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Ace the AWS Certified Data Engineer Exam

Ace the AWS Certified Data Engineer Exam (DEA-C01): Mastering AWS Services for Data Ingestion, Transformation, and Pipeline Orchestration

Ace the AWS Certified Data Engineer Exam DEA-C01: Mastering AWS Services for Data Ingestion, Transformation, and Pipeline Orchestration.

Unlock the full potential of AWS and elevate your data engineering skills with “Ace the AWS Certified Data Engineer Exam.” This comprehensive guide is tailored for professionals seeking to master the AWS Certified Data Engineer – Associate certification. Authored by Etienne Noumen, a seasoned Professional Engineer with over 20 years of software engineering experience and 5+ years specializing in AWS data engineering, this book provides an in-depth and practical approach to conquering the certification exam.

Inside this book, you will find:

• Detailed Exam Coverage: Understand the core AWS services related to data engineering, including data ingestion, transformation, and pipeline orchestration.

• Practice Quizzes: Challenge yourself with practice quizzes designed to simulate the actual exam, complete with detailed explanations for each answer.

• Real-World Scenarios: Learn how to apply AWS services to real-world data engineering problems, ensuring you can translate theoretical knowledge into practical skills.

• Hands-On Labs: Gain hands-on experience with step-by-step labs that guide you through using AWS services like AWS Glue, Amazon Redshift, Amazon S3, and more.

• Expert Insights: Benefit from the expertise of Etienne Noumen, who shares valuable tips, best practices, and insights from his extensive career in data engineering.

This book goes beyond rote memorization, encouraging you to develop a deep understanding of AWS data engineering concepts and their practical applications. Whether you are an experienced data engineer or new to the field, “Ace the AWS Certified Data Engineer Exam” will equip you with the knowledge and skills needed to excel.

Prepare to advance your career, validate your expertise, and become a certified AWS Data Engineer. Embrace the journey of learning, practice consistently, and master the tools and techniques that will set you apart in the rapidly evolving world of cloud data solutions.

Get your copy today and start your journey towards AWS certification success!

Ace the AWS Certified Data Engineer Exam (DEA-C01): Mastering AWS Services for Data Ingestion, Transformation, and Pipeline Orchestration
Ace the AWS Certified Data Engineer Exam (DEA-C01): Mastering AWS Services for Data Ingestion, Transformation, and Pipeline Orchestration

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Sample Quiz:

Practice Quiz 1:

A finance company is storing paid invoices in an Amazon S3 bucket. After the invoices are uploaded, an AWS Lambda function uses Amazon Textract to process the PDF data and persist the data to Amazon DynamoDB. Currently, the Lambda execution role has the following S3 permission:

{

    “Version”: “2012-10-17”,

    “Statement”: [

        {


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            “Sid”: “ExampleStmt”,

            “Action”: [“s3:*”],

            “Effect”: “Allow”,

            “Resource”: [“*”]

        }

    ]

}

The company wants to correct the role permissions specific to Amazon S3 according to security best practices.

Which solution will meet these requirements?

  • Append “s3:GetObject” to the Action. Append the bucket name to the Resource.
  • Modify the Action to be “s3:GetObjectAttributes.” Modify the Resource to be only the bucket name.
  • Append “s3:GetObject” to the Action. Modify the Resource to be only the bucket ARN.
  • Modify the Action to be: “s3:GetObject.” Modify the Resource to be only the bucket ARN.

Practice Quiz 1 – Correct Answer: D. 

According to the principle of least privilege, permissions should apply only to what is necessary. The Lambda function needs only the permissions to get the object. Therefore, this solution has the most appropriate modifications.

Learn more about least-privilege permissions.

Practice Quiz 2:

A data engineer is designing an application that will transform data in containers managed by Amazon Elastic Kubernetes Service (Amazon EKS). The containers run on Amazon EC2 nodes. Each containerized application will transform independent datasets and then store the data in a data lake. Data does not need to be shared to other containers. The data engineer must decide where to store data before transformation is complete.

Which solution will meet these requirements with the LOWEST latency?

  • Containers should use an ephemeral volume provided by the node’s RAM.
  • Containers should establish a connection to Amazon DynamoDB Accelerator (DAX) within the application code.
  • Containers should use a PersistentVolume object provided by an NFS storage.
  • Containers should establish a connection to Amazon MemoryDB for Redis within the application code.

Practice Quiz 2 – Correct Answer: A. 

Amazon EKS is a container orchestrator that provides Kubernetes as a managed service. Containers run in pods. Pods run on nodes. Nodes can be EC2 instances, or nodes can use AWS Fargate. Ephemeral volumes exist with the pod’s lifecycle. Ephemeral volumes can access drives or memory that is local to the node. The data does not need to be shared, and the node provides storage. Therefore, this solution will have lower latency than storage that is external to the node.

Learn more about Amazon EKS storage.

Learn more about persistent storage for Kubernetes.

Learn more about EC2 instance root device volume.

Learn more about Amazon EKS nodes.

Ace the AWS Certified Data Engineer Exam
Ace the AWS Certified Data Engineer Exam

Resources and Tips:

Ace the AWS DEA-C01 GPT:

Ace the AWS Certified Data Engineer Exam GPT
Ace the AWS Certified Data Engineer Exam GPT

Courses

New! Sessions on Twitch by AWS DevRel teams focused on DEA Exam

See : https://pages.awscloud.com/GLOBAL-other-T2-Traincert-AWS-Power-Hour-Data-Engineer-Associate-Season1-2024-reg.html

Free beginner level courses from AWS Skill builder.

Fundamentals of Data Analytics on AWS – the current Skillbuilder course linked from the certification site is ending in Feb and is being split into 2 new courses :

https://explore.skillbuilder.aws/learn/course/internal/view/elearning/18437/fundamentals-of-analytics-on-aws-part-1

https://explore.skillbuilder.aws/learn/course/internal/view/elearning/18440/fundamentals-of-analytics-on-aws-part-2

Ace the AWS Certified Data Engineer Exam Book Preview

Ace the AWS Certified Data Engineer Exam: Mastering AWS Services for Data Ingestion, Transformation, and Pipeline Orchestration
Ace the AWS Certified Data Engineer Exam: Mastering AWS Services for Data Ingestion, Transformation, and Pipeline Orchestration
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Top 30 AWS Certified Developer Associate Exam Tips

AWS Certified Developer Associate Exam Prep

Top 30 AWS Certified Developer Associate Exam Tips

AWS Certified Developer Associate Exam Prep Urls

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Top 30 AWS Certified Developer Associate Exam Tips
Top 30 AWS Certified Developer Associate Exam Tips

0

Understand some basic code samples such as JSON code, config files, and IAM policy documents:  Amazon EC2, Amazon Elastic Load Balancing, Amazon EC2 Auto Scaling, Amazon Simple Notification Service (SNS), AWS KMS, Amazon CloudTrail, AWS Organizations, Amazon Simple Workflow Service (SWF), and Amazon Virtual Private Cloud (VPC), Load Balancing, DynamoDB, EBS, Multi-AZ RDS, Aurora, EFS, DynamoDB, NLB, ALB, Aurora, Auto Scalling, DynamoDB(latency), Aurora(performance), Multi-AZ RDS(high availability), Throughput Optimized EBS (highly sequential), Read the quizlet note cards here
AWS topics for DVA-C01

1

What to study: LAMBDA [10-15% of Exam]Invocation types, Using notifications and event source mappings, Concurrency and throttling, X-Ray and Amazon SQS DLQs, Versions and aliases, Blue/green deployment, Packaging and deployment, VPC connections (with Internet/NAT GW), Lambda as ELB target, Dependencies, Environment variables (inc. encrypting them)
AWS topics for DVA-C01

2

What to study: DYNAMODB [10-12% of Exam]Scans vs queries (and the APIs, parameters you can use), Local and Global Secondary indexes, Calculating Read Capacity Units (RCUs) and Write, Capacity Units (WCUs), Performance / optimization best practices, Use cases (e.g. session state, key/value data store, scalability), DynamoDB Streams, Use in serverless app with Lambda and API Gateway, DynamoDB Accelerator (DAX) use cases
AWS topics for DVA-C01: DynamoDB

3

What to study: API Gateway [8-10% of Exam] Lambda / IAM / Cognito authorizers, Invalidation of cache, Integration types: proxy vs custom / AWS vs HTTP, Caching, Import / export OpenAPI Swagger specifications, Stage variables, Performance metrics,
AWS topics for DVA-C01: API Gateway

4

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What to study: COGNITO [7-8% of Exam] User pools vs Identity pools, Unauthenticated identities, AWS Cognito Sync, Using MFA with Cognito, Web identity federation,
AWS topics for DVA-C01: COGNITO

5

What to study: S3 [7-8% of Exam]Encryption – make sure you understand S3 encryption very well for the exam, S3 Transfer Acceleration, Versioning, Copying data, Lifecycle rules,
AWS topics for DVA-C01

6

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What to study: IAM IAM policies and roles, Cross account access, Multi-factor authentication (MFA), API calls, IAM Roles with EC2 (instance profiles), Access keys vs roles, IAM best practices, Federation,
AWS topics for DVA-C01: IAM

7

What to study: ECS Shared storage between containers, Single vs multi-docker environments, Uploading / downloading images with ECR, Placement strategies (e.g. spread, binpack, random etc.), Port mappings, Defining task definitions, IAM Roles for Tasks,
AWS topics for DVA-C01: ECS

8

What to study: ELASTIC BEANSTALK Deployment policies and blue/green, .ebextensions and config file usage, Updating deployments, Worker vs web tier, Deployment, packaging and files, code, commands used, Use cases, 
AWS topics for DVA-C01: AMAZON ELASTIC BEANSTALK


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9

What to study: CLOUDFORMATIONS  CloudFormation template anatomy (e.g. mappings, outputs, parameters, etc.), Packaging and deployment including commands used, AWS Serverless Application Model (SAM),
AWS topics for DVA-C01

10

What to study: AMAZON CLOUDWATCH  Monitoring application logs, Trigger scheduled Lambda invocation, Custom metrics, Metric resolution,
AWS topics for DVA-C01: AMAZON CLOUDWATCH

11

What to study: CODECOMMIT, CODEBUILD, CODEDEPLOY, CODEPIPELINE, CODESTAR Know how each tool fits into the CI/CD pipeline, Various files used such as appspec.yml, buildspec.yml etc., Process for packaging and deployment, Deployment types with CodeDeploy including different , destination services (e.g. Lambda, ECS, EC2), Manual approvals with CodePipeline,
AWS topics for DVA-C01: CODECOMMIT, CODEBUILD, CODEDEPLOY, CODEPIPELINE, CODESTAR

12

What to study: AMAZON CLOUDFRONT  
AWS topics for DVA-C01: AMAZON CLOUDFRONT

13

What to study: X-RAYS  X-Ray daemon, installing and configuring, Lambda with X-Ray, Use cases / benefits, Inclusion in Elastic Beanstalk environment, Annotations vs segments vs subsegments vs metadata, API calls, Port used (UDP 2000),
AWS topics for DVA-C01: X-RAYS

14

What to study: SQS Standard queues, FIFO, DLQ, delay queue, Decoupling applications use cases, Event source mapping to Lambda, Visibility timeout, Short polling vs long polling,
AWS topics for DVA-C01: SQS

15

What to study: ELASTICACHE Use cases (caching and session state), In-memory data store, Services it sits in front of (e.g. Amazon RDS), Comparison against DynamoDB DAX, Lazy loading vs Write Through Caching, Memcached vs Redis,
AWS topics for DVA-C01: ELASTICACHE

16

What to study: STEP FUNCTIONS Step Functions state machines, Using to coordinate multiple Lambda function invocations
AWS topics for DVA-C01: STEP FUNCTIONS

17

What to study: SSM PARAMETER STORE Storing credentials, Rotation (application needs to do it) – comparison with secrets manager (which handles rotation automatically),
SSM PARAMETER STORE

18

Know what instance types can be launched from which types of AMIs, and which instance types require an HVM AMI
AWS HVM AMI

19

Have a good understanding of how Route53 supports all of the different DNS record types, and when you would use certain ones over others.
Route 53 supports all of the different DNS record types

20

Know which services have native encryption at rest within the region, and which do not.
AWS Services with native Encryption at rest

21

Kinesis Sharding:
#AWS Kinesis Sharding

22

Handling SSL Certificates in ELB ( Wildcard certificate vs SNI )
#AWS Handling SSL Certificates in ELB ( Wildcard certificate vs SNI )

23

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Different types of Aurora Endpoints
#AWS Different types of Aurora Endpoints

24

The Default Termination Policy for Auto Scaling Group (Oldest launch configuration vs Instance Protection)
#AWS Default Termination Policy for Auto Scaling Group

25

Use AWS Cheatsheets – I also found the cheatsheets provided by Tutorials Dojo very helpful. In my opinion, it is better than Jayendrapatil Patil’s blog since it contains more updated information that complements your review notes.
#AWS Cheat Sheet

26

Watch this exam readiness 3hr video, it very recent webinar this provides what is expected in the exam.
#AWS Exam Prep Video

27

Start off watching Ryan’s videos. Try and completely focus on the hands on. Take your time to understand what you are trying to learn and achieve in those LAB Sessions.
#AWS Exam Prep Video

28

Do not rush into completing the videos. Take your time and hone the basics. Focus and spend a lot of time for the back bone of AWS infrastructure – Compute/EC2 section, Storage (S3/EBS/EFS), Networking (Route 53/Load Balancers), RDS, VPC, Route 3. These sections are vast, with lot of concepts to go over and have loads to learn. Trust me you will need to thoroughly understand each one of them to ensure you pass the certification comfortably.
#AWS Exam Prep Video

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29

Make sure you go through resources section and also AWS documentation for each components. Go over FAQs. If you have a question, please post it in the community. Trust me, each answer here helps you understand more about AWS.
#AWS Faqs

30

Like any other product/service, each AWS offering has a different flavor. I will take an example of EC2 (Spot/Reserved/Dedicated/On Demand etc.). Make sure you understand what they are, what are the pros/cons of each of these flavors. Applies for all other offerings too.
#AWS Services

31

Follow Neal K Davis on Linkedin and Read his updates about DVA-C01
#AWS Services

What is the AWS Certified Developer Associate Exam?

The AWS Certified Developer – Associate examination is intended for individuals who perform a development role and have one or more years of hands-on experience developing and maintaining an AWS-based application. It validates an examinee’s ability to:

  • Demonstrate an understanding of core AWS services, uses, and basic AWS architecture best practices
  • Demonstrate proficiency in developing, deploying, and debugging cloud-based applications using AWS

There are two types of questions on the examination:

  • Multiple-choice: Has one correct response and three incorrect responses (distractors).
  • Provide implementation guidance based on best practices to the organization throughout the lifecycle of the project.

Select one or more responses that best complete the statement or answer the question. Distractors, or incorrect answers, are response options that an examinee with incomplete knowledge or skill would likely choose. However, they are generally plausible responses that fit in the content area defined by the test objective. Unanswered questions are scored as incorrect; there is no penalty for guessing.

To succeed with the real exam, do not memorize the answers below. It is very important that you understand why a question is right or wrong and the concepts behind it by carefully reading the reference documents in the answers.

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AWS Certified Developer Associate info and details

The AWS Certified Developer Associate Exam is a multiple choice, multiple answer exam. Here is the Exam Overview:

Top

Other AWS Facts and Summaries and Questions/Answers Dump

Top

Additional Information for reference

Below are some useful reference links that would help you to learn about AWS Practitioner Exam.

Other Relevant and Recommended AWS Certifications

AWS Certification Exams Roadmap AWS Certification Exams Roadmap[/caption]

AWS Developer Associate Exam Whitepapers:

AWS has provided whitepapers to help you understand the technical concepts. Below are the recommended whitepapers.

Top

Online Training and Labs for AWS Certified Developer Associate Exam

Top

AWS Certified Developer Associate Jobs

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