Data Versioning

Data Engineering

Clearing the mess – How to ensure data quality with versioning

The lakeFS team
May 11, 2022

The last decade saw an unprecedented rise in the number of organizations that base their decisions and operations on data. The number of digital products that collect and process data and use it to fuel decision-making algorithms for enhancing future services is also growing at a very fast pace. That’s why data and data quality …

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Data Engineering

5 Painful mistakes data engineers make, and how to avoid them

The lakeFS team
June 6, 2022

Modern data engineering practices lead more and more organizations to a broader use of object stores. This happens due to the rising scale and complexity of the data that they manage – along with the growing variety of use cases that these data warehouses need to cater: from machine learning and algorithm development, to analytics …

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Data Engineering

The Guide to Data Versioning

Paul Singman
May 31, 2022

“I have never lied to you, I have always told you some version of the truth.” “The truth doesn’t have versions, okay?” — Something’s Gotta Give (2003) Jack Nicholson and Diane Keaton discuss data versioning in Something’s Gotta Give. Table of Contents Introduction A version of something is defined as “a particular form in which some details are different …

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Data Engineering

Data Versioning – Does It Mean What You Think It Means?

Einat Orr, PhD.
May 11, 2022

Introduction When we first thought about a tagline for our open source project lakeFS, we instinctively gravitated to terms like “Data versioning”, “Manage data the way you manage code”, “Git for data”, or any variation of the three that is grammatically correct.  We were very pleased with ourselves for 5 minutes, or maybe 7, before …

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