MLOps.community

The Rise of Serverless Databases // Alex DeBrie // MLOps Podcast #147


Listen Later

MLOps Coffee Sessions #147 with Alex DeBrie, Something About Databases co-hosted by Abi Aryan.


// Abstract
For databases, it feels like we're in the middle of a big shift. The first 10-15 years of the cloud were mostly about using the same core infrastructure patterns but in the cloud (SQL Server, MySQL, Postgres, Redis, Elasticsearch).  

In the last few years, we're finally seeing data infrastructure that is truly built for the cloud. Elastic, scalable, resilient, managed, etc. Early examples were Snowflake + DynamoDB. The most recent ones are all the 'NewSQL' contenders (Cockroach, Yugabyte, Spanner) or the 'serverless' ones (Neon, Planetscale). Also seeing improvements in caching, search, etc. Exciting times!

// Bio
Alex is an AWS Data Hero and self-employed AWS consultant and trainer. He is the author of The DynamoDB Book, a comprehensive guide to data modeling with DynamoDB. Previously, he worked for Stedi and for Serverless, Inc., creators of the Serverless Framework. He loves being involved in the AWS & serverless community, and he lives in Omaha, NE with his family.

// MLOps Jobs board  
https://mlops.pallet.xyz/jobs

// MLOps Swag/Merch
https://mlops-community.myshopify.com/

// Related
Links Key Takeaways from the DynamoDB Paper: https://www.alexdebrie.com/posts/dynamodb-paper/
Understanding Eventual Consistency in DynamoDB: https://www.alexdebrie.com/posts/dynamodb-eventual-consistency/
Two Scoops of Django 1.11: Best Practices for the Django Web Framework: https://www.amazon.com/Two-Scoops-Django-1-11-Practices/dp/0692915729CAP or no CAP?
Understanding when the CAP theorem applies and what it means: https://www.alexdebrie.com/posts/when-does-cap-theorem-apply/
Stop fighting your database/ The DynamoDB book: https://dynamodbbook.com/

--------------- ✌️Connect With Us ✌️ -------------
Join our slack community: https://go.mlops.community/slack
Follow us on Twitter: @mlopscommunity
Sign up for the next meetup: https://go.mlops.community/register
Catch all episodes, blogs, newsletters, and more: https://mlops.community/

Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/
Connect with Abi on LinkedIn: https://www.linkedin.com/in/abiaryan/
Connect with Alex on LinkedIn: https://www.linkedin.com/in/alex-debrie/

Timestamps:
[00:00] Alex's preferred coffee
[00:27] Introduction to Alex DeBrie and DynamoDB
[01:05] Takeaways
[03:47] Please write down your reviews and you might have a book of Alex!
[04:57] Alex's journey from being an Attorney to becoming a Data Engineer
[07:31] Why engineering?
[10:07] Serverless Data
[12:54] Before Airflow
[15:41] Batch vs streaming
[17:03] Difficulties in Batch and Streaming side
[19:45] Modern data infrastructure databases
[24:37] Cloud Ecosystem Maturity
[27:59] New generation type of Snowflake
[29:47] Comparing databases
[30:58] What's next on connectors from 2 perspectives?
[34:25] Management services at the MLOps level
[36:38] DynamoDB
[39:32] Why do you like DynamoDB?
[41:00] Data used in DynamoDB and size limits
[43:46] Comparison of tradeoffs between DynamoDB and Redis
[45:52] Preferred opinionated databases
[48:43] CAP or no CAP? Understanding when the CAP theorem applies and what it means
[52:10] The DynamoDB book
[56:17] Chapter you want to expand on the book
[57:43] Next book to write
[59:25] ChatGPT iterations
[1:01:59] Data modeling book wished to be written
[1:03:27] Wrap up

...more
View all episodesView all episodes
Download on the App Store

MLOps.communityBy Demetrios

  • 4.9
  • 4.9
  • 4.9
  • 4.9
  • 4.9

4.9

20 ratings


More shows like MLOps.community

View all
Software Engineering Radio - the podcast for professional software developers by se-radio@computer.org

Software Engineering Radio - the podcast for professional software developers

272 Listeners

Data Skeptic by Kyle Polich

Data Skeptic

483 Listeners

Software Engineering Daily by Software Engineering Daily

Software Engineering Daily

625 Listeners

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) by Sam Charrington

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

444 Listeners

Super Data Science: ML & AI Podcast with Jon Krohn by Jon Krohn

Super Data Science: ML & AI Podcast with Jon Krohn

298 Listeners

NVIDIA AI Podcast by NVIDIA

NVIDIA AI Podcast

323 Listeners

Data Engineering Podcast by Tobias Macey

Data Engineering Podcast

142 Listeners

DataFramed by DataCamp

DataFramed

266 Listeners

Practical AI by Practical AI LLC

Practical AI

190 Listeners

The Stack Overflow Podcast by The Stack Overflow Podcast

The Stack Overflow Podcast

64 Listeners

Machine Learning Street Talk (MLST) by Machine Learning Street Talk (MLST)

Machine Learning Street Talk (MLST)

88 Listeners

No Priors: Artificial Intelligence | Technology | Startups by Conviction

No Priors: Artificial Intelligence | Technology | Startups

120 Listeners

Latent Space: The AI Engineer Podcast by swyx + Alessio

Latent Space: The AI Engineer Podcast

76 Listeners

AI + a16z by a16z

AI + a16z

31 Listeners

The Pragmatic Engineer by Gergely Orosz

The Pragmatic Engineer

52 Listeners