C2S Technologies, Inc.’s Post

Incorporating different types of data from different sources can be quite challenging, especially when the frequency and time zones of the data sources differ. Having a solid data architecture is one of the essentials for tackling this complex issue effectively.

We've all heard it: "Unlock the power of your data." But what does that even mean? While it's easy to say and great in concept, putting it into practice is easier said than done. That's because the hardest part of building, iterating, and developing applications is working with data. But, it doesn't have to be... Distinguished Solutions Architect Matt Kalan does a great job articulating the value of a unified data architecture, the challenges of implementation, and shifting the question from "where should the data be stored?" to "how is the data going to be used?" Understanding how data will be used is paramount in leveraging application-driven intelligence and getting us closer to unlocking its true potential. https://lnkd.in/gc3dEi-j

A very apt representation of: 1) Goals: You are a curious and data-driven organization. 2) Maturity: You like to learn by doing but you lack guidance and sandboxing. 3) Strategy: You see a mesh where others see a mess. 4) Self-service: You feel the need to negotiate abstraction of the routines and focus only on value generation. #dataarchitecture #valuestreammanagement #datamesh #cloud #leanagile

A medallion architecture refers to a data design pattern employed for the systematic organization of data within a lakehouse. The primary objective is to enhance the structure and quality of data in a gradual manner as it traverses through distinct layers of the architecture, typically categorized as Bronze, Silver, and Gold layers. The progression follows a sequence from Bronze to Silver to Gold layer tables. Additionally, these architectures are occasionally denoted as "multi-hop" architectures. #data #dataengineering

As much as they want to say otherwise, there is a "single version of the truth" when it comes to data architecture, and it is called a canonical data model, which in turn generates the dimensional models for further analysis. Although people and companies say that this is impossible, a data concept can have among its attributes the alternative concepts, and still have a common corporate concept, so it can be considered a canonical truth - It is all about analysis and design.

A high-level overview of three different approaches to Data Management. The first two — Data Warehousing and Data Lakes — have been leading the industry during different time periods. The lakehouse approach is a brand-new architecture for 2020 and comes with some obvious architectural differences.

A blueprint for data analytics success! 🎯 Build an effective and lasting data platform with the help of our Data Lakehouse Architecture Review. We’ll identify key features, requirements and pain points for a high-level roadmap that will lead you to data platform success. Full details here: https://hubs.la/Q02r1fsG0 #DataLakehouse #DataArchitecture #DataPlatform #DataEngineering

At AA, we ditch the one-size-fits-all approach for your #DataLakehouse - your data is unique and your lakehouse should be too 💡 Our Data Lakehouse Architecture Review uses a #DataPlatform Auditing Framework to see what we're working with, and understand how your architecture can get an upgrade so it truly works for you, and help you make data-driven decisions. Find out more: https://hubs.la/Q02h_w2Q0 #DataEngineering #DataAnalytics

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A medallion architecture is widely used lakehouse 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 (from Bronze ⇒ Silver ⇒ Gold layer tables). Medallion architectures are sometimes also referred to as "multi-hop" architectures.