keywords they used for searches.

What will you find in this course?

In this course for people that have chosen to learn Apache Spark, we will be focusing on a practical project to improve your skills. There will be some basics of how to use Spark, but you are expected to have a decent understanding of the way it works.

For our project, you will have to download several files: they are a must for this Spark tutorial. Then, we will start by exploring file-level details and the process of creating a free account in DataBricks.

The aim of the project in this course to learn Apache Spark is to review all of the possible reports that you can conduct from the weblogs. We will be retrieving critical information from the log files. For this purpose, we will use the DataBricks Notebook. As a brief reminder: DataBricks allows you to write Spark queries instantly without having to focus on data problems. It is considered as one of the programs to help you manage and organize data.

We will learn how to use Spark to generate various types of reports. For instance, a session report provides information about the session activity, referring to the actions that a user with a unique IP performs during a specified period. The number of user sessions determines the amount of traffic that websites receive.

This Apache Spark training course will also focus on a pageview report, which determines how many pages were viewed during a specified time. Additionally, you will learn about a new visitor report, indicating the number of new users that have visited the website during a given time.

To learn Apache Spark better, you will be introduced with referring domains report, target domains report, top IP addresses report, search query report, and more!

In this course, you will learn to create Weblog Report Generation for Ecommerce website log in Apache Spark using Databricks Notebook (Community edition), 

1) Basics flow of data in Apache Spark, loading data, and working with data, this course shows you how Apache Spark is perfect for Big Data Reporting Engine. 

2) Learn the basics of Databricks notebook by enrolling into Free Community Edition Server 

3) Ecommerce Weblog Tracking Report generation Project real-world example. 

4) Graphical  Representation of Data using Databricks notebook.

5) Create a Data Pipeline

6) Launching Spark Cluster

7) Process that data using Apache Spark

8) Publish the Project on Web to Impress your recruiter 

About Databricks: 

Databricks lets you start writing Spark queries instantly so you can focus on your data problems.

Let's discover more about the Ecommerce Weblog Tracking Report generation Project using Apache Spark

Data:

The data is Weblog or Website log of Ecommerce Server (Unreal Data for Training Purpose) 

Goals

What will you learn in this course:

  • In this course you will learn to create Weblog Report Generation for Ecommerce website log in Apache Spark using Databricks Notebook (Community edition)
  • Data: The data is Weblog or Website log of Ecommerce Server (Unreal Data or Morph data for Training Purpose)
  • Basics flow of data in Apache Spark, loading data, and working with data, this course shows you how Apache Spark is perfect for Big Data Reporting Engine job.
  • Learn basics of Databricks notebook by enrolling into Free Community Edition Server
  • Ecommerce Weblog Tracking Report generation Project a real world examples.
  • Graphical  Representation of Data using Databricks notebook.
  • Transform structured data using SparkSQL and DataFrames
  • Publish the Project on Web to Impress your recruiter

Prerequisites

What are the prerequisites for this course?

  • Apache Spark basic fundamental knowledge is required and SQL Basics
  • Following browsers on Windows and macOS desktop:
  • Google Chrome (Latest version), Firefox (Latest version), Safari (Latest version), Microsoft Edge* (Latest version)
  • Internet Explorer 11* on Windows 7, 8, or 10 (with latest Windows updates applied)
  • *You might see performance degradation for some features on Microsoft Edge and Internet Explorer.
  • The following browsers are not supported:
  • Mobile browsers.
  • Beta, “preview,” or otherwise pre-release versions of desktop browsers.
Learn Apache Spark to Generate Weblog Reports for Websites

Curriculum

Check out the detailed breakdown of what’s inside the course

Learn Apache Spark to Generate Weblog Reports for Websites Project
27 Lectures
  • play icon Introduction 02:40 02:40
  • play icon Download Resources
  • play icon File level details 00:58 00:58
  • play icon (Old) Free Account creation in Databricks 01:51 01:51
  • play icon (New) Free Account Creation in Databricks 01:50 01:50
  • play icon Importing Databricks Notebook 02:01 02:01
  • play icon Overview and Project Objective 02:51 02:51
  • play icon Data Level Details 06:51 06:51
  • play icon Launch Spark Cluster 02:14 02:14
  • play icon Spark Notebook Basics 06:04 06:04
  • play icon Loading data into Spark Dataframe 08:41 08:41
  • play icon Session Report 04:16 04:16
  • play icon Page Views Report 03:21 03:21
  • play icon New Visitor Report 02:03 02:03
  • play icon Referring Domains Report 04:25 04:25
  • play icon Target Domains Report 02:03 02:03
  • play icon Referring URL Report 02:03 02:03
  • play icon Top IP Addresses Report 01:41 01:41
  • play icon Search Query Report 04:19 04:19
  • play icon Cellular Network Technology 01:41 01:41
  • play icon Mobile Connection Type 01:19 01:19
  • play icon Payment Type 01:37 01:37
  • play icon Device Screen Resolution 01:10 01:10
  • play icon Browser Used for Shopping 01:29 01:29
  • play icon Device Type 01:41 01:41
  • play icon Publish Notebook to the Web 01:37 01:37
  • play icon Thank you 00:20 00:20

Instructor Details

Bigdata Engineer

Bigdata Engineer

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