Data Lineage Tracking - Learn Data Science with Travis

Data-Lineage-Tracking

Data lineage tracking is a critical process in data management that involves tracing the flow of data from its origin to its final destination. This practice provides organizations with a clear understanding of how data is transformed, processed, and utilized across various systems. By documenting the journey of data, lineage tracking enhances data governance, compliance, and quality assurance. It empowers teams to make informed decisions, identify data issues, and ensure that data remains trustworthy and reliable. As organizations increasingly adopt data-driven cultures, effective data lineage tracking becomes essential for operational efficiency and strategic insights.

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...

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...

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....

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...

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…

🔎 Edge#149: Model Tracing and Lineage

TheSequence

In this issue: we discuss Model Tracing and Lineage; we explore MLTrace, a reference architecture for observability in ML pipelines; we overview M3, a platform that powers time-series at Uber. 💡 ML C...

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…

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…

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…...

Tableau Server impact analysis reports: harvesting data lineage for all sites

Towards Data Science

Our first three milestones in this series produced a Tableau Hyper extract containing data lineage information from the Metadata API, user interaction information from Tableau Server’s internal…

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...

The Key to Smarter Models: Tracking Feature Histories

Towards Data Science

I recently made a career shift slightly away from data science to a more engineering-heavy role. My team is building a high-quality data warehouse to feed the organization’s BI and ML needs. I took th...