DataOps, where is thy sting?

I had reason to look at the topic of DataOps the other day. It is like DevOps, with jimmies on top. When we talk techy, several things are going on, it occurred to me. That is: DataOps is DevOps as DevOps is last year's Agile Programming. Terms have a limited lifespan (witness the replacement of BPM with RPA). And you may be saying "DataOps" today because "Dataflow automation" did not elicit an iota of resonance last year, that I may write a story about 'dataflow automation' and not realized I am writing about 'dataOps' or vice versa.  At left are technologies or use cases related to DataOps. At right are stories I or colleagues wrote on the related topics.

Dataflow automation, Workflow management	Cloudera and Hortonworks combo to push CDP, machine learning https://searchdatamanagement.techtarget.com/.../Cloudera-and-Hortonworks-combo-t... Jan 15, 2019 - Another planned integration will link CDH to Hortonworks DataFlow, a real-time data streaming and analytics platform that can pull in data from a variety of ... Big data tooling rolls with the changing seas of analytics https://searchdatamanagement.techtarget.com/.../Big-data-tooling-rolls-with-the-chang... Sep 7, 2018 - At the same time as it advanced the Kafka-related capabilities in SMM, Hortonworks released Hortonworks DataFlow 3.2, with improved performance for ... You've visited this page 3 times. Last visit: 12/20/18 Beyond the RDBMS: Data warehouse vs. data lake vs. data mart https://searchdatamanagement.techtarget.com/.../Beyond-the-RDBMS-Data-warehouse... Aug 2, 2018 - ... or on the Hadoop platform. Data is supplied to the ODS using data integration and data ingestion tools, such as Attunity Replicate or Hortonworks DataFlow. Kafka at center of new event processing infrastructure https://searchdatamanagement.techtarget.com/.../Kafka-at-center-of-new-event-process... 5 days ago - Focusing on data flow, event processing is a big change in both computer and data architecture. It is often enabled by Kafka, the messaging system created and ... >
Containers and orchestration	5 things to know about deploying big data systems in data containers https://searchdatamanagement.techtarget.com/.../5-things-to-know-about-deploying-bi... Mar 29, 2019 - Docker containers in Kubernetes clusters give IT teams a new framework for deploying big data systems, making it easier to spin up additional infrastructure for ... Containers key for Hortonworks alliance on big data hybrid https://searchdatamanagement.techtarget.com/.../Containers-key-for-Hortonworks-allia... Sep 13, 2018 - Hortonworks is joining with Red Hat and IBM to work together on a hybrid big data architecture format that will run using containers both in the cloud and on ... Cloudera and Hortonworks combo to push CDP, machine learning https://searchdatamanagement.techtarget.com/.../Cloudera-and-Hortonworks-combo-t... Jan 15, 2019 - Containers and the Kubernetes open source container orchestration system will also play a significant role in Cloudera's development strategy, Reilly said.
Performance and application monitoring	Tools manage performance for big data cloud applications https://searchdatamanagement.techtarget.com/.../Tools-manage-performance-for-big-d... Apr 4, 2019 - As application performance management vendors introduce new capabilities for users moving big data cloud applications to the cloud, their focus often is on ... You visited this page on 4/15/19. Data integration platforms take users beyond ETL software https://searchdatamanagement.techtarget.com/.../Data-integration-platforms-take-users... 5 days ago - Data integration performance has increased significantly by utilizing memory, ... These tools eliminate the need for a separate application server dedicated to .. Mobile gaming company plays new Hadoop cluster ...– SearchDataManageme Pepperdata calls on Dr. Elephant for big data ...– SearchDataManagement Big data applications to drive Walmart reboot We may have outlived the era of killer apps in some part defined by Walmart, but Hadoop big data applications may help the giant's quest for more growth. https://searchdatamanagement.techtarget.com/opinion/Big-data-applications-to-drive-Walmart-reboot
Ingest new data sources more rapidly	GPU databases bring greater parallelism to big data processing https://searchdatamanagement.techtarget.com/.../GPU-databases-bring-greater-paralleli... May 11, 2018 - The GPUs can ingest a lot of data -- they can swallow it and process it whole. People can leverage these GPUs with certain queries. For example, they do ... You've visited this page 4 times. Last visit: 3/10/19 Evaluate the features of data integration tools and software https://searchdatamanagement.techtarget.com/.../How-to-evaluate-the-features-of-a-dat... 5 days ago - Streaming and near-real-time data ingestion should also be a standard feature of integration software, along with time-based and event-based data acquisition; ... Web integration platform eases way to machine learning models https://searchdatamanagement.techtarget.com/.../Web-integration-platform-eases-way-... Feb 11, 2019 - Landers said StoryFit has built machine learning models that understand story elements. StoryFit ingests and maps whole texts of books and scripts, and finds ...