AWS Bites

About AWS Bites

AWS Bites is the show where we answer questions about AWS! This show is brought to you be Eoin Shanaghy and Luciano Mammino, certified AWS experts.

Publisher

AWS Bites

Category

technology

Language

en

Explicit

No

First episode

3 Sept 2021

Latest episode

22 Oct 2026

Latest episodes

1 of 158 episodes have a transcript.

1. 

   22 Oct 2026TRANSCRIPT

   155. How We Made AWS Containers Start Up to 10× Faster!

   Eóin and Luciano explore how AWS containers achieve up to 10x faster startup using SOCI's lazy loading technology.

2. 

   22 May 2026

   154. S3 Files

   We take a deep dive into Amazon S3 Files, AWS's exciting new managed file system backed by S3! We kick things off by exploring why S3 isn't a traditional file system, covering everything from the lack of true directories and atomic renames to immutable objects and POSIX access control differences. We then walk through the existing solutions people have used to bridge that gap, like S3FS FUSE, MountPoint for S3, FSx for Lustre, and Storage Gateway. From there, we get into the heart of the episode: how S3 Files works, how to set it up, and how it uses EFS under the hood as a caching layer. We share our own real-world benchmarking results comparing S3 Files against various EFS configurations across Lambda and Fargate, and we discuss a real customer project where we put S3 Files to the test. We also cover the important caveats like eventual consistency, the 60-second write-back delay, the lack of cross-account bucket support, and the cost model so you can make an informed decision. Resources mentioned Episode 124: S3 Performance (https://awsbites.com/124) Episode 95: Mounting S3 as a Filesystem (https://awsbites.com/95) Amazon S3 FAQs: S3 Files (https://aws.amazon.com/s3/faqs/) fourTheorem S3 Files demo code on GitHub (https://github.com/fourTheorem/s3-files-demo) Amazon documentation: Understanding how synchronization works (https://docs.aws.amazon.com/AmazonS3/latest/userguide/s3-files-synchronization.html) Sponsor Thanks to fourTheorem for powering AWS Bites. We help teams build cloud systems that are simple, scalable, and cost effective. Visit fourtheorem.com (https://fourtheorem.com). Chapters 00:00 Introduction: Why S3 is amazing but not a file system, and what S3 Files promises to solve 01:47 Why S3 is not a file system: no true directories, immutable objects, no atomic renames, expensive listings, and POSIX differences 05:23 Existing solutions for mounting S3 as a file system: S3FS FUSE, Python fsspec, Hadoop S3A, MountPoint, FSx for Lustre, File Cache, and Storage Gateway 07:16 How S3 Files works: NFS-based access, EFS caching layer, streaming from S3, and supported compute services like EC2, ECS, EKS, and Lambda 09:49 Setting up S3 Files: buckets, file system resources, import and expiration rules, mount targets, access points, VPC requirements, and NFS port configuration 13:42 S3 Files performance numbers from AWS documentation: throughput, IOPS, latency figures, and why real-world benchmarking is recommended 15:39 Benchmarking S3 Files vs EFS configurations on Lambda and Fargate: small and large file reads and writes, memory/CPU impact, and key findings 19:48 Downsides and limitations: NFS only, no hard links, no atomic renames, eventual consistency, the 60-second write-back delay, and large-scale rename performance warnings 23:05 Real-world project experience: a SaaS multi-tenant architecture, cross-account bucket limitation discovered, and how the team worked around it 27:52 Cost breakdown: EFS-equivalent cache pricing, S3 storage costs, reads from cache vs. S3 directly, and how S3 access tiers still apply 29:50 Final recap and take: when S3 Files shines, when to be cautious, mixed access pattern warnings, and an invitation to share your own experiences 33:42 Closing Send us your AWS questions 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: Eóin: Bluesky (https://bsky.app/profile/eoin.sh) | LinkedIn (https://www.linkedin.com/in/eoins/) Luciano: X/Twitter (https://twitter.com/loige) | Bluesky (https://bsky.app/profile/loige.co) | LinkedIn (https://www.linkedin.com/in/lucianomammino/)

3. 

   6 Mar 2026

   153. LLM Inference with Bedrock

   If you’re curious about building with LLMs, but you want to skip the hype and learn what it takes to ship something reliable in production, this episode is for you.We share our real-world experience building AI-powered apps and the gotchas you hit after the demo: tokens and cost, quotas and throttling, IAM and access friction, marketplace subscriptions, and structured outputs that do not break your JSON parser.We focus on Amazon Bedrock as AWS’s managed inference layer: how to get started with the current access model, how to choose models, how pricing works, and what to watch for in production.We also go deep on structured outputs: constrained decoding, schema design that improves output quality, and how to avoid “grammar compilation timed out”. In this episode, we mentioned the following resources: fourTheorem: Bedrock structured outputs guide https://fourtheorem.com/amazon-bedrock-structured-outputs/ (https://fourtheorem.com/amazon-bedrock-structured-outputs/) Amazon Bedrock https://aws.amazon.com/bedrock/ (https://aws.amazon.com/bedrock/) Bedrock docs https://docs.aws.amazon.com/bedrock/latest/userguide/ (https://docs.aws.amazon.com/bedrock/latest/userguide/) Bedrock pricing https://aws.amazon.com/bedrock/pricing/ (https://aws.amazon.com/bedrock/pricing/) Structured outputs https://docs.aws.amazon.com/bedrock/latest/userguide/structured-outputs.html (https://docs.aws.amazon.com/bedrock/latest/userguide/structured-outputs.html) Cross-region inference https://docs.aws.amazon.com/bedrock/latest/userguide/cross-region-inference.html (https://docs.aws.amazon.com/bedrock/latest/userguide/cross-region-inference.html) Quotas https://docs.aws.amazon.com/bedrock/latest/userguide/quotas.html (https://docs.aws.amazon.com/bedrock/latest/userguide/quotas.html) Throttling help https://repost.aws/knowledge-center/bedrock-throttling-error (https://repost.aws/knowledge-center/bedrock-throttling-error) Prompt caching https://docs.aws.amazon.com/bedrock/latest/userguide/prompt-caching.html (https://docs.aws.amazon.com/bedrock/latest/userguide/prompt-caching.html) Troubleshooting error codes https://docs.aws.amazon.com/bedrock/latest/userguide/troubleshooting-api-error-codes.html (https://docs.aws.amazon.com/bedrock/latest/userguide/troubleshooting-api-error-codes.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://twitter.com/eoins) | ⁠https://bsky.app/profile/eoin.sh⁠ (https://bsky.app/profile/eoin.sh) | ⁠https://www.linkedin.com/in/eoins/⁠ (https://www.linkedin.com/in/eoins/) - ⁠https://twitter.com/loige⁠ (https://twitter.com/loige) | ⁠https://bsky.app/profile/loige.co⁠ (https://bsky.app/profile/loige.co) | ⁠https://www.linkedin.com/in/lucianomammino/ (https://www.linkedin.com/in/lucianomammino/)

Inside a recent episode

155. How We Made AWS Containers Start Up to 10× Faster!

Published 22 Oct 2026 · Transcript excerpt

[…] And this is the opportunity for optimization. So what changes with Sochi? Yeah, Sochi introduces a different kind of snapshotter, which is the component responsible for preparing the container file system. So as you said, instead of downloading everything upfront, the Sochi snapshotter works a little bit differently. It just downloads a small index. So effectively, there is this new piece of information. It's an index that describes which files exist and where they are located within the set of layers that the container image has available. Then it creates a file system that is effectively like a virtual file system using FUSE, the file system in user space. […]

Reach and audience

Public platform figures. Ratings count people who left a rating, not total listeners.

YouTube views

140,047

Score snapshot 15 Sept 2025

Apple Podcasts (US)

4.7 / 5

12 ratings

Spotify

4.9 / 5

42 ratings

Podcast Authority Score: 82 / 100

A composite of feed quality, social presence, YouTube performance and engagement. Read the methodology.

Quality

95

Social presence

0

YouTube

86

Engagement

90

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