Data Lake Mastery: The Key to Big Data & Data Engineering from Udemy

Blueprint to Data Lake Mastery: Unleash the Power of Cloud Data Engineering

Are you ready to dive into the world of Data Lakes and transform your skills in Cloud Data Engineering?

This skill is a game-changer in data engineering and you're making a wise move by diving into it.

This is the only course you need to master architecting and implementing a full-blown state-of-the art data lake.

This comprehensive course offers you the ultimate journey from basic concepts to mastering sophisticated data lake architectures and strategies.

Why Choose This Course?

Complete Data Lake Guide: From setting up AWS accounts to mastering workflow orchestration, this course covers every angle of Data Lakes.
Step-by-Step Master: Whether you're starting from scratch or looking to deepen your expertise, this course offers a structured, step-by-step journey from beginner basics to advanced mastery in Data Lake engineering.
State-of-the-Art Expertise: Stay on the cutting edge of Data Lake technologies and best practices, with a focus on the most recent tools and methods.
Practical & Hands-On: Engage with real-life scenarios and hands-on AWS tasks to solidify your understanding.
Holistic Understanding: Beyond practical skills, gain a comprehensive understanding of all critical concepts, theories, and best practices in Data Lakes, ensuring you not only know the 'how' but also the 'why' behind each aspect.

What Will You Learn?

Throughout this course, we will learn all the relevant concepts and implement everything within AWS, the most widely utilized cloud platform, ensuring practical, hands-on experience with the industry standard.

However, the knowledge and skills you acquire are designed to be universally applicable, equipping you with the expertise to operate confidently across any cloud environment.

Foundational Concepts: Understand what Data Lakes are, their benefits, and how they differ from traditional data warehouses.
Architecture Mastery: Dive deep into Data Lake architecture, understanding different zones, tools, and data formats.
Data Ingestion Techniques: Master various data ingestion methods, including batch and event-driven ingestion, and learn to use AWS Glue and Kinesis.
Storage Management: Explore key concepts of data storage management in Data Lakes, such as partitioning, lifecycle management, and versioning.
Processing and Transformation: Learn about Hadoop, Spark, and how to optimize data processing and transformation in Data Lakes.
Workflow Orchestration: Understand how to automate data workflows in a Data Lake environment, using retail data scenarios for practical insights.
Advanced Analytics: Unlock the power of analytics in Data Lakes with tools like Power BI, QuickSight, and Jupyter Notebooks.
Monitoring and Security: Learn the essentials of monitoring Data Lakes and implementing robust security measures.

Who Is This Course For?

Whether you're ...

a beginner aspiring to become a data engineer / data architect or
an experienced professional seeking to specialize in Data Lakes gaining incredibly valuable skills,
or just want to learn some of the most valuable skills

... this is the right course for you.

Your Path to Becoming a Data Lake Expert:

This course is tailored for aspiring data engineers, IT professionals, and anyone keen on mastering Data Lakes. You will emerge with the confidence and skills to design, implement, and manage Data Lakes, elevating your professional standing in the world of cloud data engineering.

Enrollment Benefits:

Complete Guide: From basic concepts to advanced strategies, this course is your one-stop-shop for Data Lake expertise.
Real-World Skills: Equip yourself with practical skills that are immediately applicable in professional settings.
Lifetime Access: Join and gain lifetime access to course all materials.
Community and Support: Join a community of learners and receive dedicated support throughout your learning journey.

Enroll Today.

Join now and gain an almost unfair advantage in the realm of Cloud Data Engineering with Data Lakes. This course is your shortcut to becoming a Data Lake expert, offering you the blueprint to success in this rapidly evolving field.

Get instant and lifetime access – backed by a no-questions-asked 30-day money-back guarantee. See you inside the course.

What's inside

Learning objectives

Master the complete implementation of full-scale data lake solutions in the cloud
Apply data lake concepts professionally in cloud data engineering
Create a multi-layered security strategy for data lake protection
Design & implement efficient data ingestion strategies in aws
Master data lake architecture for effective cloud implementations

Master data lake governance & security
Master leadership & strategy essentials for successful data lakes
Learn comprehensive access control strategies within data lakes
Understand and implement robust monitoring and security in data lakes
Enhance your career prospects with advanced data lake skills and knowledge

Master the complete implementation of full-scale data lake solutions in the cloud
Apply data lake concepts professionally in cloud data engineering
Create a multi-layered security strategy for data lake protection
Design & implement efficient data ingestion strategies in aws
Master data lake architecture for effective cloud implementations
Master data lake governance & security
Master leadership & strategy essentials for successful data lakes
Learn comprehensive access control strategies within data lakes
Understand and implement robust monitoring and security in data lakes
Enhance your career prospects with advanced data lake skills and knowledge

Syllabus

Introduction

Welcome!

About This Course

All slides & files

What is a Data Lake?

Benefits of a Data Lake

Understanding Data Lakes: Benefits and Challenges

Key Terms & Concepts

Designing a Data Lake: Architecture and Components

Data Lake vs. Data Warehouse vs. Lakehouse

Comparing Data Lakes, Warehouses, and Lakehouses

Understanding the different Tiers in AWS

AWS Account Setup

Setting a budget

Creating S3 buckets

Initial Setup for Retail Insights Inc.'s Data Lake

Data Lake Architecture & Components

Essential Elements of a Data Lake

High Level Overview of Data Flow

Understanding Data Lake Architecture and Workflow

Different Zones in Data Lake

Designing Data Lake Zones

Tools for the different zones

Data Formats used In a Data Lake

Data Formats in Data Lakes

Data Ingestion

Data Ingestion Methods

Basics of Batch Ingestion

Understanding Batch Ingestion in Data Lakes

Data Catalog & Profiling

Project Scenario

Note: Cost of running Glue Jobs

Hands-on: Data Catalog & Crawlers

Batch Ingestion with AWS Glue

Implementing Data Ingestion into the Raw Zone

Ingestion Patterns

Event-Driven Ingestion

Event-Driven Ingestion with AWS Lambda

Data Profiling

In-Place Querying

Athena In-Place Querying

Data Cataloging with Crawlers and Querying in Athena

Understand Data Streaming

AWS Kinesis Streaming

Monitoring and Troubleshooting

Hands-on: Monitoring & Troubleshooting

Data Storage Management

Key Concepts for Data Storage Management

Environment Overview

Partitioning

Folder Structure

Data Storage Management in Data Lakes

Automatic Partition Creation

Manually Updating the Data Catalog

Schema Changes

Data Lifecycle Management

Hands-on: Storage Classes

Hands-on: Lifecycle Rules

Intelligent Tiering

Strategic Storage Optimization for Retail Insights Inc.'s Data Lake

Versioning in Data Lakes

Hands-on: Versioning in S3

Replication

Cross-Region Replication

Backups & Recovery

Hands-on: Backup & Recover

Hands-on: Backup Plan

Processing and Transformation

Understanding Data Processing in Data Lakes

Hadoop

Spark

Data Integration with AWS Glue

Hands-on: Data Transformations

Incremental Loads

Processing a Stream

Incremental Loading

Cost optimization in Data Lakes

Workflow Orchestration

Understand Workflow Orchestration

Scenario Automating Retailer Data Lake

Creating the individual tasks

Create Workflow Logic

Setting up Event Trigger

Conditional Logic

Analytics in a Data Lake

Understanding Analytics in a Data Lake

Data Exploration & adhoc Queries

Connecting BI Tool (Power BI)

Business Analytics with QuickSight

Creating Jupyter Notebooks

Data Exploration using Notebooks

Connecting Retail Insights Inc.'s Data Lake to Power BI

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Examines data lake architectures and components, which is highly relevant to data engineering in the cloud

Develops essential data storage management techniques, which are core skills for data lakes

Teaches advanced analytics techniques using industry tools like Power BI and QuickSight, which can help learners enhance their data analysis skills

Covers topics like workflow orchestration and monitoring, which are highly valued skills in data engineering roles

May require experience in cloud computing and data engineering concepts to fully engage with the material

Reviews summary

Engaging data lake mastery course

Learners say this popular data lake course provides easy-to-understand lectures and examples for beginners. Sal's experience as an educator shines through her engaging and well-structured teaching, covering all aspects of tarot in bite-sized segments. Students appreciate Sal's personal touch and intuitive approach, which helps them connect with the material on a deeper level.

Well-structured, easy-to-follow content.

"Well-structured."

"Sal Jade teaches every aspect of the deck, leaving nothing out"

"perfect match for me and best decission I have made"

Instructor has deep knowledge and experience.

"profound knowledge."

"Sal's background as a teacher really shows."

"incredible amount of knowledge."

Engaging, easy to follow lessons.

"very interesting, easy to follow, easy to understand."

"I like the way the course is set up."

"she can teach well."

Great for beginners.

"It was great course for beginners."

"Easy to understand for beginners."

"it is absolutely great! I am a total beginner"

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Data Lake Mastery: The Key to Big Data & Data Engineering with these activities:

Cloud Data Engineering Mentorship

Show steps

Facilitates personalized guidance and support from experienced professionals, accelerating learning and skill development.

Show steps

Attend networking events
Reach out to potential mentors
Establish a mentoring relationship

Review Hadoop Fundamentals

Show steps

Reinforces understanding of the fundamental concepts of Hadoop, ensuring a solid foundation for advanced data lake concepts.

Browse courses on Hadoop

Show steps

Review Hadoop architecture and components
Explore the Hadoop Distributed File System (HDFS)
Understand MapReduce programming model

Data Lake Architecture Design Exercise

Show steps

Provides hands-on experience in designing a data lake architecture, fostering a deeper understanding of the concepts discussed in the course.

Show steps

Define the data sources and ingestion methods
Determine the storage formats and partitioning strategy
Design the data processing and transformation pipelines

Four other activities

Expand to see all activities and additional details

Show all seven activities

Data Lake Implementation Discussion Group

Show steps

Establishes a collaborative environment for discussing challenges, sharing solutions, and learning from peers.

Show steps

Join the discussion group
Participate in weekly meetings
Collaborate on projects

Data Lake Resources Compilation

Show steps

Fosters knowledge organization and retrieval by compiling relevant resources such as articles, tutorials, and tools.

Show steps

Gather resources related to data lakes
Organize and categorize the resources
Share the compilation with peers

Cloud Data Engineering Workshop

Show steps

Offers a practical setting to apply the concepts covered in the course, under the guidance of experienced practitioners.

Show steps

Attend presentations on cloud data engineering best practices
Participate in hands-on exercises and simulations
Network with industry professionals

Data Lake Design Challenge

Show steps

Provides a competitive platform to showcase skills and knowledge, encouraging students to push their limits.

Show steps

Register for the challenge
Design and implement a data lake solution
Submit the project for evaluation

Career center

Learners who complete Data Lake Mastery: The Key to Big Data & Data Engineering will develop knowledge and skills that may be useful to these careers:

Data Engineer

Data Engineers are responsible for building and maintaining the data infrastructure that supports an organization's data needs. This course will help you develop the skills you need to become a successful Data Engineer. You will learn about the different types of data lakes, how to choose the right data lake for your needs, and how to implement a data lake using AWS. You will also learn how to manage and secure your data lake, and how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Data Engineer

Data Architect

Data Architects are responsible for leading the design and implementation of a company's data architecture. This course will help you develop the skills you need to design and implement a sound data architecture for your organization. You will learn about the different types of data lakes, how to choose the right data lake for your needs, and how to implement a data lake using AWS. This course will also teach you how to manage and secure your data lake, and how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Data Architect

Cloud Architect

Cloud Architects are responsible for designing and implementing cloud computing solutions for their organizations. This course will help you develop the skills you need to become a successful Cloud Architect. You will learn about the different types of cloud computing services, how to choose the right cloud computing provider for your needs, and how to design and implement a cloud computing solution using AWS. You will also learn about the different security and compliance considerations associated with cloud computing.

See salaries and explore the career path for Cloud Architect

Data Scientist

Data Scientists are responsible for using data to solve business problems. This course will help you develop the skills you need to become a successful Data Scientist. You will learn about the different types of data science tools and techniques, how to use data science to solve business problems, and how to communicate your findings to business stakeholders. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Data Scientist

Business Analyst

Business Analysts are responsible for analyzing business problems and recommending solutions. This course will help you develop the skills you need to become a successful Business Analyst. You will learn about the different types of business analysis tools and techniques, how to analyze business problems, and how to recommend solutions to business stakeholders. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Business Analyst

Data Analytics Manager

Data Analytics Managers are responsible for overseeing the data analytics function within their organizations. This course will help you develop the skills you need to become a successful Data Analytics Manager. You will learn about the different types of data analytics tools and techniques, how to manage a data analytics team, and how to communicate your findings to business stakeholders. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Data Analytics Manager

Database Administrator

Database Administrators are responsible for managing and maintaining databases. This course will help you develop the skills you need to become a successful Database Administrator. You will learn about the different types of databases, how to manage and maintain databases, and how to secure databases. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Database Administrator

Software Engineer

Software Engineers are responsible for designing, developing, and maintaining software applications. This course will help you develop the skills you need to become a successful Software Engineer. You will learn about the different types of software engineering tools and techniques, how to design and develop software applications, and how to test and debug software applications. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Software Engineer

Data Warehouse Architect

Data Warehouse Architects are responsible for designing and implementing data warehouses. This course will help you develop the skills you need to become a successful Data Warehouse Architect. You will learn about the different types of data warehouses, how to design and implement data warehouses, and how to manage and secure data warehouses. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Data Warehouse Architect

Data Governance Analyst

Data Governance Analysts are responsible for developing and implementing data governance policies and procedures. This course will help you develop the skills you need to become a successful Data Governance Analyst. You will learn about the different types of data governance policies and procedures, how to develop and implement data governance policies and procedures, and how to enforce data governance policies and procedures. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Data Governance Analyst

Information Architect

Information Architects are responsible for designing and implementing information systems. This course will help you develop the skills you need to become a successful Information Architect. You will learn about the different types of information systems, how to design and implement information systems, and how to manage and secure information systems. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Information Architect

Data Integration Specialist

Data Integration Specialists are responsible for integrating data from multiple sources into a single, unified data store. This course will help you develop the skills you need to become a successful Data Integration Specialist. You will learn about the different types of data integration tools and techniques, how to integrate data from multiple sources, and how to manage and secure integrated data. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Data Integration Specialist

Data Quality Analyst

Data Quality Analysts are responsible for ensuring the quality of data. This course will help you develop the skills you need to become a successful Data Quality Analyst. You will learn about the different types of data quality issues, how to identify and fix data quality issues, and how to implement data quality controls. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Data Quality Analyst

Project Manager

Project Managers are responsible for planning, executing, and closing projects. This course will help you develop the skills you need to become a successful Project Manager. You will learn about the different phases of a project, how to plan and execute a project, and how to close a project. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Project Manager

Business Intelligence Analyst

Business Intelligence Analysts are responsible for analyzing data and providing insights to business stakeholders. This course will help you develop the skills you need to become a successful Business Intelligence Analyst. You will learn about the different types of business intelligence tools and techniques, how to analyze data, and how to communicate your findings to business stakeholders. This course will also teach you how to use data lake analytics to gain insights from your data.

See salaries and explore the career path for Business Intelligence Analyst