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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.
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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.
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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”: [
{
“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.

Resources and Tips:
Ace the AWS DEA-C01 GPT:

Courses
New! Sessions on Twitch by AWS DevRel teams focused on DEA Exam
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 :
Ace the AWS Certified Data Engineer Exam Book Preview

Top 30 AWS Certified Developer Associate Exam Tips


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Top 30 AWS Certified Developer Associate Exam Tips
AWS Certified Developer Associate Exam Prep Urls
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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
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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
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
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
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
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
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.
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:
- Certification Name: AWS Certified Developer Associate.
- Prerequisites for the Exam: None.
- Exam Pattern: Multiple Choice Questions
- Number of Questions: 65
- Duration: 130 mins
- Exam fees: US $150
- Exam Guide on AWS Website
- Available languages for tests: English, Japanese, Korean, Simplified Chinese
- Read AWS whitepapers
- Register for certification account here.
- Prepare for Certification Here
Other AWS Facts and Summaries and Questions/Answers Dump
- AWS S3 facts and summaries and Q&A Dump
- AWS DynamoDB facts and summaries and Questions and Answers Dump
- AWS EC2 facts and summaries and Questions and Answers Dump
- AWS Serverless facts and summaries and Questions and Answers Dump
- AWS Developer and Deployment Theory facts and summaries and Questions and Answers Dump
- AWS IAM facts and summaries and Questions and Answers Dump
- AWS vs Azure vs Google
- Pros and Cons of Cloud Computing
- Cloud Customer Insurance – Cloud Provider Insurance – Cyber Insurance
Additional Information for reference
Below are some useful reference links that would help you to learn about AWS Practitioner Exam.
- AWS certified cloud practitioner/
- certification faqs
- AWS Certified Developer Associate Exam Prep Dumps
Other Relevant and Recommended AWS Certifications
AWS Certification Exams Roadmap[/caption]
- AWS Certified Cloud Practitioner
- AWS Certified Solution Architect – Associate
- AWS Certified Developer – Associate
- AWS Certified SysOps Administrator – Associate
- AWS Certified Developer – Professional
- AWS Certified DevOps Engineer – Professional
- AWS Certified Big Data Specialty
- AWS Certified Advanced Networking.
- AWS Certified Security – Specialty
AWS Developer Associate Exam Whitepapers:
AWS has provided whitepapers to help you understand the technical concepts. Below are the recommended whitepapers.
Online Training and Labs for AWS Certified Developer Associate Exam
AWS Certified Developer Associate Jobs
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List of Freely available programming books - What is the single most influential book every Programmers should read
- Bjarne Stroustrup - The C++ Programming Language
- Brian W. Kernighan, Rob Pike - The Practice of Programming
- Donald Knuth - The Art of Computer Programming
- Ellen Ullman - Close to the Machine
- Ellis Horowitz - Fundamentals of Computer Algorithms
- Eric Raymond - The Art of Unix Programming
- Gerald M. Weinberg - The Psychology of Computer Programming
- James Gosling - The Java Programming Language
- Joel Spolsky - The Best Software Writing I
- Keith Curtis - After the Software Wars
- Richard M. Stallman - Free Software, Free Society
- Richard P. Gabriel - Patterns of Software
- Richard P. Gabriel - Innovation Happens Elsewhere
- Code Complete (2nd edition) by Steve McConnell
- The Pragmatic Programmer
- Structure and Interpretation of Computer Programs
- The C Programming Language by Kernighan and Ritchie
- Introduction to Algorithms by Cormen, Leiserson, Rivest & Stein
- Design Patterns by the Gang of Four
- Refactoring: Improving the Design of Existing Code
- The Mythical Man Month
- The Art of Computer Programming by Donald Knuth
- Compilers: Principles, Techniques and Tools by Alfred V. Aho, Ravi Sethi and Jeffrey D. Ullman
- Gödel, Escher, Bach by Douglas Hofstadter
- Clean Code: A Handbook of Agile Software Craftsmanship by Robert C. Martin
- Effective C++
- More Effective C++
- CODE by Charles Petzold
- Programming Pearls by Jon Bentley
- Working Effectively with Legacy Code by Michael C. Feathers
- Peopleware by Demarco and Lister
- Coders at Work by Peter Seibel
- Surely You're Joking, Mr. Feynman!
- Effective Java 2nd edition
- Patterns of Enterprise Application Architecture by Martin Fowler
- The Little Schemer
- The Seasoned Schemer
- Why's (Poignant) Guide to Ruby
- The Inmates Are Running The Asylum: Why High Tech Products Drive Us Crazy and How to Restore the Sanity
- The Art of Unix Programming
- Test-Driven Development: By Example by Kent Beck
- Practices of an Agile Developer
- Don't Make Me Think
- Agile Software Development, Principles, Patterns, and Practices by Robert C. Martin
- Domain Driven Designs by Eric Evans
- The Design of Everyday Things by Donald Norman
- Modern C++ Design by Andrei Alexandrescu
- Best Software Writing I by Joel Spolsky
- The Practice of Programming by Kernighan and Pike
- Pragmatic Thinking and Learning: Refactor Your Wetware by Andy Hunt
- Software Estimation: Demystifying the Black Art by Steve McConnel
- The Passionate Programmer (My Job Went To India) by Chad Fowler
- Hackers: Heroes of the Computer Revolution
- Algorithms + Data Structures = Programs
- Writing Solid Code
- JavaScript - The Good Parts
- Getting Real by 37 Signals
- Foundations of Programming by Karl Seguin
- Computer Graphics: Principles and Practice in C (2nd Edition)
- Thinking in Java by Bruce Eckel
- The Elements of Computing Systems
- Refactoring to Patterns by Joshua Kerievsky
- Modern Operating Systems by Andrew S. Tanenbaum
- The Annotated Turing
- Things That Make Us Smart by Donald Norman
- The Timeless Way of Building by Christopher Alexander
- The Deadline: A Novel About Project Management by Tom DeMarco
- The C++ Programming Language (3rd edition) by Stroustrup
- Patterns of Enterprise Application Architecture
- Computer Systems - A Programmer's Perspective
- Agile Principles, Patterns, and Practices in C# by Robert C. Martin
- Growing Object-Oriented Software, Guided by Tests
- Framework Design Guidelines by Brad Abrams
- Object Thinking by Dr. David West
- Advanced Programming in the UNIX Environment by W. Richard Stevens
- Hackers and Painters: Big Ideas from the Computer Age
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- The Tao of Programming
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Top 1000 Canada Quiz and trivia: CANADA CITIZENSHIP TEST- HISTORY - GEOGRAPHY - GOVERNMENT- CULTURE - PEOPLE - LANGUAGES - TRAVEL - WILDLIFE - HOCKEY - TOURISM - SCENERIES - ARTS - DATA VISUALIZATION

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Exploring the Pros and Cons of Visiting All Provinces and Territories in Canada.

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Health Health, a science-based community to discuss human health
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- Scientists Discover Alarming Amount of Microplastics in Your Brain – And It Could Be Fueling Depression and Dementiaby /u/Silly-avocatoe on June 15, 2025 at 4:43 am
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- US experts fear all vaccines at risk as Trump officials target mRNA jabsby /u/marji80 on June 15, 2025 at 4:11 am
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- The cost of staying alive could become a lot more expensive for millions of Americansby /u/Nerd-19958 on June 15, 2025 at 12:05 am
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- Bill Cassidy Blew Itby /u/theatlantic on June 14, 2025 at 4:56 pm
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Today I Learned (TIL) You learn something new every day; what did you learn today? Submit interesting and specific facts about something that you just found out here.
- TIL that people have died from digging holes too deep in sand.by /u/deeppurplescallop on June 15, 2025 at 10:29 pm
submitted by /u/deeppurplescallop [link] [comments]
- TIL the U.S. banned commercial nuclear fuel reprocessing in 1977, even though it could safely recover about 95% of the energy left in spent fuel (aka 'waste').by /u/Novel_Wolf7445 on June 15, 2025 at 10:26 pm
submitted by /u/Novel_Wolf7445 [link] [comments]
- TIL a nationwide survey conducted by the CDC (and using data collected from 1999-2002) found that 29% of American men and 9% of women reported to have had at least 15 sexual partners in their lifetime.by /u/tyrion2024 on June 15, 2025 at 10:23 pm
submitted by /u/tyrion2024 [link] [comments]
- TIL that in 1994 Porsche launched the C88, a prototype family car designed for the Chinese market in response to the Chinese government's invitation to international manufacturers for a new range of cars. It did not feature the Porsche badge and was designed with only one child seat.by /u/EssexGuyUpNorth on June 15, 2025 at 9:00 pm
submitted by /u/EssexGuyUpNorth [link] [comments]
- TIL of "Superman vs. Muhammad Ali", a 1978 issue of Superman where Superman and Ali are forced to fight eachother in a boxing match in order to repel an alien invasion. Ali won the fightby /u/Ainsley-Sorsby on June 15, 2025 at 6:25 pm
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Reddit Science This community is a place to share and discuss new scientific research. Read about the latest advances in astronomy, biology, medicine, physics, social science, and more. Find and submit new publications and popular science coverage of current research.
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submitted by /u/calliope_kekule [link] [comments]
- Direct measurement of the quantum metric tensor in solidsby /u/Choobeen on June 15, 2025 at 6:43 pm
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- A new study found that ECT (a type of brain stimulation) lowers suicide risk by 34% and death rates by 30% in people with hard-to-treat depression.by /u/calliope_kekule on June 15, 2025 at 6:32 pm
submitted by /u/calliope_kekule [link] [comments]
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submitted by /u/nohup_me [link] [comments]
- Strange radio pulses detected coming from ice in Antarcticaby /u/Flyinhighinthesky on June 15, 2025 at 6:04 pm
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Reddit Sports Sports News and Highlights from the NFL, NBA, NHL, MLB, MLS, and leagues around the world.
- Mayo crash out of All-Ireland group stage in dramatic defeat against Donegalby /u/bigconor on June 15, 2025 at 4:52 pm
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- Orlando Magic are landing Desmond Bane in trade with Memphis Grizzlies for Anthony, Caldwell-Pope and picksby /u/Oldtimer_2 on June 15, 2025 at 4:02 pm
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- Savannah Sutherland (Michigan) breaks Sydney McLaughlin's 400mH NCAA Record in 52.46s. She also set a new Canadian National Record.by /u/Oldtimer_2 on June 15, 2025 at 2:39 pm
submitted by /u/Oldtimer_2 [link] [comments]
- The Wait Is Over...South Africa Finally Win An ICC Trophy After 27 Long Yearsby /u/Status_Energy_7935 on June 15, 2025 at 2:17 pm
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- Lionel Messi's Inter Miami and Egypt's Al Ahly battle to scoreless draw in Club World Cup openerby /u/Oldtimer_2 on June 15, 2025 at 2:09 pm
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