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🎯 End-to-End Guide to Building Data Products

5 min
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Collection of our Top Resources, from Strategy to Data Product Evolution, and mo
Dec 1, 2023
Modern Data 101
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Originally published on
Modern Data 101 Newsletter,
the following is a revised edition.

This is a collection of materials addressing everything you need to know about building data products for your use cases or organisation. We keep updating this series.

Ch 1: The Data Product Strategy | Becoming Metrics-First


The Data Product Strategy | Becoming Metrics-First

Understanding the Essence of Data "AI as the new Electricity” has been evangelised by Andrew NG and the data community from a transformational point of view. “Just as electricity transformed almost everything 100. years ago, today I actually have a hard time thinking of an industry that I don’t think AI will transform in the next several years.” - Andrew …

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Ch 2: How to Build Data Products? | Design: Part 1/4


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How to Build Data Products? | Design: Part 1/4

Much like product development, the first stage in Data Product Development is Design. In this article, we are addressing the nuances of the design stage specifically. This piece is ideally suited for a Data Product Manager or a data practitioner performing the functions of a Data Product Manager. We’ll dive right in.

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Ch 3: How to Build Data Products? | Develop: Part 2/4


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How to Build Data Products? | Develop: Part 2/4

Once you have completed the design stage of data products and specifically know what you're going to do, and you have clear metrics in place, you can then go into the development stage and actually start building the data product. The Develop Stage is where the data product developers come into play, and business…

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Ch 4: How to Build Data Products? Deploy: Part 3/4


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How to Build Data Products? Deploy: Part 3/4

This is part of the Data Product Lifecycle Series. If you’re new here, feel free to refer to: Stage 1: Designing Data Products Stage 2: Building Data Products

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Ch 5: How to Build Data Products | Evolve: Part 4/4


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How to Build Data Products | Evolve: Part 4/4

This is part of the Data Product Lifecycle Series. If you’re new here, feel free to refer to: Stage 1: Designing Data Products Stage 2: Developing Data Products Stage 3: Deploying Data Products

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Ch 6: Transitioning to a Data Product Ecosystem: Leveraging the Evolutionary Architecture


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Transitioning to a Data Product Ecosystem: Leveraging the Evolutionary Architecture

With the rapid introduction of new and disruptive innovations in the data space, CDOs are in a very tricky fight-or-flight mode. It’s harmful not only for the role but also for organisations increasingly experiencing higher attrition. The disruption is not just on a technical level but also on a resource level, which is especially precarious when the ro…

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Miscellaneous


Conceptual

  1. ‍Figma for Data Products: Novel tech requires enough experimentation and a big playground
  2. ‍Data Product Mart? Can Data Really be treated as a Product
  3. ‍Why Data Craves Product Managers Beyond Doubt

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Design Paradigm & Modeling

  1. ‍Data Modeling from the POV of a Data Product Developer
  2. ‍Data-First Stack as an enabler for Data Products
  3. ‍Evolution of the Data Stack: The story of how we interpret ever-growing data
  4. ‍The Essence of Having Your Own Data Developer Platform

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Infrastructure

  1. ‍Data Pipelines for Data Products
  2. ‍The Infrastructure Subset of Data Products
  3. ‍The Uncanny Resemblance b/w Data Products on DDPs and Software Development