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[the voice of enterprise and emerging tech] * search * Sign In menu * account_circle * search * Home * Cloud * Cloud Native * AI * Security * Infra * Blockchain * Policy * Big Data * Apps * Emerging Tech * Iot * Women In Tech * Wikibon Research * Special Reports * Video Exclusives * CUBE SPECIAL FEATURES more_horiz SHARE * * * * * * * * * * * * Coverage from SiliconANGLE's livestreaming video studiohelp_outline UPDATED 15:00 EDT / APRIL 05 2022 BIG DATA DREMIO REVEALS HOW METADATA OPERATIONS ARE HELPING ORGS REACH A TRUE DATA-AS-CODE PARADIGM by Victor Dabrinze SHARE * * * * * * * * * * * * Developers are a crucial element in the production and maintenance of digital products. Whenever they can easily access, manipulate and get creative with the resources they need, that’s when innovation happens. Data as code is a paradigm that seeks to expand the frontier for developers, as well as the technology industry at large. The enterprise has reached a stage in DevOps where developers are lifting data sets out of production, working them into code, and subsequently testing them for effectiveness and compatibility. Basically, data itself is being programmed, and this represents the ideal concept of data as code, according to Mark Lyons (pictured), vice president of product management at Dremio Corp. “You have to do this all through metadata operations so you can control what version of the data that the individual’s working with and which version of the data the production systems are seeing, because these data sets are too big,” he stated. Lyons spoke with theCUBE industry analyst John Furrier during the AWS Startup Showcase: “Data as Code — The Future of Enterprise Data and Analytics” event, an exclusive broadcast on theCUBE, SiliconANGLE Media’s livestreaming studio. They discussed how metadata operations and platforms like Dremio are helping companies manage huge datasets. (* Disclosure below.) EXPANDING AND EXPEDITING THE USE OF DATA With the data playing field more expansive and easier to access, data engineers, scientists, analysts and even end-consumers have a lot to gain. In addition to increased productivity, there’s now room for more groundbreaking experimentation and the proliferation of use cases. With the elimination of the need to build entirely new data pipelines, define new schemas, add columns/data types, etc., engineers, developers and organizations looking to be data-driven can do a lot more with data at a much faster pace, according to Lyons. De-risking operations is another benefit to manipulating data as code, he added. “You’re not worried about messing up the production system, messing up that data, having it seen by the end user. With some businesses, data is their business … going all the way to a consumer, a third party,” Lyons stated. As time has moved on and with computing becoming more intricate, many mundane tasks — like iterating artificial intelligence and machine learning algorithms — have become downright painstaking. “I think it’s going to change the world, because this stuff was so painful to do. The data sets had gotten so much bigger as you know, but we were still doing it in the old way, which was typically moving data around for everyone,” Lyons explained. “It was copying data down, sampling data and moving data.” The old paradigm is proving more and more ineffective by the day, and data as code is set to remediate that. DATA LAKES ARE COMPLEMENTING, NOT OPPOSING, THE SHIFT When cloud data lakes came around, distributed file systems like Hadoop and Snowflake were the mainstay. A few industry analysts even predicted that these data lakes might not reach their current level of popularity. The technology showed itself valuable, and now data as code is set to add even more value to cloud data lakes by overcoming a few of their pressing shortcomings, according to Lyons. “The data lakes this time around with the Apache Iceberg table format and what Dremio’s working on around metadata, these things aren’t going to become data swamps anymore,” he explained. “They’re actually going to be functional systems that do inserts and updates into leads. You can see all the commits. You can time travel them. And all the files are actually managed and optimized so you have to partition the data.” With a strong handle on manifest files, the changes happening within files, the query engines, and other commits, developers are better suited to create a functional system that isn’t just a “data swamp,” according to Lyons. There’s a general clamor in the industry for business intelligence tools that are capable enough to handle the tsunami of data sources businesses have to deal with, Lyons added. “From a data sources side, Dremio is very proficient with our Parquet files in an object store, like we just talked about, but it also can access data in other relational systems,” he said. Stay tuned for the complete video interview, part of SiliconANGLE’s and theCUBE’s coverage of the AWS Startup Showcase: “Data as Code — The Future of Enterprise Data and Analytics” event. (* Disclosure: TheCUBE is a paid media partner for the AWS Startup Showcase: “Data as Code — The Future of Enterprise Data and Analytics” event. Neither Dremio Corp., the sponsor for theCUBE’s event coverage, nor other sponsors have editorial control over content on theCUBE or SiliconANGLE.) PHOTO: SILICONANGLE -------------------------------------------------------------------------------- A MESSAGE FROM JOHN FURRIER, CO-FOUNDER OF SILICONANGLE: SHOW YOUR SUPPORT FOR OUR MISSION BY JOINING OUR CUBE CLUB AND CUBE EVENT COMMUNITY OF EXPERTS. JOIN THE COMMUNITY THAT INCLUDES AMAZON WEB SERVICES AND AMAZON.COM CEO ANDY JASSY, DELL TECHNOLOGIES FOUNDER AND CEO MICHAEL DELL, INTEL CEO PAT GELSINGER AND MANY MORE LUMINARIES AND EXPERTS. JOIN OUR COMMUNITY Click here to join the free and open Startup Showcase event. “TheCUBE is part of re:Invent, you know, you guys really are a part of the event and we really appreciate your coming here and I know people appreciate the content you create as well” – Andy Jassy We really want to hear from you, and we’re looking forward to seeing you at the event and in theCUBE Club. Click here to join the free and open Startup Showcase event. LATEST STORIES -------------------------------------------------------------------------------- Data security platform startup Veza launches out of stealth with $110M in funding Samsung delivers record quarterly revenue on strong memory chip demand Synopsys buys WhiteHat Security from NTT for $330M Deepset, creator of the open-source NLP framework Haystack, raises $14M Hasura's GraphQL Joins allows developers to fetch data from multiple databases and other sources via a single API Strategic intelligence platform startup Strider Technologies raises $45M Data security platform startup Veza launches out of stealth with $110M in funding Samsung delivers record quarterly revenue on strong memory chip demand Synopsys buys WhiteHat Security from NTT for $330M Deepset, creator of the open-source NLP framework Haystack, raises $14M Hasura's GraphQL Joins allows developers to fetch data from multiple databases and other sources via a single API Strategic intelligence platform startup Strider Technologies raises $45M prev next LATEST STORIES -------------------------------------------------------------------------------- * Deepset, creator of the open-source NLP framework Haystack, raises $14M AI - BY MIKE WHEATLEY . 4 HOURS AGO * Hasura's GraphQL Joins allows developers to fetch data from multiple databases and other sources via a single API BIG DATA - BY MIKE WHEATLEY . 5 HOURS AGO * Strategic intelligence platform startup Strider Technologies raises $45M SECURITY - BY DUNCAN RILEY . 15 HOURS AGO * Data security platform startup Veza launches out of stealth with $110M in funding SECURITY - BY DUNCAN RILEY . 16 HOURS AGO * Samsung delivers record quarterly revenue on strong memory chip demand INFRA - BY MIKE WHEATLEY . 16 HOURS AGO * Synopsys buys WhiteHat Security from NTT for $330M SECURITY - BY DUNCAN RILEY . 17 HOURS AGO CUBE EVENT COVERAGE HELP_OUTLINE -------------------------------------------------------------------------------- LATEST FROM THECUBE -------------------------------------------------------------------------------- What to expect at Red Hat Summit 2022: Join theCUBE for live coverage May 10-11 Across the InfiniVerse: Next-gen solid-state array signals Infinidat's next chapter Incremental changes add up to major disruptions in cloud culture Analysts dissect cloud complexities in billing and beyond Observe poised for growth based on data observability from enterprise apps DIVE INTO DAVE VELLANTE’S BREAKING ANALYSIS SERIES help_outline -------------------------------------------------------------------------------- Does hardware (still) matter? Dave Vellante's Breaking Analysis: The complete collection Closing the technology and architectural gaps of data mesh Ripple effects from the Okta security breach are worse than you think As danger looms, the C-suite taps the brakes on tech spending UPCOMING CUBE EVENTS -------------------------------------------------------------------------------- DELL TECHNOLOGIES WORLD 2022 May 02-06 RED HAT SUMMIT 2022 May 10-12 DOCKERCON 2022 May 10-10 VEEAMON 2022 May 17-19 KUBECON | CLOUDNATIVECON EUROPE 2022 May 18-21 SEE MORE * * PRIVACY POLICY * TERMS * ABOUT US * Sign Up * Send us a News tip * 2022 SiliconANGLE Media Inc. All rights reserved. * JOIN OUR COMMUNITY * theCUBE * Wikibon × SEND US A NEWS TIP * Name* First Last * Type of Pitch* Consumer or Enterprise?EnterpriseStartup NewsEmerging Technology * Email* * What's your story?* * File * Name This field is for validation purposes and should be left unchanged. × × SIGN IN ... Remember me LOGIN Forgot Password? OR NEW USER? 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