What's New In Data

Striim

A podcast by Striim (pronounced 'Stream') that covers the latest trends and news in data, cloud computing, data streaming, and analytics.

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Episodes

Navigating the Future of Data Quality with Telmai's Pioneer Mona Rakibe
Apr 5 2024
Navigating the Future of Data Quality with Telmai's Pioneer Mona Rakibe
Unlock the secrets to maintaining impeccable data quality as we chat with Mona Rakibe, the trailblazing CEO and co-founder of Telmai. Mona takes us on her extraordinary journey from the trenches of engineering to the helm of a revolutionary data observability company, revealing how her partnership with Max Lukichev, a maestro in distributed computing, has crafted a platform at the forefront of technological innovation. Together, they're automating the heavy lifting of data management, integrating machine learning to scale data quality, and providing an inside look at the challenges businesses encounter in securing data reliability.This episode is a treasure trove of expert knowledge that reshapes how we view machine learning's role in data quality and the necessity of human intuition in the process. Discover how Telmai's intuitive feedback systems and architectural decisions empower teams to ensure data integrity, and how decentralized data quality management infuses agility into their operations. Mona and Max's brainchild is not just another platform; it's a beacon guiding enterprises through the complexities of modern and legacy systems. By focusing on data quality from the source and adapting to unique business needs, Telmai is setting the gold standard for data reliability, making this conversation a must-listen for anyone who values the integrity of their data ecosystem.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Reimagining Business Intelligence Through AI: A Conversation with Zenlytic's CEO Ryan Janssen
Mar 29 2024
Reimagining Business Intelligence Through AI: A Conversation with Zenlytic's CEO Ryan Janssen
Unlock the potential of AI in the world of data analytics with Zenlytic's CEO, Ryan Janssen, as he takes us through a journey from collectible DataMons to the sophisticated integration of AI in business intelligence. Imagine transforming industry pros into trading cards – that's the kind of innovation we chat about, highlighting the whimsical yet calculated steps towards making data not just informative but downright engaging. Ryan recounts the evolution of Zenlytic, from its machine learning beginnings to its current status as a conversational analytics platform, opening up new avenues for how we interact with data.Data is the new gold, but only if you know how to mine it. This episode peels back the layers of complexity surrounding data modeling and the resurgence of semantic layers, unraveling the intricate dance of accessibility, maintenance, and user experience that businesses must perform. We discuss when your organization might be ready to embrace a semantic layer and the unmistakable signs that it's time to elevate your BI tools for a self-serve experience. Ryan and I also tackle the importance of iteration and soft skills in delivering successful data projects that are not just functional but mission-critical.As we wrap up, we cast an eye on the horizon of data analytics, where AI isn't merely a trend but a series of incremental innovations shaping the future of data products. From the significance of trust and compliance in AI adoption to the debate between building versus buying AI solutions, we cover the strategic moves companies need to consider. Listen in for a candid discussion on the dynamic roles of data teams, the transformative power of AI like Zenlytic's Zoe, and how different data structures can cater to the divergent engagement levels of users by 2025. After all, the future of data isn't just about numbers—it's about the stories they tell and the decisions they drive.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
A Cost Optimized Data Ecosystem with AI and FinOps Expert Kunal Agarwal
Mar 22 2024
A Cost Optimized Data Ecosystem with AI and FinOps Expert Kunal Agarwal
Embark on a journey with Kunal Agarwal, CEO of Unraveled Data, as he unravels the complexities of managing escalating cloud costs with the sharp tools of FinOps and data AI. If you've ever grappled with the challenge of scaling data operations without breaking the bank, this episode is your playbook for turning those daunting costs into a mastered art. Kunal, with his deep expertise in B2B enterprise technology, shares his insights on the inception of Unraveled Data and the crucial role of AI in streamlining cloud data management. It's not just about the tech; it's about the smarts in employing it, and Kunal's tales from the trenches of data observability will guide you through the labyrinth of efficiency and optimization.Dive into the tech mosaic of today's data platforms, where consistency is king despite the varied landscapes of Databricks, Snowflake, and others. We tackle the nitty-gritty of providing a seamless user experience and the prowess of Unravel's AI-powered insights engine in standardizing performance across systems. The chess game of maximizing ROI from AI investments also takes center stage as we dissect the importance of a cost-conscious culture supported by FinOps. Listen as we dissect the fine balance between innovation and investment, and learn how to wield the double-edged sword of customization versus cost. Kunal's strategic vision paves the way for a future where automation and economic savvy coalesce, propelling data-driven enterprises to new heights.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Crafting the Blueprint for Decentralized Data Systems with Hubert Dulay
Mar 15 2024
Crafting the Blueprint for Decentralized Data Systems with Hubert Dulay
Unlock the secrets to transforming your data engineering strategies with Hubert Dulay, the mastermind behind "Streaming Data Mesh," in a riveting exploration of how the field is evolving beyond monolithic systems. As we converse with this data integration expert, you'll gain unparalleled insights into the decentralization wave sweeping across data management. Hubert unveils the power of domain-centric stewardship, where domain engineers are empowered with SQL to revolutionize analytics. Meanwhile, he advocates for a paradigm shift—one that involves harnessing data right from its origin, ensuring a seamless journey to analytics that aligns perfectly with Data Mesh's core tenets.Venture into the future with John and Hubert as they dissect the burgeoning appeal of Postgres and its ascension in the database echelon. Discover how the fusion of operational and analytical databases is redefining the industry, with a spotlight on how companies like American Airlines leverage real-time data for critical decisions in aircraft maintenance. As Hubert and John navigate the intricacies of implementing a data mesh without the pitfalls of data duplication or spiraling costs, you'll be equipped with knowledge on crafting effective data management strategies. This is an episode for those who recognize that mastering operational analytics is not just a competitive edge but an essential cornerstone for every forward-thinking enterprise.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Blending Philosophical Insights with Cutting-Edge Data Techniques with Sawyer Nyquist
Mar 8 2024
Blending Philosophical Insights with Cutting-Edge Data Techniques with Sawyer Nyquist
Embark on a transformative journey with Sawyer Nyquist of the Data Shop, as he reveals how his liberal arts and theology background fuels innovative approaches to data solutions. Our dialogue with Sawyer spans from the intriguing intricacies of Microsoft Fabric to the development of his educational Udemy class, equipping you with the expertise to navigate the often-mystical realm of data. Get ready to unravel the tapestry of service models with his delightful dining analogy and witness his dedication to empowering data aficionados through practical knowledge and application. This session also casts a spotlight on the human elements in the age of AI, dissecting the evolving challenges of ensuring security and the nuanced skills data practitioners must refine to thrive alongside technologies like LLMs and GPT. We don't just stop at the technicalities; we traverse the heartwarming narratives within the nonprofit sector, uncovering how data plays a pivotal role in magnifying their societal impact. It's a rich exploration of how nonprofits utilize data to navigate their unique challenges and the gratifying experience of leveraging data to drive meaningful change. Tune in for an episode that promises to elevate your understanding of the data universe and its extraordinary potential in both business and the broader community.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Harnessing the Power of MLOps for Business Transformation with Andy McMahon
Mar 1 2024
Harnessing the Power of MLOps for Business Transformation with Andy McMahon
Discover the transformative power of Machine Learning Operations (MLOps) as we sit down with Andy McMahon, the head of MLOps at NatWest Group and author of "Machine Learning Engineering with Python." Andy's transition from the world of theoretical physics to the cutting edge of MLOps has positioned him as a leading voice in the field. This episode promises to shed light on the sometimes-blurry lines between MLOps, data engineering, and data science, illustrating the crucial role of operationalizing machine learning models to make a tangible impact on business infrastructure.Our conversation with Andy McMahon dives into the concept of 'value left on the table' and how MLOps ensures machine learning models are not just innovative concepts but are also deployed to drive real-world solutions. He emphasizes the importance of initiating MLOps practices early, to manage models and data effectively, steering organizations toward successful operational transformation. Moreover, Andy shares his expertise on evaluating the fit of machine learning for various business challenges, guiding our audience through the landscape of informed decision-making in the world of data and AI.Looking ahead, Andy offers a peek into the future of MLOps and the integration of advanced technologies like large language models into everyday operations. He stresses the fundamental skills necessary to thrive in the evolving AI landscape, such as software engineering and system design. Additionally, we discuss the collaboration between NatWest Group and AWS, highlighting the pioneering machine learning initiatives detailed in a four-part blog series. This episode is a wellspring of insights for anyone with an interest in leveraging machine learning, from the banking industry to broader business applications, making it indispensable listening for forward-thinking professionals and enthusiasts alike.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Crafting Intuitive AI Experiences for Everyday Life with Abi Aryan
Feb 23 2024
Crafting Intuitive AI Experiences for Everyday Life with Abi Aryan
Embark on a captivating voyage into the intricacies of AI with Abi Aryan, the financial wizard turned tech trailblazer, who unveils the transformative power of machine learning in our latest episode. Witness the metamorphosis of data pipelines and video classification as Abi elucidates her groundbreaking research at UCLA and her influential work within the entertainment industry. Her commitment to social impact and democratizing AI is palpable as she offers a glimpse into her mission of miniaturizing large language models to fit into the palm of your hand, ensuring the future of tech is not only responsive but delightfully anticipatory.As we unravel the complexities of operationalizing Large Language Models, Abi's insights illuminate the shifting landscape of product experiences, where AI is not just a component but the orchestrator. She expertly navigates the technical finesse required to tailor AI for IoT devices, merging the realms of luxury and practicality for the ultimate smart living experience. Tune in to discover how Abi's pioneering work is crafting a future where technology doesn't just blend into our lives; it enhances them with an intuitive touch, anticipating our every need with intelligence and grace.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Unraveling the World of AI-Native Application Development with Mehmet Ozan Kabak  Ph.D (CEO at Synnada, fmr ML at Instagram)
Feb 16 2024
Unraveling the World of AI-Native Application Development with Mehmet Ozan Kabak Ph.D (CEO at Synnada, fmr ML at Instagram)
Mehmet Ozan Kabak, Ph.D. joins us to introduce the idea of AI-native application development. Ozan applies his real world experience working on machine learning at Instagram Signals and various other roles in AI & ML.  Embark on a transformative journey into the heart of AI infrastructure with Ozan Kabak, a beacon of knowledge in the realms of AI and machine learning. Our enlightening dialogue traverses the landscape of 'AI native' applications, where Ozan's insights bridge the gap between academic theory and industry practice. Through anecdotes from his Stanford days to tales of data infrastructure dilemmas, Ozan demystifies the often-overlooked development hurdles such as model monitoring and the balance between training and inference. This episode promises to illuminate the intricate dance behind the scenes of deploying AI solutions, sparing not a detail on the developer's labor and the pivotal moments that shape the backbone of AI applications.Gain an edge as we unpack the strategic foresight necessary for wielding AI in business; a cautious approach underscored by the significance of a robust data framework and the lurking risks of customer-facing AI systems. Ozan's expertise shines as we introduce Apache Arrow, the open-source project championing data format interoperability, heralding a new era of standardization and best practices. Be prepared to peer into the crystal ball of AI's future with us, where efficiency reigns supreme, and the compute landscape is primed for an overhaul. We grapple with the immense potential and existential considerations of large language models, examining how today's marvels could become tomorrow's masters. Tune in for a session packed with insights that will redefine your perspective on AI's current and future roles.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Transforming Data Productivity with Automated Workflows and AI with Chris White
Feb 9 2024
Transforming Data Productivity with Automated Workflows and AI with Chris White
Embark on an intellectual odyssey with Chris White, CTO at Prefect, as he recounts his metamorphosis from a mathematician steeped in the abstract world of optimization theory to a data science maestro and software development virtuoso. Discover how Chris's mathematical prowess translates into creative and practical solutions for data workflows, and how this synergy is revolutionizing the tech landscape. Our conversation peels back the layers of data science, revealing the indispensable role of automated workflows in bolstering productivity and bringing clarity to the complexities that data teams navigate daily.Feel the pulse of innovation as we delve into the essence of Prefect, the workflow management system that addresses the shortcomings of existing tools and aligns with the intuitions of Python developers. Chris lays bare the intricacies of integrating event-driven constructs that enhance processing efficiency, and how Prefect tailors to the needs of both budding engineers and seasoned code wizards. Looking ahead, we glimpse the potential of managed compute offerings and AI integrations that promise to transform mundane workflows into robust workflow applications, setting a new standard for configuration management and collaborative coding.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Cultivating Developer Communities and Revolutionizing Data Analysis with Viktor Gamov
Feb 2 2024
Cultivating Developer Communities and Revolutionizing Data Analysis with Viktor Gamov
Unlock the secrets of engaging developer communities and the transformative world of real-time data analytics with our guest, Viktor Gamov of StarTree. From crafting code to leading developer relations, Viktor unravels his career evolution, highlighting how fostering connections and sharing knowledge with developers has reshaped the landscape of tech communication. His take on the democratization of technical know-how reveals the profound impact of making what was once consultancy-exclusive, accessible to all. Tune in for a masterclass on the importance of community in the tech industry and how it can break barriers for innovation.Are you ready to see data come to life? Viktor’s thrilling exposition on Kafka, KSQL, and Apache Pino turns the arcane into the amazing, using a real-time Pac-Man game dashboard to illustrate the revolutionary shift from batch to stream processing. Witness the rebirth of open-source technologies and grasp the concept of 'data in motion' as we discuss the critical importance of streaming platforms in modern data architecture. Viktor's expertise in developer relations shines as he demonstrates the value of making complex tech relatable and relevant to business needs.The data landscape is ever-evolving, and with the rise of AI, the stakes have never been higher. In an era where milliseconds matter, Viktor peels back the layers of how Apache Pino is driving real-world solutions for industries galore. From restaurant load management to transaction tracking, discover how real-time analytics are informing strategic business decisions. As we journey with our guest back to his roots in data and game development, we're reminded of the cyclical nature of passion and profession—where one's beginnings often foretell the trajectory of their career. Don't miss out on this episode, where we connect the dots between nostalgia and the next wave of data innovation.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
The Vanguard of AI and Data Strategies for Competitive Edge with Ryan Wexler
Jan 26 2024
The Vanguard of AI and Data Strategies for Competitive Edge with Ryan Wexler
Prepare to unlock the secrets of successful data infrastructure investment with the guidance of Ryan Wexler, VP at Unusual Ventures. Transitioning from the meticulous realm of data engineering right into the heart of venture capitalism, Ryan offers an unparalleled perspective on pinpointing the most promising data companies. This episode is a treasure trove of insights, where we uncover the critical ingredients that elevate a startup from a mere niche player to a scalable powerhouse in the competitive data sector, all thanks to the strategic support Unusual Ventures provides.As we navigate the intricate evolution of the modern data stack, it becomes clear that while data warehouses once lured enterprises with their cost-effectiveness, burgeoning scales of operation have led to some sleepless nights over soaring expenses. This is where our discussion takes a turn into the groundbreaking realm of data lakes and independent storage solutions – the silent disruptors offering a respite by decoupling storage from compute costs. Listen in to understand how businesses are strategizing to harness these technologies for optimized data management, marking a seismic shift in the tech landscape.And then there's the undeniable surge of AI – a tidal wave of innovation that's transforming the face of industry after industry. This episode peeks behind the curtain of AI integration, highlighting how trailblazers like Druva and ThoughtSpot are embedding AI to revolutionize their offerings. As we dissect the proliferation of AI tools, our dialogue serves as a compass for startups and enterprises alike, emphasizing the importance of a laser focus on ROI and the wisdom of keeping those burn rates low amidst an ever-changing economic backdrop. Join us for a journey that not only demystifies the complexities of data ROI but also navigates the myriad choices in the expanding universe of AI adoption.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Customer Royalty, the Revolution of Unified Profiles, and AI-driven Engagement with Alex Levin
Jan 11 2024
Customer Royalty, the Revolution of Unified Profiles, and AI-driven Engagement with Alex Levin
Get ready to revolutionize your approach to customer engagement with the insights from Alex Levin, the visionary CEO behind Regal.io. In our latest episode, we break down the transformative power of treating every customer like royalty, the secret sauce that's reshaping business strategy in a digital-first marketplace. As Alex takes us from his unexpected tech pilgrimage to the founding of Regal.io, you'll discover the game-changing potential of unified customer profiles that tailor experiences across the board—from retail therapy to the nurturing of patient relationships in healthcare.Imagine a world where your business could predict and fulfill every customer's desire before they even click 'send' on that service inquiry. That's the crux of our discussion with Alex, where we dissect the intricacies of customer service at scale, the revolution in email marketing, and the marvels of journey builders that are setting new standards for brand engagement. Finally, join us as we navigate the digital marketing terrain that's swiftly moving away from costly, ephemeral channels to forging direct, lasting relationships with customers. As Alex shares his expertise, we look at the pivotal role of AI and large language models in gleaning context from data—ushering in an era of customer interaction that's both incredibly personalized and meticulously overseen by the human touch. This isn't just a conversation; it's a masterclass in staying indispensable in the SaaS consolidation wave and becoming the data steward your company needs to succeed in the ever-competitive marketplace.What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Philosophical Reflections on Data, The dbt Conference, Streaming Workloads, DuckDB with Santona Tuli, Ph.D.
Dec 15 2023
Philosophical Reflections on Data, The dbt Conference, Streaming Workloads, DuckDB with Santona Tuli, Ph.D.
Ever wondered why the philosophical and cultural considerations of data work are essential? You're in for a treat as Santona Tuli, Ph.D. , Upsolver's Head of Data, joins us for an enlightening discussion. Santona shares her takeaways from Coalesce 2023 and the importance of understanding the 'why' behind data work. We traverse the nitty-gritty of grappling with streaming and batch data workloads, shedding light on the imperativeness of balancing data freshness with resource efficiency. Plus, we don't leave out the current happenings in the data scene like the rise of data streaming, portable compute options like DuckDB and the potential hiccups in bringing it back into the cloud for collaboration.Reliving our experiences at the recently concluded DBT Conference, we muse over the irreplaceable value of face-to-face conferences in fostering connections with fellow data enthusiasts. The conference wasn't just about serious talks; there were also fun-filled booths with puppies and headshots! The mystery surrounding the new product, MotherDuck, doesn't escape our discussion as we speculate about its potential role in the modern data stack. Reflect with us on the philosophical implications of our work and its impact on our mental health and overall job satisfaction. Get ready for an episode packed with insights, reflections, and a healthy dash of speculation.Follow Santona Tuli on LinkedInWhat's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Edge Computing in Fast Food, Transformative AI Use Cases, and the Future of Data Privacy with Brian Chambers & KC Rakam
Dec 1 2023
Edge Computing in Fast Food, Transformative AI Use Cases, and the Future of Data Privacy with Brian Chambers & KC Rakam
Ever wonder how a chicken shop got your order just right? Today, we're discussing the transformative power of edge computing in fast food, with insights from Brian Chambers, chief architect at Chick-fil-A, and KC Rakam, head of customer engineering at Google Cloud. Get ready to understand how data centralization enhances customer experience and how the future of the restaurant industry can potentially be driven by IoT and automation.Next on the menu is a deep dive into the world of AI. We discuss how this revolutionary technology is shaping the creation of AI-powered products, with a focus on three significant use cases: customer experience, marketing automation, and developer experience. We'll uncover the crux of streamlining actions with AI, the importance of having a solid foundation of data before launching AI initiatives, and the invaluable advice for data teams contemplating AI adoption.As we continue our conversation, we'll delve into the broader implications of AI in shaping modern experiences and business value. From using Warren Buffett's timeless advice in the context of economic downturns to understanding the business value of AI projects, we're covering it all. You'll hear real-world examples, including a tale of an AI-generated Instagram influencer, and understand the infinite possibilities of AI. Wrapping up, we'll discuss the future of data and the challenges of data privacy with Brian and KC. So tune in, engage, and stay updated about the latest trends in data and technology!What's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Causal Artificial Intelligence, potential AI pitfalls, getting executive buy-in
Nov 15 2023
Causal Artificial Intelligence, potential AI pitfalls, getting executive buy-in
John K Thompson is co-author of "Causal Artificial Intelligence: The Next Step in Effective Business AI" and Global Head of Artificial Intelligence (AI) at EY. John's career path went from being an assembler programmer, to creating the first neural network utility at IBM, and now running the AI group at Ernst & Young. We'll unfold the pages of his acclaimed book, Causal Artificial Intelligence, and gain insights into his fascinating writing process. A relentless seeker of the 'why' behind data and analytics, John's insights are sure to fuel your curiosity. Fasten your seat belts as we navigate through the multifaceted world of artificial intelligence. With the rise of AI, we are looking at a portfolio approach, focusing on several types such as generative and causal AI. Understand how these AI types generate context-specific responses, and the role of retrieval augmented generation in enhancing AI models. We'll also uncover how John masterly built a production generative AI infrastructure for UI, and some smart ways to sidestep pitfalls while implementing AI.We examine how AI can be a game changer for businesses. John delivers invaluable advice on team collaboration, secure data management, and the crucial link between data, analytics, and measurable business outcomes. In an era where AI is revolutionizing industries, John's practical insights are the compass you need to chart a successful course.Check out John's book on Amazon: Causal Artificial Intelligence: The Next Step in Effective Business AIFollow John K Thompson on LinkedInWhat's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.
Catching up with Abhi Sivasailam at dbt Coalesce 2023, the 'Post-Modern Data Team', Metrics Trees, and AI-augmented analytics
Oct 27 2023
Catching up with Abhi Sivasailam at dbt Coalesce 2023, the 'Post-Modern Data Team', Metrics Trees, and AI-augmented analytics
Join us for a mind-expanding conversation with Abhi Sivasailam, CEO of Levers Labs. At the one year anniversary of our previous episode with Abhi which was recorded at dbt Coalesce 2022 in New Orleans titled 'The Modern Data Team', we circle back and look ahead to the 'Post-Modern Data Team', Abhi applies his deep expertise from leading a 100+ person data organization at Flexport. We delve into the intriguing announcements at dbt Coalesce, moving from a focusing on building data pipelines to proving value to the business. From dissecting the recent buzz around dbt pricing changes to unravelling Abhi's captivating presentation on metrics trees at Data Counsel Austin, we are set to explore a wealth of knowledge that will redefine your understanding of this data realm. Moreover, we spotlight the importance of eliminating arbitrary uniqueness within data teams across companies in the same industry. With our guest Abhi, we make the case for modeling the business as metrics, revealing how this can provide a comprehensive understanding of business interrelationships that are crucial for forecasting and asking the right questions.As we glide into the second part of our episode, we pivot our gaze to the future of data teams and AI. Are you ready for operational and transactional workflows to extract more value out of analytical use cases? Let's uncover the potential impact of AI disruption on every layer of the stack together and discuss why human-in-the-loop data modeling is paramount.Follow Abhi Sivasailam's incredible work here:Abhi on LinkedInAbhi's talk 'Designing and Building Metrics Trees' at Data CouncilThe SOMA StandardWhat's New In Data is a data thought leadership series hosted by John Kutay who leads data and products at Striim. What's New In Data hosts industry practitioners to discuss latest trends, common patterns for real world data patterns, and analytics success stories.