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5 Must-Have Features in a silver mesh

08 Apr.,2024

Creating a Mesh with Medallion

Nicola De Seta

7 min read

Dec 31, 2022

This article wants to express a point of view on how the emerging paradigm of Data Mesh can coexist with one of the most common modern data architectures, Medallion.

Medallion Architecture

A medallion architecture is a data design pattern used to logically organize data in a lakehouse, with the goal of incrementally and progressively improving the structure and quality of data as it flows through each layer of the architecture

The Medallion Architecture is a model that helps organizations to better organize data in their lake. The main objective of this design is to ensure high quality about the data that will be exposed to end users.

The proposal is to use a layered approach. Here is where it comes the medallion metaphor:

Bronze Layer: it contains data as it comes from the source system. It can host both batch and streaming data. Raw history is conserved in this layer so it will be possible to recover any status of next layers anytime.
Silver Layer: This is the first layer of trust. Data land here after an ETL step whose task is to deduplicate, clean and normalize raw data. Models in this layer should provide a view of the business entities.
Gold Layer: The point where information becomes knowledge. Business specific transformations are applied: aggregations, KPI computing, any kind of operation that is needed to satisfy business requirements.

Databricks suggests the usage of delta lake technology so that in each level ACID transactions, time travel and incremental ETL are enabled.

Please notice that, Medallion Architecture, is strictly related to data, how they are organized and what happens to them in each phase.

Let’s give it a mesh flavor.

Data Mesh

Data mesh is a decentralized sociotechnical approach to share, access, and manage analytical data in complex and large-scale environments.

Data Mesh principles

Data Mesh is a paradigm, a set of principle and practices to adopt in complex organization who wants to quickly gain value from data.
In order to do so, it is required to go from a centralized approach (unique data team taking care of all the data platform aspects) to a decentralized one (many teams taking care of data maturity, each in a particular bounded context).

Let’s take a look at the four principles:

Domain Ownership: Split the organization in business domains and decentralize the ownership of analytical data to business domain closest to the data. Decompose data logically based on the business domain it represents, and manage the lifecycle of domain-oriented data independently.
Data as Product: Every produced dataset will be shared directly with data users and that will represent a data product. As such, every product will have a contract that establishes engagement rules and service level agreements. Each product is autonomous, its lifecycle and model are managed independently.
In order to be considered a product, a set of characteristics needs to be respected (all of them). The responsibility for the product to be compliant with the characteristics shown below is on the domain team that produces it.

Data As Product features

Self-serve Infrastructure: Data can be consumed, transformed and shared in many ways, and often you will have repetitive work to do, common infrastructure to use. Also you may want to standardize some approaches so that every domain does not have to reinvent the wheel. That is why there will be a dedicated branch that focuses on services that empower domain’s team to produce and share data. The scope is to reduce the friction from the end-to-end journey of data sharing, from source to consumption. As an example, the self-serve data platform will give the possibility to:

Share data products to end users
Share the products in the company data catalog
Track the lineage for datasets and make it visible to data users
Easily build, deploy and maintain data products
Implement tools, libraries and services to speed up the dev phase

Federated Governance: A team composed of domain representatives, data platform and subject matter experts will be in charge of creating an operating model based on federated decision-making and accountability structure. The main purpose is to define cross-domain guidelines (GDPR, security, etc.), avoid domains isolation in terms of product compatibility and interoperability, hence, align and synchronize domains.

Obviously there is a lot more than that (Zhamak Dehghani’s book is a must for who wants to know more), but for the scope of this article that’s probably enough reading.

Merging Paradigms

Adopting an organizational mindset focused on curating data-as-products is a key step in successfully building a data lakehouse.

If you haven’t done it yet, please read again the definition of Medallion Architecture and Data Mesh. Can you spot the difference?

In a nutshell:

Medallion Architecture is an architectural pattern for a better organization of data in the lake.
Data Mesh is an organizational pattern changing the way organization see and extract value from data.

We will tell you more. The first one is technical/technologically oriented, it tells you what are the layers of your lake, what goes in it, the technologies to handle data transformations, but it never says who.
The second one never mentions technologies or platform technical structure, instead it gives you guidelines on how to organize your team and changes your data perspective to quickly achieve business goals with well defined responsibilities.

As you may have noticed now, the two concepts are not competitive against each other in any aspect they take care of. That is why we can now answer the following question:

Is it possible to apply Data Mesh while adopting Medallion Architecture in a data platform? Why not!

Let’s assume that your organization already uses Medallion Architecture.

Let’s apply the 4 Data Mesh principles iteratively:

Domain Ownership: Logically divide your data in domains and shift responsibilities to each domain for related data.

Applying Domain Ownership

Data as product: The domain that produces the data is responsible for its quality, integrity, consistency. It establishes truthfulness around data so that data users can use it with confidence.
Full product vision will be given by the introduction of the next principle.

Applying Data as Product (partial)

Self serve infrastructure: There will be a dedicated team for provisioning infrastructure resources and tools to be used internally in order to reduce the developing time. Also, it will create and maintain services to empower data usability, discoverability. The introduction of a cross-domain team can be a solution for this purpose.
Teams can contribute to common services just like you would do in a community.

Applying Self-serve Infrastructure

Federated governance: a team composed of domain experts and specialists is commissioned of establishing standards, policies and guide values. At this table can be addressed the shift of responsibilities.

Applying Federated Governance

This is just an exercise we have tried to do to observe if the application of any of the Data Mesh principles could cause any change to the Medallion Architecture. As you may have noticed, the application of the principles does not have any impact on the layers or the format or the technology used and imposed by Medallion Architecture.

Conclusions

With this article we want to try to give a more practical view of the Data Mesh application, stress out that this is not a technological or architectural change. We do not agree that Data Mesh is the successor of Data Lake, they are different concepts with different focus and purpose.

Of course there are still some open points on this new paradigm, like the following one: does the lake infrastructure need to have a physical or logical separation among the domains? We have an opinion about this interesting topic, let us know which side you are on.

Feel free to share, open discussions about it and use it as a starting point to give your personal vision and offer it to the community.

Authors: Nicola De Seta, Federica Cicchetti

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Italy-inspired design

Inspired by St Mark's Basilica in Venice and its iconic silhouette

Architectural artwork on the caseback

The back of every watch features an intricate engraving of the cathedral

Moonphase complication

An elegant moonphase complication adds a touch of sophistication

Sapphire crystal

Hardened mineral glass offers a protective layer, resistant to scratches

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Guest Posts

5 Must-Have Features in a silver mesh

Creating a Mesh with Medallion

Medallion Architecture

Data Mesh

Merging Paradigms

Conclusions

5 Must-Have Features in a silver mesh

Venice Moonphase Silver Mesh