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EP18: Machine Learning driven Database Optimization with Luigi Nardi from DBtune 

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In this week's episode of Simplyblock's Cloud Commute podcast, host Chris Engelbert interviews Luigi Nardi, founder and CEO of DBtune. Luigi recounts his journey from Italy to France, the UK, the US, and finally Sweden, where he built a distinguished career in software engineering and academia. He explains DBtune, a company that emerged from Stanford University research, which uses machine learning to optimize database management systems like Postgres. This technology automates database tuning, enhancing performance, reducing cloud costs, and promoting sustainability.
Luigi provides insights into the complexities of database optimization and the significant role of machine learning in improving system efficiency. He discusses maintaining data privacy while optimizing system parameters and touches on industry trends like the rise of vector databases and the shift toward databases as a service. Join us to discover how DBtune is transforming database management and what the future holds for AI in computer systems.
Cloud Commute is your weekly 25-30 minutes podcast, talking about all things cloud, technology, storage, security, Kubernetes, and more. Joined by veteran guests from the industry, host Chris Engelbert explores new tools, ecosystem developments and upcoming releases. If you’re a tech enthusiast, working in DevOps, SecOps, DevSecOps, or engineering, this is the podcast for you. Make your commute worthwhile and join us on the journey of technology.
📋 Show notes:
Guest links & episode links:
► Luigi's X/Twitter: x.com/luiginardi
► Luigi's LinkedIn: / nardiluigi
► MLSys, Standford Seminar: • Stanford MLSys Seminar...
► Luigi's Academic profile: scholar.google...
► DBtune website: www.dbtune.com/
► Blog post on DBtune: stormatics.tec...
► ICML talk: arxiv.org/abs/... (Carl Hvarfner, Dr. Erik Hellsten, and Dr. Luigi Nardi)
► NeuiIPS talk: arxiv.org/abs/... (Leonard Papenmeier, Dr. Luigi Nardi, and Dr. Matthias Poloczek)
► Milvus: milvus.io/
► Chroma: www.trychroma....
► Zilliz: zilliz.com/
► pg_vectorize: github.com/tem...
Follow us on:
🐦 simplyblock Twitter/X: x.com/simplybl...
👨‍💻 simplyblock LinkedIn: / simplyblock-io
📹 simplyblock RU-vid: / @simplyblock
Know more about us:
🌍 simplyblock Website: simplyblock.io/
Simplyblock is an intelligent database storage orchestrator for IO-intensive workloads in Kubernetes, including databases and analytics solutions. A single system connects local NVMe disks, GP3 volumes, and S3 making it easier to handle storage capacity and performance. With the benefits of thin provisioning, storage tiering, and volume pooling, your database workloads get better performance at lower cost without changes to existing AWS infrastructure.
👉 Get started with simplyblock: www.simplybloc...
🏪 simplyblock AWS Marketplace: aws.amazon.com....
Key features of simplyblock:
⭐ Smart local NVMe caching to eliminate read I/O latency and speed up database queries
⭐ Intelligent data tiering between high-speed NVMe, flexible Amazon EBS, and cost-effective Amazon S3
⭐ Maximum IOPS and lowest latency on read
⭐ Benefits of thin provisioning, instant copy-on-write clone, compression, deduplication & encryption

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31 окт 2024

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