110. Why should you use Lambda for Machine Learning?

AWS Bites

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תוכן מסופק על ידי AWS Bites. כל תוכן הפודקאסטים כולל פרקים, גרפיקה ותיאורי פודקאסטים מועלים ומסופקים ישירות על ידי AWS Bites או שותף פלטפורמת הפודקאסט שלהם. אם אתה מאמין שמישהו משתמש ביצירה שלך המוגנת בזכויות יוצרים ללא רשותך, אתה יכול לעקוב אחר התהליך המתואר כאן https://he.player.fm/legal.

<div class="span index">1</div> <span><a class="" data-remote="true" data-type="html" href="/series/full-police-interrogations-911-calls-and-true-crime-investigations-true-crime-podcast-2025">Full Police Interrogations, 911 Calls, and True Crime Investigations - True Crime Podcast 2025</a></span>

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Full Police Interrogations, 911 Calls, and True Crime Investigations - True Crime Podcast 2025

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לפני 4 ימיםלפני 4d ago

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Full Police Interrogations, 911 Calls, and True Crime Investigations - True Crime Podcast 2025 The Art and Psychology of Police Interrogation A police interrogation is a formal questioning of a suspect by law enforcement to obtain evidence that could lead to a prosecution. Interrogations can occur in many settings, including police stations or on the street, and can take place during an arrest, criminal investigation, or after a suspect is in custody. Police interrogations are often accusatorial and manipulative, and can include: Confronting the suspect with accusations of guilt Minimizing the severity of the crime Providing moral justification for the suspect's actions Using the Reid technique, which involves methods to detect signs of deception in body language Threatening consequences Promising leniency in return for a confession Denying the suspect their rights The Fifth Amendment of the United States Constitution protects individuals from self-incrimination and guarantees the right to remain silent. Before questioning, the suspect must be warned of their rights, including: The right to remain silent The right to have an attorney present, either retained or appointed The fact that any statement they make may be used as evidence against them However, the Supreme Court has stated that police interrogations are "inherently coercive". Despite this, confessions are often trusted and offered as conclusive evidence of guilt, even when made by innocent suspects. True crime is a genre that explores real-life crimes, often focusing on high-profile cases, unsolved mysteries, or the psychology of criminals and victims. It includes detailed accounts of events, investigations, trials, and their aftermath, providing insights into the human behaviors and societal issues surrounding crime. True crime content can take many forms, including books, documentaries, podcasts, TV shows, and films. Popular topics include murder cases, serial killers, organized crime, fraud, and corruption. The genre appeals to people who are fascinated by human psychology, justice, and the complexities of criminal behavior. A true crime podcast is an audio series that explores real-life crimes, often detailing the events surrounding a case, the investigation process, the legal proceedings, and the stories of those involved. These podcasts often mix storytelling, analysis, and interviews to give listeners an immersive look into the world of crime and justice.True crime podcasts cover a wide range of topics, including: Murder and Serial Killers: Deep dives into notorious cases or unsolved mysteries. White-Collar Crimes: Fraud, scams, and corporate corruption. Cold Cases: Crimes that remain unsolved, often sparking new interest or investigation. Wrongful Convictions: Stories of justice gone wrong, including false confessions or systemic flaws. Criminal Psychology: The motivations, behaviors, and backgrounds of criminals. They range from serious, investigative journalism to more casual storytelling with humor or commentary. Some popular examples include Serial, My Favorite Murder, Criminal, and Sword and Scale. Become a supporter of this podcast: https://www.spreaker.com/podcast/full-police-interrogations-911-calls-and-true-crime-investigations-true-crime-podcast-2025--6463449/support .

לפני שנה 24:28

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In this episode, we discuss using AWS Lambda for machine learning inference. We cover the tradeoffs between GPUs and CPUs for ML, tools like ggml and llama.cpp for running models on CPUs, and share examples where we've experimented with Lambda for ML like podcast transcription, medical imaging, and natural language processing. While Lambda ML is still quite experimental, it can be a viable option for certain use cases.

💰 SPONSORS 💰 AWS Bites is brought to you by fourTheorem, an Advanced AWS Partner. If you are moving to AWS or need a partner to help you go faster, check us out at fourtheorem.com ! In this episode, we mentioned the following resources.

Episode "46. How do you do machine learning on AWS?": https://awsbites.com/46-how-do-you-do-machine-learning-on-aws/
Episode "108. How to Solve Lambda Python Cold Starts": https://awsbites.com/108-how-to-solve-lambda-python-cold-starts/
ggml (the framework): https://github.com/ggerganov/ggml
ggml (the company): https://ggml.ai
llama.cpp: https://github.com/ggerganov/llama.cpp
whisper.cpp: https://github.com/ggerganov/whisper.cpp
whisper.cpp WebAssembly demo: https://whisper.ggerganov.com/
ONNX Runtime: https://onnxruntime.ai/
An example of using whisper.cpp with the Rust bindings: https://github.com/lmammino/whisper-rs-example
Project running Whisper.cpp in a Lambda function: https://github.com/eoinsha/whisper_lambda_cpp
AWS Lambda Image Container Chest X-Ray Example: https://github.com/fourTheorem/lambda-image-cxr-detection
Episode "103. Building GenAI Features with Bedrock": https://awsbites.com/103-building-genai-features-with-bedrock/⁠

Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X, formerly Twitter: - ⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠ - ⁠⁠⁠⁠https://twitter.com/loige⁠⁠

148 פרקים

#Tech #AWS Bites

110. Why should you use Lambda for Machine Learning?

AWS Bites

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Episode "46. How do you do machine learning on AWS?": https://awsbites.com/46-how-do-you-do-machine-learning-on-aws/
Episode "108. How to Solve Lambda Python Cold Starts": https://awsbites.com/108-how-to-solve-lambda-python-cold-starts/
ggml (the framework): https://github.com/ggerganov/ggml
ggml (the company): https://ggml.ai
llama.cpp: https://github.com/ggerganov/llama.cpp
whisper.cpp: https://github.com/ggerganov/whisper.cpp
whisper.cpp WebAssembly demo: https://whisper.ggerganov.com/
ONNX Runtime: https://onnxruntime.ai/
An example of using whisper.cpp with the Rust bindings: https://github.com/lmammino/whisper-rs-example
Project running Whisper.cpp in a Lambda function: https://github.com/eoinsha/whisper_lambda_cpp
AWS Lambda Image Container Chest X-Ray Example: https://github.com/fourTheorem/lambda-image-cxr-detection
Episode "103. Building GenAI Features with Bedrock": https://awsbites.com/103-building-genai-features-with-bedrock/⁠

148 פרקים

#Tech #AWS Bites

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AWS Bites

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144. Lambda Billing Changes, Cold Start Costs, and Log Savings: What You Need to Know 13:22

לפני 28 ימים13:22

13:22

Cost is always top of mind when building in the cloud, and recently AWS has introduced some changes worth paying attention to. In this episode of AWS Bites, we explore a shift that caught many by surprise: the “free” INIT phase for Lambda’s managed runtimes is going away. That cold start time that used to fly under the billing radar? It's now part of the cost. We dig into what this means for your workloads, who might feel the impact, and whether this gives languages like Rust and Go an extra edge. But it’s not all bad news. AWS has also rolled out new pricing tiers for CloudWatch Logs, making it cheaper for high-volume accounts. On top of that, there are new options to send logs directly to S3 or Firehose, helping simplify pipelines and reduce costs. We close with a few tips to help you keep your Lambda and logging spend under control. If you're building on AWS and care about efficiency, this is one you won't want to miss. Big shoutout to fourTheorem for powering yet another episode of AWS Bites. At fourTheorem, we believe the cloud should be simple, scalable, and cost-effective, and we help teams do just that. Whether you’re diving into containers, stepping into event-driven architecture, or scaling a global SaaS platform on AWS, or trying to keep cloud spend under control our team has your back. Visit https://fourTheorem.com to see how we can help you build faster, better, and with more confidence using AWS cloud! In this episode, we mentioned the following resources: AWS Blog – Tiered Pricing for AWS Lambda: https://aws.amazon.com/blogs/compute/introducing-tiered-pricing-for-aws-lambda/ Luc van Donkersgoed – When is the Lambda INIT phase free and when is it billed?: https://lucvandonkersgoed.com/2022/04/09/when-is-the-lambda-init-phase-free-and-when-is-it-billed/ AWS Bites – Explaining Lambda Runtimes (Episode 104): https://awsbites.com/104-explaining-lambda-runtimes/ AWS Blog – Standardized Billing for Lambda INIT Phase: https://aws.amazon.com/blogs/compute/aws-lambda-standardizes-billing-for-init-phase/ Lambda Cold Start Benchmarks by Maxim David: https://maxday.github.io/lambda-perf/ Duckbill Group Blog – Lambda Logs Just Got Cheaper: https://www.duckbillgroup.com/blog/lambda-logs-just-got-cheaper/ AWS Bites – Becoming a Logs Ninja with CloudWatch (Episode 35): https://awsbites.com/35-how-can-you-become-a-logs-ninja-with-cloudwatch Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X/Twitter, BlueSky or LinkedIn:- ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ | ⁠⁠⁠⁠https://bsky.app/profile/eoin.sh⁠⁠⁠⁠ | ⁠⁠⁠⁠https://www.linkedin.com/in/eoins/⁠⁠⁠⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠⁠⁠⁠⁠ | ⁠⁠⁠⁠https://bsky.app/profile/loige.co⁠⁠⁠⁠ | ⁠⁠⁠⁠https://www.linkedin.com/in/lucianomammino/…

AWS Bites

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143. Is App Runner better than Fargate? 42:09

לפני 6 weeks42:09

42:09

Picture this. You’ve got a web app built with Rust and Solid.js. It started life running on a dusty on-prem server, but now it's time to move it to the cloud. The clock is ticking. You could take the well-worn AWS path: set up a VPC, configure subnets, attach an ALB, define IAM roles, and deploy with Fargate. Or you could try something different. In this episode of AWS Bites, we share the real story of migrating a monolithic containerized app to AWS App Runner. It promises to take your code, build it, deploy it, and scale it with minimal effort. But does it really deliver? We compare App Runner with Fargate based on hands-on experience. You’ll learn where App Runner shines, where it gets in the way, and how we handled everything from custom domains to background job processing. You’ll also hear when we would still choose Fargate, and why. If you've ever hoped for a Heroku-like experience on AWS, or you want to simplify your container deployments without giving up too much control, this episode is for you. AWS Bites is brought to you in association with fourTheorem. At fourTheorem, we believe serverless should be simple, scalable, and cost-effective — and we help teams do just that. Whether you’re diving into containers, stepping into event-driven architecture, or scaling a global SaaS platform on AWS, our team has your back. Visit https://fourTheorem.com to see how we can help you build faster, better, and with more confidence using AWS cloud! In this episode, we mentioned the following resources: Last Week in AWS: The 17 Ways to Run Containers on AWS: https://www.lastweekinaws.com/blog/the-17-ways-to-run-containers-on-aws/ GitHub Issue - App Runner scale to zero discussion: https://github.com/aws/apprunner-roadmap/issues/9 Custom Domain with CloudFormation (Mark van Holsteijn, Xebia): https://xebia.com/blog/configure-custom-domain-for-aws-apprunner-service-using-cloudformation/ AWS Docs - App Runner hosted zone IDs: https://docs.aws.amazon.com/general/latest/gr/apprunner.html Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X/Twitter, BlueSky or LinkedIn:- ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ | ⁠⁠⁠https://bsky.app/profile/eoin.sh⁠⁠⁠ | ⁠⁠⁠https://www.linkedin.com/in/eoins/⁠⁠⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠⁠⁠⁠ | ⁠⁠⁠https://bsky.app/profile/loige.co⁠⁠⁠ | ⁠⁠⁠https://www.linkedin.com/in/lucianomammino/…

AWS Bites

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142. Escape from S3 30:44

לפני 11 weeks30:44

30:44

We discuss common use cases and challenges for copying data between S3 buckets and S3-compatible object storage services. We share our experience building an open source Node.js CLI tool called S3-Migrate to efficiently migrate data with separate source and destination credentials. We cover performance considerations like streaming, chunk sizes, concurrency and parallelism. AWS Bites is brought to you in association with fourTheorem. If you need a friendly partner to support you and work with you to de-risk any AWS migration or development project, check them out at ⁠⁠⁠fourtheorem.com⁠⁠⁠ In this episode, we mentioned the following resources: s3-migrate CLI tool: https://github.com/lmammino/s3-migrate DigitalOcean Spaces Object Storage: https://docs.digitalocean.com/products/spaces/ Cloudflare R2: https://www.cloudflare.com/en-gb/developer-platform/products/r2/ Backblaze B2: https://www.backblaze.com/cloud-storage Wasabi Cloud Storage: https://wasabi.com/ Linode / Akamai Object Storage: https://www.linode.com/products/object-storage/ MinIO (Self-hosted S3-compatible storage): https://min.io/ Basecamp / Hey’s move away from S3: https://world.hey.com/dhh/it-s-five-grand-a-day-to-miss-our-s3-exit-b8293563 AWS re:Post - How to move objects between S3 buckets: https://repost.aws/knowledge-center/move-objects-s3-bucket AWS Labs - Utility for S3 Migration: https://github.com/awslabs/utility-for-s3-migration s3s3mirror (Java-based tool): https://github.com/cobbzilla/s3s3mirror rclone S3 Support: https://rclone.org/s3/ knox-copy (Ruby-based, deprecated): https://github.com/goodeggs/knox-copy Flexify.io (paid cloud migration service): https://flexify.io/ Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X/Twitter, BlueSky or LinkedIn:- ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ | ⁠⁠https://bsky.app/profile/eoin.sh⁠⁠ | ⁠⁠https://www.linkedin.com/in/eoins/⁠⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠⁠⁠ | ⁠⁠https://bsky.app/profile/loige.co⁠⁠ | ⁠⁠https://www.linkedin.com/in/lucianomammino/…

AWS Bites

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141. Step Functions with JSONata and Variables 15:43

לפני 13 weeks15:43

15:43

In this episode, we provide an overview of AWS Step Functions and dive deep into the powerful new JSONata and variables features. We explain how JSONata allows complex JSON transformations without custom Lambda functions, enabling more serverless workflows. The variables feature also helps avoid the previous 256KB state size limit. We share examples from real projects showing how these features simplify workflows, reduce costs and enable new use cases. AWS Bites is brought to you in association with fourTheorem. If you need a friendly partner to support you and work with you to de-risk any AWS migration or development project, check them out at ⁠⁠fourtheorem.com⁠⁠ In this episode, we mentioned the following resources: JSONata and variables official launch post: https://aws.amazon.com/blogs/compute/simplifying-developer-experience-with-variables-and-jsonata-in-aws-step-functions/ JSONata exerciser: https://try.jsonata.org/ Stedi JSONata playground: https://www.stedi.com/jsonata/playground Episode 103: Building GenAI Features with Bedrock https://awsbites.com/103-building-genai-features-with-bedrock/ Episode 63: How to automate transcripts with Amazon Transcribe and OpenAI Whisper https://awsbites.com/63-how-to-automate-transcripts-with-amazon-transcribe-and-openai-whisper/ Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X/Twitter, BlueSky or LinkedIn:- ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ | ⁠https://bsky.app/profile/eoin.sh⁠ | ⁠https://www.linkedin.com/in/eoins/⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠⁠ | ⁠https://bsky.app/profile/loige.co⁠ | ⁠https://www.linkedin.com/in/lucianomammino/…

AWS Bites

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140. DuckDB Meets AWS: A Match Made in Cloud 17:38

לפני 17 weeks17:38

17:38

In this episode, we explore DuckDB, an open-source analytical database known for its speed and simplicity. Discover how DuckDB stands out in various applications and compare it to other tools like SQLite, Athena, Pandas, and Polars. We also demonstrate integrating DuckDB with AWS Lambda and Step Functions for serverless analytics. AWS Bites is brought to you by fourTheorem. If you are looking for a partner to architect, develop and modernise on AWS, give fourTheorem a call. Check out ⁠fourtheorem.com⁠ In this episode, we mentioned the following resources: Our `duck-query-lambda`, A Lambda runtime for DuckDB queries: https://github.com/fourTheorem/duck-query-lambda DuckDB's official website: https://duckdb.org/ LibSQL: https://github.com/tursodatabase/libsql Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X/Twitter, BlueSky or LinkedIn:- ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ | https://bsky.app/profile/eoin.sh | https://www.linkedin.com/in/eoins/ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠ | https://bsky.app/profile/loige.co | https://www.linkedin.com/in/lucianomammino/…

AWS Bites

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139. Building Great APIs with Powertools 24:32

לפני 17 weeks24:32

24:32

In this episode, we discuss using AWS Lambda Powertools for Python to build serverless REST APIs with AWS Lambda. We cover the benefits of using Powertools for routing, validation, OpenAPI support, and more. Powertools provides an excellent framework for building APIs while maintaining Lambda best practices.In this episode, we mentioned the following resources: AWS Bites 41. How can Middy make writing Lambda functions easier? - ⁠https://awsbites.com/41-how-can-middy-make-writing-lambda-functions-easier⁠ AWS Bites 120. Lambda Best Practices - ⁠https://awsbites.com/120-lambda-best-practices/⁠ REST API - Powertools for AWS Lambda (Python) - ⁠https://docs.powertools.aws.dev/lambda/python/latest/core/event_handler/api_gateway/⁠ Hono - ⁠https://hono.dev/⁠ Fastify - ⁠https://fastify.dev/⁠ Axum - ⁠https://github.com/tokio-rs/axum⁠ FastAPI - ⁠https://fastapi.tiangolo.com/⁠ Do you have any AWS questions you would like us to address?Leave a comment here or connect with us on BlueSky or LinkedIn: https://bsky.app/profile/eoin.sh | https://www.linkedin.com/in/eoins/ https://bsky.app/profile/loige.co | https://www.linkedin.com/in/lucianomammino/…

AWS Bites

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138. How Do You Become A Cloud Architect? 39:02

לפני 23 weeks39:02

39:02

Ready to take your tech career to the cloud and build those awe-inspiring systems you see? Then you're in the right place. This episode of AWS Bites is your blueprint for becoming a successful cloud architect. We're not just going to talk about it; we'll show you what worked for us, sharing the critical skills you need, and a practical path to build your expertise. Whether you're a beginner or looking to take the next step, join us as we equip you with the knowledge and tools to make your mark as a cloud architect! In this episode, we mentioned the following resources: Google Cloud Architecture Definition: https://cloud.google.com/learn/what-is-cloud-architecture Market data about the Cloud Professional Services market: https://www.gminsights.com/industry-analysis/cloud-professional-services-market EP 91 - Our Journeys into Software and AWS: https://awsbites.com/91-our-journeys-into-software-and-aws/ AWS Well-Architected Framework: https://aws.amazon.com/architecture/well-architected/ EP 68 - Are you well architected?: https://awsbites.com/68-are-you-well-architected/ Cloud Design Patterns: https://learn.microsoft.com/en-us/azure/architecture/patterns/ The art of scalability (book): https://www.amazon.com/Art-Scalability-Architecture-Organizations-Enterprise/dp/0134032802 Enterprise integration patterns (book): https://www.amazon.com/Enterprise-Integration-Patterns-Designing-Deploying/dp/0321200683/ Designing Data-Intensive Applications (book): https://www.amazon.com/Designing-Data-Intensive-Applications-Reliable-Maintainable/dp/1449373321 AWS Networking Essentials (free guide): https://aws.amazon.com/getting-started/aws-networking-essentials/ Docker Curriculum (free): https://docker-curriculum.com/ How Linux works (book): https://www.amazon.com/How-Linux-Works-Brian-Ward/dp/1718500408/ Exercism coding challenges: https://exercism.org/ The tangled web (book): https://www.amazon.co.uk/Tangled-Web-Securing-Modern-Applications/dp/1593273886 Low Level YouTube Channel: https://www.youtube.com/lowlevellearning AWS - Best Practices for Security, Identity, & Compliance: https://aws.amazon.com/architecture/security-identity-compliance/ Supercommunicators (book): https://www.amazon.com/Supercommunicators-Unlock-Secret-Language-Connection/dp/0593862066/ An Elegant Puzzle (book): https://www.amazon.com/Elegant-Puzzle-Systems-Engineering-Management/dp/1732265186/ Staff Engineer (book): https://www.amazon.com/Staff-Engineer-Leadership-beyond-management/dp/1736417916/ EP 58 - What can kitties teach us about AWS: https://awsbites.com/58-what-can-kitties-teach-us-about-aws/ AWS User Groups: https://aws.amazon.com/developer/community/usergroups/ Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X/Twitter: - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠…

AWS Bites

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137. Transit Gateway Explained 18:37

לפני 27 weeks18:37

18:37

In this episode, David Lynam provides an overview of AWS Transit Gateway, which aims to simplify complex network connectivity between VPCs, VPNs, and on-premises networks. We discuss the limitations of using VPC peering and the benefits Transit Gateway provides through its hub-and-spoke model. The main components of Transit Gateway are explained, including attachments, route tables, associations, and route propagation. We go through some example use cases like sharing Transit Gateways across accounts, network isolation for compliance, routing traffic through security services, and bandwidth/scaling capabilities. In this episode, we mentioned the following resources: - How Amazon VPC Transit Gateways work Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X/Twitter: - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠…

AWS Bites

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136. 20 Amazing New AWS Features 17:39

לפני 29 weeks17:39

17:39

In this pre-re:Invent 2024 episode, Luciano and Eoin discuss some of their favorite recent AWS announcements, including improvements to AWS Step Functions, Lambda runtime updates, DynamoDB price reductions, ALB header injection, Cognito enhancements, VPC public access blocking, and more. They share their thoughts on the implications of these new capabilities and look forward to seeing what else is announced at the conference. Overall, it's an exciting time for AWS developers with many new features to explore. Very important: no focus on GenAI in this episode :) AWS Bites is brought to you, as always, by fourTheorem! Sometimes, AWS is overwhelming and you might need someone to provide clear guidance in the fog of cloud offerings. That someone is fourTheorem. Check them out at ⁠fourtheorem.com⁠ In this episode, we mentioned the following resources: The repo containing the code of the AWS Bites website: https://github.com/awsbites/aws-bites-site Orama Search: https://orama.com/ JSONata in AWS Step Functions: https://aws.amazon.com/blogs/compute/simplifying-developer-experience-with-variables-and-jsonata-in-aws-step-functions/ EC2 Auto Scaling improvements: https://aws.amazon.com/about-aws/whats-new/2024/11/amazon-ec2-auto-scaling-highly-responsive-scaling-policies/ Node.js 22 is available for Lambda: https://aws.amazon.com/blogs/compute/node-js-22-runtime-now-available-in-aws-lambda/ Python 3.13 runtime: https://aws.amazon.com/blogs/compute/python-3-13-runtime-now-available-in-aws-lambda/ Aurora Serverless V2 now scales to 0: https://aws.amazon.com/about-aws/whats-new/2024/11/amazon-aurora-serverless-v2-scaling-zero-capacity/ Episode 95 covering Mountpoint for S3: https://awsbites.com/95-mounting-s3-as-a-filesystem/ One Zone caching for Mountpoint for S3: https://aws.amazon.com/about-aws/whats-new/2024/11/mountpoint-amazon-s3-high-performance-shared-cache/ Appending to S3 objects: https://docs.aws.amazon.com/AmazonS3/latest/userguide/directory-buckets-objects-append.html 1 million S3 Buckets per account: https://aws.amazon.com/about-aws/whats-new/2024/11/amazon-s3-up-1-million-buckets-per-aws-account/ DynamoDB cost reduction: https://aws.amazon.com/blogs/database/new-amazon-dynamodb-lowers-pricing-for-on-demand-throughput-and-global-tables/ ALB Headers: https://aws.amazon.com/about-aws/whats-new/2024/11/aws-application-load-balancer-header-modification-enhanced-traffic-control-security/ Cognito Managed Login: https://aws.amazon.com/blogs/aws/improve-your-app-authentication-workflow-with-new-amazon-cognito-features/ Cognito Passwordless Authentication: https://aws.amazon.com/blogs/aws/improve-your-app-authentication-workflow-with-new-amazon-cognito-features/ VPC Block Public Access: https://aws.amazon.com/blogs/networking-and-content-delivery/vpc-block-public-access/ Episode 88 where we talk about VPC Lattice: https://awsbites.com/88-what-is-vpc-lattice/ Direct integration between Lattice and ECS: https://aws.amazon.com/blogs/aws/streamline-container-application-networking-with-native-amazon-ecs-support-in-amazon-vpc-lattice/ Resource Control Policies: https://aws.amazon.com/blogs/aws/introducing-resource-control-policies-rcps-a-new-authorization-policy/ Episode 23 about EventBridge: https://awsbites.com/23-what-s-the-big-deal-with-eventbridge/ EventBridge latency improvements: https://aws.amazon.com/about-aws/whats-new/2024/11/amazon-eventbridge-improvement-latency-event-buses/ AppSync web sockets: https://aws.amazon.com/blogs/mobile/announcing-aws-appsync-events-serverless-websocket-apis/ Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X/Twitter: - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠…

AWS Bites

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135. Serverless is making a comeback where you least expect it 21:46

לפני 31 weeks21:46

21:46

In this episode, we discuss the pros and cons of using serverless architecture in enterprise companies. We cover topics like cost, complexity, security, ability to evolve architecture, and more. Overall, we find that serverless can provide benefits like reduced operational costs, improved developer productivity, and increased focus on core business logic for larger companies. AWS Bites is sponsored by fourTheorem, an Advanced AWS partner that works collaboratively with you and sets you up for long-term success on AWS. Find out more at fourtheorem.com In this episode, we mentioned the following resources: - Yan Cui - “Even simple serverless applications have complex architecture diagrams”, so what? - Dark Matter Developers: The Unseen 99% - Deloitte - Determining the Total Cost of Ownership of Serverless Technologies when compared to Traditional Cloud (PDF) - Generating Value Through IT Agility and Business Scalability with AWS Serverless Platform (Gated Link) Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X/Twitter: - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠…

AWS Bites

1
134. Eliminate the IAM User 28:15

לפני 33 weeks28:15

28:15

In this episode, we discuss why IAM users and long-lived credentials are dangerous and should be avoided. We share war stories of compromised credentials and overprivileged access. We then explore solutions like centralizing IAM users, using tools like AWS Vault for temporary credentials, integrating with AWS SSO, and fully eliminating IAM users when possible. 💰 SPONSORS 💰 AWS Bites is brought to you by fourTheorem. If you are looking for a partner to architect, develop and modernise on AWS, give fourTheorem a call. Check out ⁠⁠https://fourtheorem.com⁠⁠⁠⁠⁠⁠⁠⁠ ⁠⁠. In this episode, we mentioned the following resources: Episode 118 "The landing zone: Managing multiple AWS accounts": https://awsbites.com/118-the-landing-zone-managing-multiple-aws-accounts/ Episode 96: "AWS Governance and Landing Zone with Control Tower, Org Formation, and Terraform" https://awsbites.com/96-aws-governance-and-landing-zone-with-control-tower-org-formation-and-terraform/ Datadog Security Report (IAM stats): https://www.datadoghq.com/state-of-cloud-security/ Credentials provider chain in the JavaScript SDK: https://docs.aws.amazon.com/sdk-for-javascript/v3/developer-guide/setting-credentials-node.html Credentials provider chain in the AWS CLI: https://docs.aws.amazon.com/cli/v1/userguide/cli-chap-authentication.html Episode 45 "What’s the magic of OIDC identity providers?": https://awsbites.com/45-what-s-the-magic-of-oidc-identity-providers/ Episode 112 "What is a Service Control Policy (SCP)?": https://awsbites.com/112-what-is-a-service-control-policy-scp Episode 115 "What can you do with Permissions Boundaries?": https://awsbites.com/115-what-can-you-do-with-permissions-boundaries/ Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X, formerly Twitter: - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠…

AWS Bites

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133. Building Businesses in the Cloud with Fiona McKenna 28:28

לפני 35 weeks28:28

28:28

In this special episode of AWS Bites, Eoin is joined by Fiona McKenna, co-founder and CFO of fourTheorem, to discuss startup advice, hiring and growing teams, creating an environment for success, and managing cloud costs. They cover important themes around people, culture, leadership, and finance from Fiona's extensive experience in the tech industry. 💰 SPONSORS 💰 AWS Bites is sponsored by fourTheorem, an Advanced AWS partner that works collaboratively with you and sets you up for long-term success on AWS. Find out more at https://fourtheorem.com. 🔖 Chapters: 00:00 Intro 02:28 Advice on hiring and growing teams 06:00 Challenges in recruiting the right people 09:06 Advice for startups growing from small to large teams 12:53 More general advice for startups 18:25 Are cloud economics understood by CFOs and finance leaders? 21:42 Advice for large companies migrating to the cloud 25:35 Tips for starting an AWS consultancy 28:32 Closing notes Find Fiona on LinkedIn: https://www.linkedin.com/in/fiona-mc-kenna-174172a2 Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X, formerly Twitter: - https://twitter.com/eoins - https://twitter.com/loige…

AWS Bites

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132. GitHub Action Runners on AWS 24:40

לפני 37 weeks24:40

24:40

In this episode, we provided an overview of GitHub Action Runners and discussed the benefits of using self-hosted runners on AWS. We covered options including EC2 and CodeBuild for running GitHub Actions, compared pricing across solutions, and shared our hands-on experience setting things up. Overall, using AWS services can provide more control, lower latency, and cost optimization compared to GitHub hosted runners. 💰 SPONSORS 💰 AWS Bites is sponsored by fourTheorem, an Advanced AWS partner that works collaboratively with you and sets you up for long-term success on AWS. Find out more at ⁠fourtheorem.com⁠ . The source code for the project we discussed is available on GitHub: ⁠fourTheorem/codebuild-gha-runners⁠ ! In this episode, we mentioned the following resources. ⁠Cloudonaut - Self-Hosted GitHub Runners on AWS⁠ ⁠AWS: Best Practices for Working with Self-Hosted GitHub Action Runners at Scale on AWS⁠ ⁠GitHub - philips-labs/terraform-aws-github-runner⁠ ⁠GitHub - garysassano/cdktf-aws-codebuild-github-runners-organization⁠ ⁠GitHub - machulav/ec2-github-runner⁠ ⁠AWS CodeBuild Managed Self-Hosted GitHub Action Runners⁠ ⁠HyperEnv - Self-hosted GitHub runners on AWS⁠ ⁠RunsOn - Self-hosted runners on AWS⁠ ⁠Actions Runner Controller for Kubernetes⁠ ⁠Biome⁠ ⁠SLIC Watch⁠ Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X, formerly Twitter: - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠…

AWS Bites

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131. What do you do about CloudFormation Drift? 19:44

לפני 39 weeks19:44

19:44

In this episode, we discuss the concept of CloudFormation drift, what causes it, how to detect it, and strategies for resolving it. We explain that drift happens when the actual state of resources diverges from what is defined in the CloudFormation templates. Common causes include manual changes, third party tools, mixing IaC solutions, and automation. We then cover built-in drift detection in CloudFormation and integrating it with alarms. Finally, we suggest approaches for reconciling drift like change sets, deletion protection, and bringing up parallel stacks. 💰 SPONSORS 💰 This episode of AWS Bites is brought to you by fourTheorem. Need to modernize your infrastructure or build scalable cloud solutions? fourTheorem brings the experience to build high-quality, maintainable, and scalable cloud applications that evolve with your business needs. Visit ⁠https://fourtheorem.com⁠⁠⁠⁠⁠⁠⁠ ⁠⁠ to see how we can help take your cloud journey to the next level. In this episode, we mentioned the following resources: Ep 31 - CloudFormation or Terraform: https://awsbites.com/31-cloudformation-or-terraform/ Ep. 121 - 5 Ways to extend CloudFormation: https://awsbites.com/121-5-ways-to-extend-cloudformation/ Automatic Drift detection (AWS tutorial): https://aws.amazon.com/blogs/mt/implementing-an-alarm-to-automatically-detect-drift-in-aws-cloudformation-stacks Ep. 11 - How do you move away from the management console: https://awsbites.com/11-how-do-you-move-away-from-the-management-console/ Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X, formerly Twitter: - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠…

AWS Bites

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130. Growing in Tech with Farrah Campbell 29:55

לפני 41 weeks29:55

29:55

In this episode, we had the pleasure to interview Farrah Campbell, head of modern compute community at AWS, prolific speaker, and former AWS Hero. We discussed Farrah's career journey from healthcare into tech, tips on public speaking, dealing with imposter syndrome, the pace of innovation in the cloud, and predictions for the future. Farrah shared personal stories and advice for getting started in tech and being an active member of the community. It was inspiring to hear from someone so passionate about helping others learn and grow. 💰 SPONSORS 💰 AWS Bites is brought to you by fourTheorem. If you are looking for a partner to architect, develop and modernise on AWS, give fourTheorem a call. Check out https://fourtheorem.com⁠⁠⁠⁠⁠ . In this episode, we mentioned the following resources: Farrah's favourite AWS Bites episode with Jeremy Daly: https://awsbites.com/102-getting-ampt-with-jeremy-daly/ Farrah on X (Twitter): https://x.com/FarrahC32 Farrah on Linkedin: https://www.linkedin.com/in/farrahcampbell/ Do you have any AWS questions you would like us to address? Leave a comment here or connect with us on X, formerly Twitter: - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/eoins⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ - ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠https://twitter.com/loige⁠⁠⁠⁠…

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AWS Bites « » 110. Why should you use Lambda for Machine Learning?

110. Why should you use Lambda for Machine Learning?

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110. Why should you use Lambda for Machine Learning?