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DataOps

Blog
Diving into DataOps: The Underbelly of Modern Data Pipelines

December 19, 2018 – This article presents a framework for understanding DataOps processes, technologies, and data flows.

Report
DataOps: Industrializing Data and Analytics

July 9, 2018 – This report will examine the role of DataOps in BI, analytics, and data management.

Report
The Ultimate Guide to DataOps: Product Evaluation and Selection Criteria

November 1, 2019 – This report drills into the technology and tools required to build robust, automated data pipelines with DataOps. 

Blog
DataOps: More Than DevOps for Data Pipelines

July 4, 2019 – Converging development and operations for data pipelines and analytic modeling is the essence of DataOps.

Blog
DataOps for Machine Learning: A Guide for Data Engineers and Data Scientists

July 3, 2019 – DataOps helps data engineers and scientists get machine learning right. Improve results with modular development, flexible execution and rigorous testing.

Report
Self-Driving Data: A Critical Enabler for DataOps

December 30, 2019 – Self-driving data has become a reality. Just like autonomous vehicles automate driving, self-driving data automates data using DataOps techniques.

Podcast
Shakeeb Akhter: DataOps in Action - Implementing Agile and Automation

October 21, 2018 – In this episode, Wayne Eckerson and Shakeeb Akhter dive into DataOps. They discuss what DataOps is, the goals and principles of DataOps, and reasons to...

Blog
What is a DataOps Engineer?

November 10, 2020 – This article examines the emerging role of the DataOps engineer, a dedicated technical staff member responsible for the data development lifecycle.

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Report

DataOps Deep Dive: Different Approaches to the DataOps Platform

December 1, 2020 – DataOps is a new practice that is gaining adoption as organizations recognize the importance of transitioning from artisanal to industrial-scale processes for developing and running data pipelines. DataOps enables organizations to evolve from slow, one-off development efforts to a team-based...

Blog
Data Pipeline Design Patterns

May 6, 2020 – Design patterns have proven valuable in many endeavors. Can data pipeline design patterns help to break the data engineering logjam?

Blog
Data Engineering Coming of Age

April 1, 2018 – Data engineering is one of the hottest and most difficult jobs to fill in the field of analytics. Breadth and depth of required skills limits the number...

Report
Trends in DataOps: Bringing Scale and Rigor to Data and Analytics

August 28, 2019 – This report surveys data and analytics professionals and provides an overview of the trends in DataOps, including adoption rates, benefits, challenges,...

Blog
Why and How Data Engineers Realize DataOps Benefits with Apache Kafka Streaming

September 6, 2019 – Learn how to achieve the DataOps objectives of improved efficiency and data quality by migrating to a streaming architecture based on Apache Kafka.

Report

Best Practices in DataOps: How to Create Robust, Automated Data Pipelines

June 17, 2019 – DataOps is an emerging set of practices, processes, and technologies for building and automating data pipelines to meet business needs quickly. It speeds cycle times while reducing defects. 

Webcast

Shop Talk Webinar - DataOps: How to Get Started

DataOps uses automated testing, orchestration, collaborative development, containerization, and monitoring to continuously accelerate output and improve data quality. It builds upon the software engineering principals espoused in DevOps, but in a manner more specifically tailored for data. How do...