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Data Lineage Tracking

Data lineage tracking refers to the process of understanding and documenting the flow of data through various stages of its lifecycle, from its origin to its final destination. This involves identifying data sources, transformations, and how data is utilized across different systems. The goal is to provide clear visibility into the data’s journey, which is essential for data governance, compliance, and quality assurance.

With the evolution of data lineage tools, organizations can now automate much of this tracking, making it more scalable and efficient. Automation helps in mapping data paths, documenting transformations, and pinpointing where data is served in reports and dashboards. This modern approach contrasts with earlier methods that relied heavily on manual documentation, which was time-consuming and prone to errors 34.

Effective data lineage tracking empowers organizations to make informed decisions, quickly diagnose issues, and maintain trust in their data pipelines. It is increasingly recognized as a critical component of a data-driven culture, enabling teams to respond swiftly to changing market conditions 2.

14 Questions to Ask When Evaluating Data Lineage

 Towards Data Science

Looking for a data lineage tool? These are the key “gotchas” and features you should be asking about. Photo by Crawford Jolly on Unsplash Data lineage can be a mess. Think of it like knitting a blank...

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How Should We Be Thinking about Data Lineage?

 Towards Data Science

Get a top-down view of your data and analytics ecosystem with comprehensive lineage Image courtesy of Rawpixel, paid for on Envanto Why is data lineage such a hot topic right now? Data lineage is amo...

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Data Lineage is Broken — Here Are 5 Ways to Fix It

 Towards Data Science

Data Lineage is Broken — Here Are 5 Ways to Fix It Data lineage should be less like a treasure map and more like Google Maps Image courtesy of Mick Haupt on Unsplash. Data lineage isn’t new, but auto...

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Understanding Data Lineage: From Source to Destination

 Towards AI

I went to a restaurant yesterday, “Anthera.” After eating my fourth or fifth piece of pepper chicken, which, by the way, was delicious, I started to be amazed by our capability to digest and savor it....

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Data Lineage Explained To My Grandmother

 Towards Data Science

I can’t say how many times I’ve asked myself these questions. Or how many times I heard those when I talk with data engineers, analytics engineers, or heads of data. In most companies, if you ask…

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All about data provenance

 Towards Data Science

If you’re about to jump on the citizen data scientist bandwagon (diving into COVID-19 data, perhaps?) there are a few things you should know about data provenance… Society is plagued by distorted…

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Creating a Transparent Data Environment with Data Lineage

 Towards Data Science

When I’m writing data transformations, I often notice an inconsistency along the way. Perhaps a column in a data source doesn’t follow the naming convention I put in place, or a timestamp hasn’t been…...

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A tool/framework to detect the extent of changes in data entities between time periods

 Analytics Vidhya

Today, organisations in the world leverage multiple tools/frameworks to enable traceability of data running throughout various data pipelines within their own data landscape. A variety of…

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Superglue — Journey of Lineage, Data Observability & Data Pipelines

 Towards Data Science

Data plays a critical role in business decisions, AI/ML, product evolution and much more. Timeliness, accuracy, and reliability are the key foundational data requirements for every organization. For…

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Data Value Lineage, meaning at last?

 Towards Data Science

Maximise the business value of your data Picture by the author (some of these I have read!) Introduction I have always had a soft spot for words that perfectly capture the essence of a concept. Durin...

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Persistent History Tracking in Core Data

 Better Programming

WWDC 2017 introduced a new concept available from iOS 11: persistent history tracking. It’s Apple’s answer for merging changes that come from several targets like app extensions. Whenever you change…

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What is Data Lineage and How Can It Ensure Data Quality?

 Level Up Coding

Are you spending too much time tracking down bugs for your C-level dashboards? Are different teams struggling to align on what data is needed throughout the organization? Or are you struggling with…

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