
Join us this week on the AWS Developers podcast as we dive deep into CodeArtifact, AWS's fully managed artifact repository service. In this insightful discussion with the team behind CodeArtifact, we explore what makes this service essential for developers. Discover the myriad benefits it offers in terms of availability, security, and cost-efficiency. Did you know that 83% of Maven's public server bandwidth is consumed by just 1% of its client IP addresses? Utilizing a private artifact repository like CodeArtifact not only optimizes your workflows but also contributes to a more sustainable internet infrastructure. We'll also share expert insights and best practices for deploying CodeArtifact at scale, ensuring you get the most out of this powerful service. Tune in to enhance your development process and learn how to be a responsible internet citizen.
With Carl Lewis and Derek Tam, Software Development Manager, AWS
Links
- AWS CodeArtifact
https://docs.aws.amazon.com/codeartifact/latest/ug/welcome.html
- Recent blog posts I wrote about CodeArtifact
https://aws.amazon.com/blogs/aws/category/developer-tools/aws-code-artifact/
- 83% of maven servers bandwidth is consumed by 1% of its client IP addresses, the Sonatype blog post.
https://www.sonatype.com/blog/maven-central-and-the-tragedy-of-the-commons
- Carl Lewis on Linked In
https://www.linkedin.com/in/carlglewis/
- Derek Tam on Linked In
https://www.linkedin.com/in/derek-tam-3548987/
Jul 5, 2024
33 min

Dive Deep into Spatial Computing on the AWS Developers Podcast
This week on the AWS Developers Podcast, we're blasting off into the future with a deep dive into spatial computing!
What you'll learn:
- Demystifying spatial computing: We'll unpack what it is and how it differs from traditional mobile development.
- Beyond the device: Sure, the headsets and AR glasses are cool, but that's just the tip of the iceberg. We'll explore the hidden world that powers spatial experiences: 3D object creation, storage, and display
- Integration with game engines
- The critical backend infrastructure – secure, scalable, and cost-effective
Why you should listen:
Whether you're curious about this emerging field or ready to jump in and develop your own spatial app, this episode is your one-stop shop!
Join us and:
- Gain an understanding of spatial computing
- Learn about the essential backend services needed for success on AWS
- Get the inspiration and knowledge to kickstart your spatial development journey
Ready to build the future? Tune in now!
## Links
Here are the links to the tools, technologies, or articles we mentioned in this episode.
- [AWS Spatial computing blog channel](https://aws.amazon.com/blogs/spatial/)
- [A visual assets management system](https://aws.amazon.com/blogs/spatial/visual-asset-management-system-2-0-release/)
Jun 28, 2024
32 min

This week's episode of the AWS Developers podcast dives into the CloudFront Hosting Toolkit, a command-line tool designed to streamline web application deployment on AWS. The podcast explores how the toolkit simplifies the process by enabling deployment to Amazon S3 with exposure through CloudFront. Additionally, it delves into the creation of an automated deployment pipeline linked to your Git repository. Listeners will gain insights into configuring advanced features like dynamic routing for the latest application version, eliminating the need for cache invalidation. The episode offers a comprehensive overview of the CloudFront Hosting Toolkit and guidance on getting started.
With Achraf Souk, Edge Specialist SA, AWS and Corneliu Croitoru
https://www.linkedin.com/in/achrafsouk/
https://www.linkedin.com/in/corneliucroitoru/
**Links**
Here are the links to the tools, technologies, or articles we mentioned in this episode.
Amazon CloudFront hosting toolkit
https://aws.amazon.com/blogs/networking-and-content-delivery/introducing-cloudfront-hosting-toolkit/
AWS CodePipeline
https://docs.aws.amazon.com/codepipeline/latest/userguide/welcome.html
Amazon CloudFront functions
https://docs.aws.amazon.com/AmazonCloudFront/latest/DeveloperGuide/cloudfront-functions.html
Amazon CloudFront Key Value Store
https://docs.aws.amazon.com/AmazonCloudFront/latest/DeveloperGuide/kvs-with-functions.html
AWS CodeBuild
https://docs.aws.amazon.com/codebuild/latest/userguide/welcome.html
AWS Step Functions
https://docs.aws.amazon.com/step-functions/latest/dg/welcome.html
Build on AWS Edge
https://aws.amazon.com/developer/application-security-performance/?whats-new-cards.sort-by=item.additionalFields.postDateTime&whats-new-cards.sort-order=desc&public-talk-id.sort-by=item.additionalFields.DisplayDate&public-talk-id.sort-order=desc&blogs-id.sort-by=item.additionalFields.createdDate&blogs-id.sort-order=desc
A/B Testing on AWS
https://aws.amazon.com/developer/application-security-performance/articles/a-b-testing/
Jun 21, 2024
36 min

This episode dives into the Amazon Bedrock Converse API, a new release that simplifies integrating large language models (LLMs) into your applications. We'll talk with Dennis from the AWS Developer Experience team about how Converse tackles common integration challenges, and explores the concept of tools for unlocking new orchestration capabilities for LLMs. By the end, you'll be equipped to get the most out of foundation models on Amazon Bedrock.
With Dennis Traub, Developer Advocate, AWS
Links
-----
Here are the links to the tools, technologies, or articles we mentioned in this episode.
Amazon Bedrock Converse API - https://docs.aws.amazon.com/bedrock/latest/userguide/conversation-inference.html
A developer’s guide to Bedrock’s new Converse API (Dennis’ blog post series) - https://community.aws/content/2dtauBCeDa703x7fDS9Q30MJoBA/amazon-bedrock-converse-api-developer-guide
Getting started with the Amazon Bedrock Converse API (James blog posts series, showing tools in action) - https://community.aws/content/2hHgVE7Lz6Jj1vFv39zSzzlCilG/getting-started-with-the-amazon-bedrock-converse-api?lang=en
Another blog post about using tools with converse API, Davide Gallitelli - https://dgallitelli95.medium.com/amazon-bedrock-explained-with-memes-converse-api-and-tool-usage-w-anthropic-claude-3-001c341347ca
Dennis’ example to use tools (in python) : the page from the Amazon Bedrock documentation and the full source code on GitHub -
https://docs.aws.amazon.com/bedrock/latest/userguide/bedrock-runtime_example_bedrock-runtime_Scenario_ToolUseDemo_AnthropicClaude_section.html
https://github.com/awsdocs/aws-doc-sdk-examples/tree/main/python/example_code/bedrock-runtime/cross-model-scenarios/tool_use_demo
Jun 14, 2024
40 min

Join us as we dive into an inspiring conversation from the AWS Summit in Stockholm with Matt Houghton, an AWS Ambassador and Community Builder. Matt shares insights on his team at CDL and their monumental achievement of migrating 600 Oracle databases to RDS Postgres. 🗂️💡
Tune in to hear how they convert schemas, modified applications, migrate data, and automated the whole process. But most importantly hear how Oracle DBAs were involved and how they job moved from DBA to Data engineers? 🤔
Don't miss out! 🎧
#AWS #CloudComputing #AWSCommunity #TechPodcast #DatabaseMigration #AWSDevelopers
CDL
https://www.cdl.co.uk/
Matt Houghton on Linked In
https://www.linkedin.com/in/matt-houghton-06b59010a/
Matt's session at AWS re:Invent 2022
https://www.youtube.com/watch?v=0gpEbbx2Hy0
AWS RDS Prescriptive Guidance - Amazon RDS Monitoring and Alerting
https://docs.aws.amazon.com/prescriptive-guidance/latest/amazon-rds-monitoring-alerting/overview.html
AWS Schema Conversion Tool
https://aws.amazon.com/dms/schema-conversion-tool/
Qlik Data Capture
https://www.qlik.com/us/change-data-capture/data-capture
AWS Database Migration Service
https://aws.amazon.com/dms/
Migration Oracle databases to Amazon RDS, a tutorial
https://aws.amazon.com/tutorials/move-to-managed/migrate-oracle-to-amazon-rds/
Training at a Cloud Guru
https://www.pluralsight.com/cloud-guru
Seb, the new host of this show
https://www.linkedin.com/in/sebastienstormacq/
Jun 7, 2024
33 min

In this compelling episode, hosts Dave and Morgan are joined by Rebekah Kulidzan, a seasoned Go-to-Market Specialist at AWS specializing in Integration Services. Rebekah leads the charge in technical business development and strategy, enabling customers to revolutionize their applications through adoption of event-driven architectures.
The conversation kicks off with an in-depth look at the role of a "Go to Market Specialist" and the essential strategies behind application modernization. Learn how tech teams leverage AWS Integration Services to meld seamlessly into domain-specific groups, boosting both agility and communication.
The latter half of our episode shifts focus to the crucial balance between mental health and career growth in the tech industry. Rebekah shares her expert insights on maintaining mental wellness during career transitions. She also introduces us to the transformative work of Pathways Collective, an online coaching and mentoring platform that guides professionals through career changes, ensuring they achieve their goals while maintaining mental balance.
Whether you're considering a shift into tech or simply looking to take control of your professional life, this episode serves as a vital resource to understand the dynamic interplay between technology and personal well-being.
Pathways Collective –
https://pathwcollective.com/
https://www.linkedin.com/company/pathwcollective/
https://www.instagram.com/pathwcollective/
https://twitter.com/pathwcollective
Rebekah on LinkedIn - https://www.linkedin.com/in/rkulidzan/
Rebekah on Instagram - https://www.instagram.com/rkulidzan/
Rebekah on Twitter - https://twitter.com/
Rebekah on Github - https://github.com/rkulidzan/
Rebekah’s Website - https://rkulidzan.com/
Morgan on Twitter: https://twitter.com/MorgantWillis
Morgan on LinkedIn: https://www.linkedin.com/in/morgan-willis-001/
Morgan on Instagram: https://www.instagram.com/morganwilliscloud
Dave on Twitter: https://twitter.com/thedavedev
Dave on LinkedIn: https://www.linkedin.com/in/davidisbitski
** Please note **
During minutes 33 through 39 of this episode, we talk openly about mental health issues and topics related to recovery. We are speaking from our lived experience, training and research but are not medical professionals. If you identify with any of the thoughts shared and feel you would like to talk to someone, please reach out to your GP, contact Mind, or the Anxiety UK helpline. Information, services and helplines for those struggling with, or impacted by someone else’s, addiction can be found on the NHS website.
**
Mental Health In The Workplace: The High Cost Of Depression - https://www.forbes.com/sites/mariaminor/2021/01/20/mental-health-in-the-workplace-the-high-cost-of-depression/
Application Integration on AWS - https://aws.amazon.com/products/application-integration/
EventStorming - https://aws-samples.github.io/eda-on-aws/eventstorming/
Application Integration and Open Source on AWS - https://github.com/rkulidzan/awesome-app-integration
Serverlessland - https://serverlessland.com/search?search=integration
Serverlessland Step Functions and Integration Services - https://serverlessland.com/content/service/step-functions/guides/integrating-step-functions-with-containerized-workloads/10-introduction
Subscribe:
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Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669
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Apr 23, 2024
57 min

In the grand finale of our six-part AWS Certification Exam Prep Series, join hosts Dave and Caroline as they chat with Anya Derbakova, a Senior Startup Solutions Architect at AWS, known for weaving social media magic, and Ted Trentler, a Senior AWS Technical Instructor with a knack for simplifying the complex.
We journey beyond the technical realms to explore the treasure trove of resources provided by AWS to ensure your success in the Solutions Architect Associate Exam. This episode not only serves as your ultimate guide to the best study resources but also recaps the invaluable insights shared throughout our series.
Embark on this final venture with us as we delve into the extensive array of free and paid resources designed to elevate your learning experience, from interactive labs and digital badges to comprehensive guides and community support. Whether you're starting your AWS journey or looking to validate and showcase your skills, AWS offers an ecosystem of learning paths tailored to your aspirations.
In this episode, we highlight:
• AWS Skill Builder's extensive library of lessons and labs, coupled with an affordable paid tier for enhanced learning.
• Cloud Quest and AWS Educate, offering free labs and credits to kickstart your journey.
• The definitive AWS Solutions Architect Ramp Up Guide for a structured learning approach.
• Leveraging AWS Free Tier and workshops for hands-on experience and building real-world projects.
• The significance of community engagement through AWS User Groups, Summits, and Twitch shows for interactive learning and networking.
• Practical advice on exam registration, understanding the certification lifecycle, and strategies for recertification to maintain your credentials.
Join us as we consolidate our learnings, reinforce our preparation strategies, and set our sights on not just passing the exam but becoming proficient AWS builders. Let's architect our success together!
Anya on LinkedIn: https://www.linkedin.com/in/annadderbakova/
Ted on Twitter: https://twitter.com/ttrentler
Ted on LinkedIn: https://linkedin/in/tedtrentler
Caroline on Twitter: https://twitter.com/carolinegluck
Caroline on LinkedIn: https://www.linkedin.com/in/cgluck/
Dave on Twitter: https://twitter.com/thedavedev
Dave on LinkedIn: https://www.linkedin.com/in/davidisbitski
AWS Educate - Gives $50 in signup credits: https://aws.amazon.com/education/awseducate/
AWS Cloud Quest: https://aws.amazon.com/training/digital/aws-cloud-quest/
AWS Solutions Architect Ramp Up Guide - Has both free and Paid for learning.
https://d1.awsstatic.com/training-and-certification/ramp-up_guides/Ramp-Up_Guide_Architect.pdf
AWS Free Tier Accounts: https://aws.amazon.com/free/ -
AWS Workshops: https://workshops.aws/
Get some digital Bling while you learn with Digital Badges from Credly: https://community.aws/content/2amRr40y98o4lrV7n2YJHKTszso/validate-your-aws-cloud-knowledge-with-aws-learning-knowledge-badges
Don’t just get certified be a builder! Builders Build! Build something that interests you - A Wordpress blog, A Minecraft server. ML object analysis of your drone video. Look at the cloud resume challenge for AWS by Forrest Brazeal https://cloudresumechallenge.dev/docs/the-challenge/aws/
AWS on Twitch: https://www.twitch.tv/aws
Use Party Rock (Gen A)I as a study Buddy: https://partyrock.aws/u/tedtrent/KQtYIhbJb/Solutions-Architect-Study-Buddy
AWS Educate: https://aws.amazon.com/education/awseducate/
Serverlessland: https://serverlessland.com/
AWS Global Summits - https://aws.amazon.com/events/summits
Subscribe:
Spotify:
https://open.spotify.com/show/7rQjgnBvuyr18K03tnEHBI
Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669
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Mar 29, 2024
38 min

Welcome to part five in the AWS Certification Exam Prep Mini-Series! Whether you're an aspiring cloud enthusiast or a seasoned developer looking to deepen your architectural acumen, you've landed in the perfect spot. In this six-part saga, we're demystifying the pivotal role of a Solutions Architect in the AWS cloud computing cosmos.
In this episode, Dave and Caroline chat with Anya Derbakova, a Senior Startup Solutions Architect at AWS, known for weaving social media magic, and Ted Trentler, a Senior AWS Technical Instructor with a knack for simplifying the complex. Unravel the strategies and best practices for designing cost-optimized architectures on AWS. Covering 20% of the exam's scored content, this episode zeroes in on maximizing efficiency and reducing costs across your cloud infrastructure.
Discover the art of balancing performance with cost-effectiveness as we delve into AWS cost management services, cost-optimized storage and compute solutions, and the nuances of designing database and network architectures that won't break the bank.
In this episode, you'll learn about:
• Utilizing AWS cost management service features and tools, including cost allocation tags, multi-account billing, and the AWS Free Tier.
• Designing cost-optimized storage solutions with AWS services like Amazon FSx, EFS, S3, and EBS, including data lifecycle policies and backup strategies.
• Rightsizing and optimizing compute resources to meet your workload requirements efficiently, from instance selection to utilizing serverless and distributed compute strategies.
• Strategies for cost-optimized database solutions, focusing on caching, data retention, capacity planning, and replication to enhance performance while managing costs.
• Crafting network architectures that minimize costs associated with data transfer, leveraging AWS services and features to reduce expenses while maintaining robust connectivity.
Whether you're fine-tuning existing systems or building from the ground up, we'll provide you with the tools and insights to make cost-aware decisions without sacrificing functionality!
Anya on LinkedIn: https://www.linkedin.com/in/annadderbakova/
Ted on Twitter: https://twitter.com/ttrentler
Ted on LinkedIn: https://linkedin/in/tedtrentler
Caroline on Twitter: https://twitter.com/carolinegluck
Caroline on LinkedIn: https://www.linkedin.com/in/cgluck/
Dave on Twitter: https://twitter.com/thedavedev
Dave on LinkedIn: https://www.linkedin.com/in/davidisbitski
AWS SAA Exam Guide - https://d1.awsstatic.com/training-and-certification/docs-sa-assoc/AWS-Certified-Solutions-Architect-Associate_Exam-Guide.pdf
Party Rock for Exam Study - https://partyrock.aws/u/tedtrent/KQtYIhbJb/Solutions-Architect-Study-Buddy
All Things AWS Training - Links to Self-paced and Instructor Led https://aws.amazon.com/training/
AWS Skill Builder – Free CPE Course - https://explore.skillbuilder.aws/learn/course/134/aws-cloud-practitioner-essentials
AWS Free Workshops - https://workshops.aws/
Running a Minecraft server on Amazon ECS with Spot Pricing: https://github.com/vatertime/minecraft-spot-pricing
Subscribe:
Spotify:
https://open.spotify.com/show/7rQjgnBvuyr18K03tnEHBI
Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669
Stitcher:
https://www.stitcher.com/show/1065378
Pandora:
https://www.pandora.com/podcast/aws-developers-podcast/PC:1001065378
TuneIn:
https://tunein.com/podcasts/Technology-Podcasts/AWS-Developers-Podcast-p1461814/
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Google Podcasts:
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RSS Feed:
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Mar 29, 2024
48 min

Welcome to part four in the AWS Certification Exam Prep Mini-Series! Whether you're an aspiring cloud enthusiast or a seasoned developer looking to deepen your architectural acumen, you've landed in the perfect spot. In this six-part saga, we're demystifying the pivotal role of a Solutions Architect in the AWS cloud computing cosmos.
In this fourth episode, Caroline and Dave chat again with Anya Derbakova, a Senior Startup Solutions Architect at AWS, known for weaving social media magic, and Ted Trentler, a Senior AWS Technical Instructor with a knack for simplifying the complex. Together, we will step into the realm of performance, where we untangle the complexities of designing high-performing architectures in the cloud. We dissect the essentials of high-performing storage solutions, dive deep into elastic compute services for scaling and cost efficiency, and unravel the intricacies of optimizing database solutions for unparalleled performance.
Expect to uncover:
• The spectrum of AWS storage services and their optimal use cases, from Amazon S3's versatility to the shared capabilities of Amazon EFS.
• How to leverage Amazon EC2, Auto Scaling, and Load Balancing to create elastic compute solutions that adapt to your needs.
• Insights into serverless computing paradigms with AWS Lambda and Fargate, highlighting the shift towards de-coupled architectures.
• Strategies for selecting high-performing database solutions, including the transition from on-premise databases to AWS-managed services like RDS and the benefits of caching with Amazon ElastiCache.
• A real-world scenario where we'll navigate the challenge of processing hundreds of thousands of online votes in minutes, testing your understanding and application of high-performing AWS architectures.
Whether you're dealing with vast amounts of data, requiring robust compute power, or ensuring your architecture can handle peak loads without a hitch, we've got you covered!
Anya on LinkedIn: https://www.linkedin.com/in/annadderbakova/
Ted on Twitter: https://twitter.com/ttrentler
Ted on LinkedIn: https://linkedin/in/tedtrentler
Caroline on Twitter: https://twitter.com/carolinegluck
Caroline on LinkedIn: https://www.linkedin.com/in/cgluck/
Dave on Twitter: https://twitter.com/thedavedev
Dave on LinkedIn: https://www.linkedin.com/in/davidisbitski
AWS SAA Exam Guide - https://d1.awsstatic.com/training-and-certification/docs-sa-assoc/AWS-Certified-Solutions-Architect-Associate_Exam-Guide.pdf
Party Rock for Exam Study - https://partyrock.aws/u/tedtrent/KQtYIhbJb/Solutions-Architect-Study-Buddy
All Things AWS Training - Links to Self-paced and Instructor Led https://aws.amazon.com/training/
AWS Skill Builder – Free CPE Course - https://explore.skillbuilder.aws/learn/course/134/aws-cloud-practitioner-essentials
AWS Skill Builder – Learning Badges - https://explore.skillbuilder.aws/learn/public/learning_plan/view/1044/solutions-architect-knowledge-badge-readiness-path
AWS Usergroup Communities: https://aws.amazon.com/developer/community/usergroups
Subscribe:
Spotify:
https://open.spotify.com/show/7rQjgnBvuyr18K03tnEHBI
Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669
Stitcher:
https://www.stitcher.com/show/1065378
Pandora:
https://www.pandora.com/podcast/aws-developers-podcast/PC:1001065378
TuneIn:
https://tunein.com/podcasts/Technology-Podcasts/AWS-Developers-Podcast-p1461814/
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RSS Feed:
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Mar 29, 2024
54 min

Welcome to part three in the AWS Certification Exam Prep Mini-Series! Whether you're an aspiring cloud enthusiast or a seasoned developer looking to deepen your architectural acumen, you've landed in the perfect spot. In this six-part saga, we're demystifying the pivotal role of a Solutions Architect in the AWS cloud computing cosmos.
In this third episode, join Caroline and Dave as they host a riveting discussion with two cloud virtuosos - Anya Derbakova, a Senior Startup Solutions Architect at AWS, known for weaving social media magic, and Ted Trentler, a Senior AWS Technical Instructor with a knack for simplifying the complex. Together, they embark on a narrative journey through the clouds, sharing their personal paths to mastering AWS, elucidating the essence of the Solutions Architect role, and breaking down the AWS Certification labyrinth.
Expect to uncover:
Overview of Exam Domain 2: Design Resilient Architectures (26% of scored test content):
• Emphasis on designing scalable and loosely coupled architectures.
• Introduction to API creation and management.
• Utilization of AWS managed services for efficiency.
• Principles of microservices design for robust applications.
• Strategies for horizontal and vertical scaling.
• Understanding of load balancing techniques.
• Comparison of storage types: Object, Block, File.
Designing Highly Available and/or Fault-Tolerant Architectures:
• Exploration of AWS global infrastructure: Availability Zones, AWS Regions, Amazon Route 53.
• Basics of networking concepts, including route tables.
• Disaster recovery (DR) strategies: backup and restore, pilot light, warm standby, active-active failover, RPO, RTO.
• Immutable infrastructure for consistent deployment.
• Storage options and their characteristics: durability, replication.
• Enhancing workload visibility with tools like AWS X-Ray.
Sample Exam Question:
• Scenario involving a two-tier application architecture with resilience considerations, focusing on EC2 instances across public and private subnets within a single Availability Zone.
This series is your beacon through the fog of cloud computing, illuminating the path to AWS mastery. Whether you're aiming to elevate your career, transition roles, or simply quench your curiosity about the cloud, tune in to transform your understanding of AWS and gear up for success in the Solutions Architect realm.
Anya on LinkedIn: https://www.linkedin.com/in/annadderbakova/
Ted on Twitter: https://twitter.com/ttrentler
Ted on LinkedIn: https://linkedin/in/tedtrentler
Caroline on Twitter: https://twitter.com/carolinegluck
Caroline on LinkedIn: https://www.linkedin.com/in/cgluck/
Dave on Twitter: https://twitter.com/thedavedev
Dave on LinkedIn: https://www.linkedin.com/in/davidisbitski
AWS SAA Exam Guide - https://d1.awsstatic.com/training-and-certification/docs-sa-assoc/AWS-Certified-Solutions-Architect-Associate_Exam-Guide.pdf
Party Rock for Exam Study - https://partyrock.aws/u/tedtrent/KQtYIhbJb/Solutions-Architect-Study-Buddy
All Things AWS Training - Links to Self-paced and Instructor Led https://aws.amazon.com/training/
AWS Skill Builder – Free CPE Course - https://explore.skillbuilder.aws/learn/course/134/aws-cloud-practitioner-essentials
AWS Skill Builder – Learning Badges - https://explore.skillbuilder.aws/learn/public/learning_plan/view/1044/solutions-architect-knowledge-badge-readiness-path
AWS Well-Architected Framework - https://docs.aws.amazon.com/wellarchitected/latest/framework/welcome.html
Subscribe:
Spotify:
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Apple Podcasts: https://podcasts.apple.com/us/podcast/aws-developers-podcast/id1574162669
Mar 1, 2024
41 min
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