Agile Data N’ Info

In this episode of the Agile Data Podcast, where host Shane Gibson sits down with Patrik Lager, a data integration expert with 25 years of experience and a lead developer of the Focal framework. In this episode, the conversation explores the intricate world of Focal data modeling and identity resolution. Patrik explains how the Focal framework operates as a highly abstract, metadata-driven engine that creates an extremely agile, non-destructive architecture. By focusing on understanding the business and using documentation to generate code, Focal ensures that your architecture and documentation are always perfectly in sync. The discussion also dives deep into the complexities of identity resolution, clarifying the crucial differences between stable “identities” (surrogate keys) and system-specific “identifiers”. Patrik breaks down how the Focal framework prevents key collisions and achieves seamless key integration across multiple source systems using a specialized identifier table. Whether you are curious about ensemble modeling techniques, how AI and metadata-driven automation are changing data engineering, or want to learn about the new Daana command-line interface (CLI) that makes implementing Focal easier than ever, this episode is packed with valuable insights for data professionals.   You can get in touch with Patrik via LinkedIn or over at https://daana.dev If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/196898093/google-notebooklm-briefing   If you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/196898093/transcript   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Marco Wobben about the patterns within Fact-based modeling.   You can get in touch with Marco via LinkedIn or over at Casetalk.com If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/187938526/google-notebooklm-briefing   If you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/187938526/transcript   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Mayowa Oludoyi about redesigning traditional data systems to better support LLM and AI Agents   You can get in touch with Mayowa via LinkedIn  If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/184771911/google-notebooklm-briefing   If you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/184771911/transcript   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Jason Taylor a former quant researcher who turned towards the light (or dark) side of data, to explore the practicalities and pitfalls of building data services using AI You can get in touch with Jason via LinkedIn  If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/183787179/google-notebooklm-briefing   If you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/183787179/transcript   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Andy Cutler about the art of data modeling and the potential of AI tools to improve the art. You can get in touch with Andy via LinkedIn or over at https://linktr.ee/andycutler If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/182448381/google-notebooklm-briefing   If you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/182448381/transcript   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Timo Dechau about the pattern of Metric Trees. You can get in touch with Timo via LinkedIn or over at https://timodechau.com If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/179577155/google-notebooklm-briefing   If you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/179577155/transcript     Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Rob Long about patterns that you can use to document and understand your data estate. You can read the article we discuss in the podcast episode here: https://atlonglastanalytics.substack.com/p/data-producer-consumer-diagrams You can get in touch with Rob via LinkedIn or over at https://atlonglastanalytics.substack.com/ If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/176072946/google-notebooklm-briefing   If you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/176072946/transcript   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson and Nigel Vining as they describe and discuss the AgileData Engineering Pattern for the Data Match.   The Data Match pattern provides an automated, granular comparison capability to efficiently identify and report discrepancies between two datasets, moving from row counts to specific data values. This 'data diff' solution transforms hours of manual data reconciliation into minutes by optimising comparisons for cloud analytics databases like BigQuery, serving as a support feature for on-demand exception handling rather than a continuous trust rule.   An AgileData Engineering Pattern is a repeatable, proven approach for solving a common data engineering challenge in a simple, consistent, and scalable way, designed to reduce rework, speed up delivery, and embed quality by default.   If you want a copy of the pattern template head over to: https://agiledata.substack.com/i/172820886/pattern-name Discover more  AgileData Engineering Patterns over at https://agiledata.substack.com/s/agiledata-engineering-patterns   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Nick Zervoudis about patterns that you can use to quickly and easily define the ROI of your data products, before you build them. You can get in touch with Nick via LinkedIn or over at https://blog.valuefromdata.ai If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/172748370/google-notebooklm-briefing   If you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/172748370/transcript   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Johnny Winter about the core patterns that make up Dimensional (Star Schema) Modeling. You can get in touch with Johnny via LinkedIn or over at https://greyskullanalytics.com/ If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/171239242/google-notebooklm-briefing   If you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/171239242/transcript     Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson and Nigel Vining as they describe and discuss the AgileData Engineering Pattern for the AgileData Activity Event Tile.   The Activity Event Tile pattern tracks a sequence of events (e.g., subscription signups, subscription payments) for a core business concept by storing minimal event data and using a hydration layer to automatically generate pre-calculated metrics as views. This allows business users and analysts to easily understand business performance and event sequencing without complex SQL, providing immediate, consistent insights into activity movements and financial impacts   An AgileData Engineering Pattern is a repeatable, proven approach for solving a common data engineering challenge in a simple, consistent, and scalable way, designed to reduce rework, speed up delivery, and embed quality by default.   If you want a copy of the pattern template head over to: https://agiledata.substack.com/i/170387919/pattern-name Discover more  AgileData Engineering Patterns over at https://agiledata.substack.com/s/agiledata-engineering-patterns   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson and Nigel Vining as they describe and discuss the AgileData Engineering Pattern for the AgileData Event Tile.   The Event Tile Data Modeling pattern captures business processes and transactions within AgileData's three-layered data architecture, modeling "who does what" at a specific point in time. It achieves this by storing only a small number of core business keys in insert-only event tables. These event records are then automatically hydrated into a "consume tile" by joining with all relevant detail attributes that were current at the exact moment the event occurred, ensuring an accurate, time-staged narrative. This provides data consumers with a rich, wide, and historically accurate view of events, simplifying the querying of complex historical changes and state transitions.   An AgileData Engineering Pattern is a repeatable, proven approach for solving a common data engineering challenge in a simple, consistent, and scalable way, designed to reduce rework, speed up delivery, and embed quality by default.   If you want a copy of the pattern template head over to: https://agiledata.substack.com/i/169697974/pattern-name Discover more  AgileData Engineering Patterns over at https://agiledata.substack.com/s/agiledata-engineering-patterns   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson and Nigel Vining as they describe and discuss the AgileData Engineering Pattern of Automated Load Patterns based on Source Data Profiles.   The Automated Load Patterns based on Source Data Profiles pattern automatically profiles incoming data to determine its optimal loading method. It classifies data as either event data (immutable, append-only) or change data (evolving records) by analysing characteristics like unique key volume and column names over time. This automated classification then dictates the load strategy: an efficient partition replace for event data or a cost-effective upsert (end-dating historical records) for change data. This capability removes the manual burden and accelerates data onboarding, providing a trustworthy and efficient process even when the data type is initially unknown.   An AgileData Engineering Pattern is a repeatable, proven approach for solving a common data engineering challenge in a simple, consistent, and scalable way, designed to reduce rework, speed up delivery, and embed quality by default.   If you want a copy of the pattern template head over to: https://agiledata.substack.com/i/168912285/pattern-name Discover more  AgileData Engineering Patterns over at https://agiledata.substack.com/s/agiledata-engineering-patterns     If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson and Nigel Vining as they describe and discuss the AgileData Engineering Pattern of Trust Rules to validate data.   The Trust Rules pattern provides automated data validation to ensure all incoming data is fit for purpose and trustworthy. It bakes in essential checks such as unique business keys and business effective dates, which run automatically upon data load or table refresh. Users can also define custom validation rules for specific columns. Results are collected, persisted, and surfaced via applications or alerts, with the system optimising validation for cost and speed through smart partitioning and clustered columns.   An AgileData Engineering Pattern is a repeatable, proven approach for solving a common data engineering challenge in a simple, consistent, and scalable way, designed to reduce rework, speed up delivery, and embed quality by default.   If you want a copy of the pattern template head over to: https://agiledata.substack.com/i/167964917/pattern-name Discover more  AgileData Engineering Patterns over at https://agiledata.substack.com/s/agiledata-engineering-patterns     If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson and Nigel Vining as they describe and discuss the AgileData Engineering Pattern of Unioning two or more tables together automatically.   The Automated Table Unioning pattern automatically combines two or more tables by intelligently looking up column names and data types to generate safe SQL under the covers. It supports disparate data sources, such as those from multiple publishers in a data clean room, and creates a view or incrementally loads the unified data into a physical table while tracking load watermarks to prevent duplicates.   An AgileData Engineering Pattern is a repeatable, proven approach for solving a common data engineering challenge in a simple, consistent, and scalable way, designed to reduce rework, speed up delivery, and embed quality by default.     If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson and Nigel Vining as they describe and discuss the AgileData Engineering Pattern of Orchestrating Dynamic Data Flows. The Dynamic Data Flow Orchestration pattern dynamically generates and self-heals data flow manifests (DAGs) at runtime from a central context database, enabling adaptive, cost-effective, and low-latency data processing primarily for micro-batching workloads An AgileData Engineering Pattern is a repeatable, proven approach for solving a common data engineering challenge in a simple, consistent, and scalable way, designed to reduce rework, speed up delivery, and embed quality by default.   If you want a copy of the pattern template head over to: https://agiledata.substack.com/i/167144707/pattern-name Discover more  AgileData Engineering Patterns over at https://agiledata.substack.com/s/agiledata-engineering-patterns     If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Roelant Vos about a number of Data Engine Thinking patterns and his new book Data Engine Thinking. You can get in touch with Roelant via LinkedIn or over at https://roelantvos.com/blog/ Or you can grab a copy of the Data Engine Thinking book on Amazon or at https://dataenginethinking.com/en/ If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/166295398/google-notebooklm-briefing   If you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/166295398/transcript     Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Chris Gambill about a number of Data Engineering patterns. You can get in touch with Chris via LinkedIn or view his YouTube channel https://www.youtube.com/@GambillDataEngineering If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/165842333/google-notebooklm-briefing   If you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/165842333/transcript   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Ramona C Truta as she interviews Shane Gibson about the patterns of writing a data book (and they discuss a whole lot of other data things) You can get in touch with Ramona via LinkedIn or read more on substack https://ramonatruta.substack.com/ Or buy a copy of Shanes book "an Agile Data Guide to Information Product Canvas", and finally fix those data requirement gathering problems. If you want to download the transcript for the podcast, head over to: https://agiledata.io/podcast/agiledata-podcast/the-pattern-of-writing-a-data-book-with-shane-gibson-and-ramona-c-truta/#read   If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/p/the-pattern-of-writing-a-data-book Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Andrew Foad on his data modeling pattern "Hook" You can get in touch with Andrew via LinkedIn or read more on substack https://hookcookbook.substack.com If you want to download the transcript for the podcast, head over to: https://agiledata.io/podcast/agiledata-podcast/the-hook-data-modeling-pattern-with-andrew-foad/#read   If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/p/the-hook-data-modeling-pattern-with   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Aaron Wilkerson on ways data teams can increase the perception of the value they add to their organisation. You can get in touch with Aaron via LinkedIn or read his newsletter on substack https://aaronwilkerson.substack.com If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/increasing-the-perceived-value-of-your-data-team-with-aaron-wilkerson/#read   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Remco Broekmans about the pattern templates that are part of the Ensemble Logical Modeling (ELM) patterns. You can find more about ELM and its templates over at: https://www.elmstandards.com/ Find Remco's book on Amazon: https://www.amazon.com/Stories-Solutions-Redefining-Communication-Professionals-ebook/dp/B0DXQ8RR3X/ You can get in touch with Remco via LinkedIn or get in touch via https://www.geneseeacademy.com/ If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/elm-patterns-templates-with-remco-broekmans/#read   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Dylan Anderson about the patterns required to define a Data Operating Model. This conversation was based on this article written by Dylan: https://thedataecosystem.substack.com/p/issue-13-defining-the-data-operating And specifically this pattern diagram: You can get in touch with Dylan via LinkedIn or subscribe to his newsletter at https://thedataecosystem.substack.com or get in touch via https://profusion.com If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/data-operating-models-patterns-with-dylan-anderson/#read   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Chris Bergh on improving your teams way of working by using DataOps patterns. You can get in touch with Chris via LinkedIn or over at https://datakitchen.io If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/dataops-patterns-with-chris-bergh/#read   Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Patrick Cuba on combining the Data Vault data modeling pattern with the Medallion Architecture pattern. This discussion was based on the patterns described in this article: https://medium.com/the-modern-scientist/the-modern-data-vault-stack-75103102e3d2 You can get in touch with Patrick via LinkedIn or you can read his thoughts on Data Vault patterns over at https://patrickcuba.medium.com If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/merging-data-vault-and-medallion-architecture-patterns-with-patrick-cuba/#read   Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Eric Broda on the patterns required to create an ecosystem to support the use of Agents in enterprise organisations. You can get in touch with Eric via LinkedIn or you can read his thoughts on Agentic Mesh over at https://medium.com/@ericbroda If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/agentic-mesh-ecosystem-patterns-with-eric-broda/#read Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Petr Pascenko on the pattern of Reliability Engineering of AI Agents You can get in touch with Petr via LinkedIn or you can read his thoughts on Agentic Mesh over at https://evalmy.ai/ If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/reliability-engineering-of-ai-agents-with-petr-pascenko/#read Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join two LLM generated guests as they discuss the Top Data Trends of 2025 Whitepaper published by Coalesce. This is a different episode.  Instead of a human guest, we have two robot guests.  I decided to try and experiment. My experiment was, can I upload a white paper to LLM, have it generate a podcast listen to that podcast in my daily walk and see whether that summary removes the need for me to actually read the white paper. So in this case, I have grabbed a white paper  called Top Data Trends for 2025 from Coalesce, uploaded it to the Google Notebook LLM and got it to generate a podcast with two hosts chatting about the white paper. Have a listen, let me know what you think. I'm really keen to understand, do you think this approach is useful, or is it a load of bollocks? You can download the whitepaper from the Coalesce website here: https://coalesce.io/reports/the-top-data-trends-for-2025/ If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/an-experiment-top-data-trends-for-2025-with-coalesce-and-google-notebooklm/   Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | YouTube | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Andrew Jones on the pattern of Data Contracts You can get in touch with Andrew via LinkedIn or at https://andrew-jones.com/ If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/data-contracts-with-andrew-jones/#read Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Joe Reis on how the potential adoption of GenAI and LLM's in the way Data teams work. You can get in touch with Joe via LinkedIn or at https://joereis.substack.com/ If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/ai-data-agents-with-joe-reis/#read Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Juha Korpela on how to adopt patterns and practises from Product Management and apply them to the data domain. You can get in touch with Juha via LinkedIn or at https://www.datakor.fi If you want to read the transcript for the podcast head over to: https://agiledata.info/p/bridging-data-and-product-management Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working

Join Shane Gibson as he chats with Dylan Jones on how to adopt patterns used by successful data consultancies and apply them in your organisation as an internal data team. You can get in touch with Dylan via LinkedIn or at https://mydatabrand.com/ If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/patterns-for-being-a-successful-internal-data-consultancy-with-dylan-jones/#read Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Blair Tempero on that last five years since they started the AgileData Podcast together. You can get in touch with Blair via LinkedIn  If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/combining-agile-and-data-five-years-on-with-blair-tempero/#read   Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Juan Sequeda on Knowledge Graphs. You can get in touch with Juan via LinkedIn or at https://www.juansequeda.com If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/knowledge-graphs-with-juan-sequeda/#read Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Kat Greenbrook on how to tell stories with data. You can get in touch with Kat via LinkedIn or at https://www.roguepenguin.co.nz/ Buy Kat's new book "The Data Storyteller's Handbook" on Amazon. If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/data-storytelling-with-kat-greenbrook/#read   Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Scott Ambler about the power of data teams crafting their own Ways of Working. You can get in touch with Scott via LinkedIn or at https://scottambler.com/ If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/ways-of-working-with-scott-ambler/#read   Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Yorgos Moschovis and discussed the multifaceted world of marketing attribution You can get in touch with Yorgos via LinkedIn  If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/attribution-model-patterns-with-yorgos-moschovis/#read Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Scott Hirleman delving into the nuances of cultivating and sustaining thriving communities.  You can get in touch with Scott via LinkedIn  If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/building-a-vibrant-community-with-scott-hirleman/ Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Veronika Durgin delving into the world of data, discussing layered data architecture, data management, and the challenges that come with it You can get in touch with Veronika via LinkedIn  If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/layered-data-architectures-with-veronika-durgin/#transcript Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |    Simply Magical Data

Join Shane Gibson as he chats with Shaun McGirr on Generative AI and Large Language Models and how data teams can leverage them to improve their Ways of Working. You can get in touch with Shaun via LinkedIn  If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/how-can-data-teams-use-generative-ai-with-shaun-mcgirr/#transcript Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |    Simply Magical Data

Join Shane Gibson as he chats with Ahmed Elsamadisi on the Activity Schema Modeling pattern. You can get in touch with Ahmed via LinkedIn or over at https://www.narratordata.com/ If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/the-patterns-of-activity-schema-with-ahmed-elsamadisi/#transcript   Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on our AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |    Simply Magical Data

Join Shane Gibson as he chats with Hans Hultgren on the core Data Vault Modeling patterns. You can get in touch with Hans via [email protected]  or over at https://www.geneseeacademy.com/contact   If you want want to read a summary generated with GenAI, head over to: https://agiledata.substack.com/i/167680739/google-notebooklm-briefing   if you want to download the transcript for the podcast, head over to: https://agiledata.substack.com/i/167680739/transcript   Listen to more podcasts on applying Agile Data patterns over at https://podcast.agiledata.io/ Read more on the Agile Data Way of Working over at https://AgileDataGuides.com/   If you just want to talk about making magic happen with agile and data you can connect with Shane @shagility on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |  Deezer | Podcast Addict |  Buy the Green Book now!   Simply Magical Data Ways of Working  

Join Shane Gibson as he chats with Joe Reis on his experience in building and running a successful data and analytics consulting company. You can get in touch with Joe on LinkedIn   If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/data-consulting-patterns-with-joe-reis/#transcript Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/     If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |    Simply Magical Data

Join Shane Gibson as he chats with Tomas Kratky on his experience in defining data lineage and DataOps patterns. You can get in touch with Tomas on LinkedIn   If you want to read the transcript for the podcast head over to: https://agiledata.io/podcast/agiledata-podcast/data-lineage-patterns-tomas-kratky/#transcript Listen to more podcasts on applying AgileData patterns over at https://agiledata.io/podcasts/ Read more on the AgileData Way of Working over at https://wow.agiledata.io/way-of-working/     If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |    Simply Magical Data

Join Shane Gibson as he chats with Raj Joseph on his experience in defining data observability patterns. You can get in touch with Raj on LinkedIn   Listen to more podcasts on applying AgileData techniques over at https://agiledata.io/podcasts/ or read more on our AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |    Simply Magical Data

Join Shane and Nigel as they discuss how and why we define a conceptual model of Concepts, Details and Events in AgileData and how we map these to a physical Data Vault model. Listen to more podcasts from Shane and Nigel on applying AgileData techniques over at https://agiledata.io/podcasts/ If you have a suggestion on a subject you would like us to discuss on the next podcast, or even better you want to join us on the next podcast, send us a suggestion over at https://agiledata.io/podcasts/#contact Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining over on Twitter. Subscribe: iTunes, Spotify, Google Play   Simply Magical Data

Join Shane Gibson as he chats with Justin Bauer on his experience combining the worlds of agile and product in a data driven company. You can get in touch with Justin on LinkedIn   Listen to more podcasts on applying AgileData techniques over at https://agiledata.io/podcasts/ or read more on our AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |    Simply Magical Data

Join Shane Gibson, Hamish Gray and May-Lyn Hu as they talk through some of the experiences they have had in their organisation applying agile and data together in a new way of working. You can get in touch with Hamish and May-Lyn on LinkedIn   Listen to more podcasts on applying AgileData techniques over at https://agiledata.io/podcasts/ or read more on our AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining on LinkedIn.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |    Simply Magical Data

Join Shane and Tammy Leahy as they discuss the Information Product Canvas, what each area of the canvas holds and why you would want to collect this information. Following up on their previous discussion about what information products are, this episode takes a deep dive into the Information Product Canvas. Inspired by the traditional business model canvas and Lawrence Corr’s BEAM methodology, the Information Product Canvas evolved from lengthy Word documents into a highly visual tool designed to establish boundaries and scope for data projects. Rather than acting as a locked-in requirements document, the canvas serves as a powerful conversation starter that creates a shared language between development teams and stakeholders. In this episode, Shane and Tammy break down the key components of the canvas, guiding you through exactly how to use it. You will learn about: Outcomes and Actions: Defining the measurable business value and the specific actions stakeholders will take once they have the data. Business Questions: Identifying the top 3-5 “how,” “what,” and “who” questions the information product needs to answer. Personas and Delivery Type: Pinpointing exactly who is consuming the information (e.g., data analysts, chief revenue officers) and how they expect it delivered, whether via a dashboard, API, or report. Core Business Events: Mapping out key business processes (like a customer placing an order or returning a product) to understand complexity and necessary data entities. User Stories and Will/Won’t: Setting strict boundaries on what features, functions, and data will—and won’t—be included in the current iteration to prevent scope creep. Vision Statement: Crafting a short, sharp elevator pitch that communicates the product’s core purpose, target user, and how it improves the current state. Ultimately, this episode highlights how using the canvas can help organizations prioritize work based on value rather than just cost, while empowering stakeholders to self-service their own data requests. This is the second in a series of podcast episodes that deep dives into the Information Product  pattern. If you want to get in touch with Tammy, contact her over on LinkedIn.   Listen to more podcasts on applying AgileData techniques over at https://agiledata.io/podcasts/ or read more on our AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining over on Twitter.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser |    Simply Magical Data

Join Shane and guest Ashwin Kamath as they discuss his experience working with analytical teams and analytical team topologies. If you want to get in touch with Ashwin, contact him over on LinkedIn or at https://www.spectredata.com/ Listen to more podcasts on applying AgileData techniques over at https://agiledata.io/podcasts/ or read more on our AgileData Way of Working over at https://wow.agiledata.io/way-of-working/   If you want to join us on the next podcast, get in touch over at https://agiledata.io/podcasts/#contact   Or if you just want to talk about making magic happen with agile and data you can connect with Shane @shagility or Nigel @nigelvining over on Twitter.   Subscribe: Apple Podcast | Spotify | Google Podcast  | Amazon Audible | TuneIn | iHeartRadio | PlayerFM | Listen Notes | Podchaser | SimpleCast |    Simply Magical Data