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Data engineers vs. data scientists

O'Reilly Media - Data

It’s important to understand the differences between a data engineer and a data scientist. Misunderstanding or not knowing these differences are making teams fail or underperform with big data. I think some of these misconceptions come from the diagrams that are used to describe data scientists and data engineers.

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What is a data engineer? An analytics role in high demand

CIO

What is a data engineer? Data engineers design, build, and optimize systems for data collection, storage, access, and analytics at scale. They create data pipelines that convert raw data into formats usable by data scientists, data-centric applications, and other data consumers.

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What is a data engineer? An analytics role in high demand

CIO

What is a data engineer? Data engineers design, build, and optimize systems for data collection, storage, access, and analytics at scale. They create data pipelines used by data scientists, data-centric applications, and other data consumers. The data engineer role.

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IT leaders: What’s the gameplan as tech badly outpaces talent?

CIO

Gen AI-related job listings were particularly common in roles such as data scientists and data engineers, and in software development. To help address the problem, he says, companies are doing a lot of outsourcing, depending on vendors and their client engagement engineers, or sending their own people to training programs.

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Why thinking like a tech company is essential for your business’s survival

CIO

Weve created pilot programs, starting with tools like Microsoft 365 Copilot, to experiment with AI in a structured, low-risk environment. Mike Vaughan serves as Chief Data Officer for Brown & Brown Insurance. AI risk will only become more common, and companies that dont adapt now will find themselves playing catch-up later.

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How FiveStars re-engineered its data engineering stack

CIO

It shows in his reluctance to run his own servers but it’s perhaps most obvious in his attitude to data engineering, where he’s nearing the end of a five-year journey to automate or outsource much of the mundane maintenance work and focus internal resources on data analysis. It’s not a good use of our time either.”

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What is data architecture? A framework to manage data

CIO

Not all data architectures leverage cloud storage, but many modern data architectures use public, private, or hybrid clouds to provide agility. In addition to using cloud for storage, many modern data architectures make use of cloud computing to analyze and manage data. Application programming interfaces.