Data Engineering Podcast

Keep Your Data And Query It Too Using Chaos Search with Thomas Hazel and Pete Cheslock - Episode 47


Listen Later

Summary

Elasticsearch is a powerful tool for storing and analyzing data, but when using it for logs and other time oriented information it can become problematic to keep all of your history. Chaos Search was started to make it easy for you to keep all of your data and make it usable in S3, so that you can have the best of both worlds. In this episode the CTO, Thomas Hazel, and VP of Product, Pete Cheslock, describe how they have built a platform to let you keep all of your history, save money, and reduce your operational overhead. They also explain some of the types of data that you can use with Chaos Search, how to load it into S3, and when you might want to choose it over Amazon Athena for our serverless data analysis.

Preamble
  • Hello and welcome to the Data Engineering Podcast, the show about modern data management
  • When you’re ready to build your next pipeline you’ll need somewhere to deploy it, so check out Linode. With private networking, shared block storage, node balancers, and a 40Gbit network, all controlled by a brand new API you’ve got everything you need to run a bullet-proof data platform. Go to dataengineeringpodcast.com/linode to get a $/0 credit and launch a new server in under a minute.
  • You work hard to make sure that your data is reliable and accurate, but can you say the same about the deployment of your machine learning models? The Skafos platform from Metis Machine was built to give your data scientists the end-to-end support that they need throughout the machine learning lifecycle. Skafos maximizes interoperability with your existing tools and platforms, and offers real-time insights and the ability to be up and running with cloud-based production scale infrastructure instantaneously. Request a demo at dataengineeringpodcast.com/metis-machine to learn more about how Metis Machine is operationalizing data science.
  • Go to dataengineeringpodcast.com to subscribe to the show, sign up for the mailing list, read the show notes, and get in touch.
  • Join the community in the new Zulip chat workspace at dataengineeringpodcast.com/chat
  • Your host is Tobias Macey and today I’m interviewing Pete Cheslock and Thomas Hazel about Chaos Search and their effort to bring historical depth to your Elasticsearch data
  • Interview
    • Introduction
    • How did you get involved in the area of data management?
    • Can you start by explaining what you have built at Chaos Search and the problems that you are trying to solve with it?
      • What types of data are you focused on supporting?
      • What are the challenges inherent to scaling an elasticsearch infrastructure to large volumes of log or metric data?

      • Is there any need for an Elasticsearch cluster in addition to Chaos Search?

      • For someone who is using Chaos Search, what mechanisms/formats would they use for loading their data into S3?

      • What are the benefits of implementing the Elasticsearch API on top of your data in S3 as opposed to using systems such as Presto or Drill to interact with the same information via SQL?

      • Given that the S3 API has become a de facto standard for many other object storage platforms, what would be involved in running Chaos Search on data stored outside of AWS?

      • What mechanisms do you use to allow for such drastic space savings of indexed data in S3 versus in an Elasticsearch cluster?

      • What is the system architecture that you have built to allow for querying terabytes of data in S3?

        • What are the biggest contributors to query latency and what have you done to mitigate them?

        • What are the options for access control when running queries against the data stored in S3?

        • What are some of the most interesting or unexpected uses of Chaos Search and access to large amounts of historical log information that you have seen?

        • What are your plans for the future of Chaos Search?

        • Contact Info
          • Pete Cheslock
            • @petecheslock on Twitter
            • Website

            • Thomas Hazel

              • @thomashazel on Twitter
              • LinkedIn

              • Parting Question
                • From your perspective, what is the biggest gap in the tooling or technology for data management today?
                • Links
                  • Chaos Search
                  • AWS S3
                  • Cassandra
                  • Elasticsearch
                    • Podcast Interview

                    • PostgreSQL

                    • Distributed Systems

                    • Information Theory

                    • Lucene

                    • Inverted Index

                    • Kibana

                    • Logstash

                    • NVMe

                    • AWS KMS

                    • Kinesis

                    • FluentD

                    • Parquet

                    • Athena

                    • Presto

                    • Drill

                    • Backblaze

                    • OpenStack Swift

                    • Minio

                    • EMR

                    • DataDog

                    • NewRelic

                    • Elastic Beats

                    • Metricbeat

                    • Graphite

                    • Snappy

                    • Scala

                    • Akka

                    • Elastalert

                    • Tensorflow

                    • X-Pack

                    • Data Lake

                    • The intro and outro music is from The Hug by The Freak Fandango Orchestra / CC BY-SA

                      Support Data Engineering Podcast

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

                      Data Engineering PodcastBy Tobias Macey

                      • 4.5
                      • 4.5
                      • 4.5
                      • 4.5
                      • 4.5

                      4.5

                      142 ratings


                      More shows like Data Engineering Podcast

                      View all
                      This Week in Startups by Jason Calacanis

                      This Week in Startups

                      1,299 Listeners

                      The Changelog: Software Development, Open Source by Changelog Media

                      The Changelog: Software Development, Open Source

                      288 Listeners

                      The a16z Show by Andreessen Horowitz

                      The a16z Show

                      1,106 Listeners

                      Software Engineering Daily by Software Engineering Daily

                      Software Engineering Daily

                      630 Listeners

                      Risky Business by Risky Business Media

                      Risky Business

                      372 Listeners

                      Talk Python To Me by Michael Kennedy

                      Talk Python To Me

                      583 Listeners

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

                      Super Data Science: ML & AI Podcast with Jon Krohn

                      309 Listeners

                      NVIDIA AI Podcast by NVIDIA

                      NVIDIA AI Podcast

                      346 Listeners

                      Syntax - Tasty Web Development Treats by Wes Bos & Scott Tolinski - Full Stack JavaScript Web Developers

                      Syntax - Tasty Web Development Treats

                      987 Listeners

                      Practical AI by Practical AI LLC

                      Practical AI

                      210 Listeners

                      Dwarkesh Podcast by Dwarkesh Patel

                      Dwarkesh Podcast

                      550 Listeners

                      The Data Engineering Show by The Firebolt Data Bros

                      The Data Engineering Show

                      10 Listeners

                      Latent Space: The AI Engineer Podcast by Latent.Space

                      Latent Space: The AI Engineer Podcast

                      104 Listeners

                      This Day in AI Podcast by Michael Sharkey, Chris Sharkey

                      This Day in AI Podcast

                      227 Listeners

                      The AI Daily Brief: Artificial Intelligence News and Analysis by Nathaniel Whittemore

                      The AI Daily Brief: Artificial Intelligence News and Analysis

                      680 Listeners