AgileData

AgileData

Join the AgileData Podcast where we discuss how data and analytics teams can apply agile, product and patterns to change the way they work.

Episodes

July 21, 2025 11 mins

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 ...

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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 valid...

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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 creat...

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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 ...

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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 to download the transcript for the podcast, head over to:

https://agiledata.io/podcast...

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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 to download the transcript for the podcast, head over to:

https://agiledata.io/podcast/agiledata-podcast/data-engineering-patterns-with-chris-gambill/#read

 

If you want want to read a summary generat...

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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 transcr...

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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 t...

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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-a...

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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 vi...

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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 to...

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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...

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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

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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...

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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 applyi...

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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.

...

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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 th...

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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://agile...

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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.io/podcast/agiledata-podcast/bridging-data-and-product-management-practises-and-patterns-with-juha-korpela/#read

Listen t...

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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-dyla...

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