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Data Modeling

Data Modeling and Database Design and Development – including popular approaches such as Agile and Waterfall design - provide the basis for the Visualization, and Management of, Business Data in support of initiatives such a Big Data Analytics, Business Intelligence, Data Governance, Data Security, and other enterprise-wide data-driven objectives.



Data Modeling Articles

DataOps is an emerging set of practices, processes, and technologies for building and enhancing data and analytics pipelines to better meet the needs of the business. The list of failed big data projects is long. They leave end users, data analysts, and data scientists frustrated with long lead times for changes.

Posted May 22, 2019

Enterprise agility isn't a single initiative but rather a collection of activities and technologies that lead toward that goal. This includes adoption of microservices, containers, and Kubernetes to increase the flexibility of systems, applications, and data by releasing them from underlying hardware. In addition, practices such as DevOps are helping to increase the level of collaboration possible for fast-moving enterprises.

Posted May 22, 2019

Whether the enterprise is completely new to machine learning (ML) or it has already trained and deployed a model from scratch, Google Cloud Platform has a variety of tools to help the company start using ML right now. Sara Robinson, developer advocate, Google, centered her presentation around the basics of machine learning during her Data Summit 2019 presentation, "Exploring Machine Learning on the Google Cloud Platform."

Posted May 21, 2019

Data science, the ability to sift through massive amounts of data to discover hidden patterns and predict future trends, may be in demand, but it requires an understanding of many different elements of data analysis. Extracting actionable knowledge from all your data to make decisions and predictions requires a number of skills, from statistics and programming to data visualization and business domain expertise.

Posted May 20, 2019

Machine learning (ML) is on the rise at businesses hungry for greater automation and intelligence with use cases spreading across industries. At the same time, most projects are still in the early phases. From selecting data sets and data platforms to architecting and optimizing data pipelines, there are many success factors to keep in mind.

Posted May 20, 2019

Apache Airflow is turning heads these days. It integrates with many different systems and it is quickly becoming as full-featured as anything that has been around for workflow management over the last 30 years. This is predominantly attributable to the hundreds of operators for tasks such as executing Bash scripts, executing Hadoop jobs, and querying data sources with SQL.

Posted May 16, 2019

NuoDB, the distributed SQL database company, has achieved Red Hat OpenShift Operator Certification and NuoDB Operator is available on Red Hat OpenShift. The NuoDB Operator will also be available at OperatorHub.io, a community Operator registry launched by Red Hat in early 2019 in conjunction with AWS, Microsoft, and Google Cloud.

Posted May 10, 2019

Instaclustr, the leading provider of fully managed solutions for scalable open source technologies, is introducing its certification program for open source technologies. Following a certification process across several critical variables, enterprises can build applications with even greater confidence - leveraging Instaclustr's expertise and management supporting 100% open source deployments of technologies including Apache Cassandra, that are fully scalable, performant, optimized, and secure.

Posted May 10, 2019

MariaDB Corporation's MariaDB Kubernetes Operator is available in the Red Hat Container Catalog and has achieved Red Hat OpenShift Operator Certification. The MariaDB Operator enables customers to deploy MariaDB Platform in a variety of database configurations in a Kubernetes environment and is a key technology for MariaDB's cloud strategy.

Posted May 08, 2019

Red Hat is contributing to Microsoft KEDA, a new open source project aimed at providing an event-driven scale capability for any container workload. Using KEDA, Red Hat puts Azure Functions on top of its OpenShift Container Platform in Developer Preview. It is designed to behave the same way it does when running on Azure as a managed service, but now running anywhere OpenShift runs, which means on the hybrid cloud and on-premises.

Posted May 06, 2019

AntWorks, a global provider of artificial intelligence and intelligent automation solutions powered by fractal science, is introducing ANTstein SQUARE. The platform is a fullstack solution that enables non-technical business users to automate end-to-end business processes quickly, easily, and in a scalable manner.

Posted May 03, 2019

CDC can greatly minimize the amount of data processed; but the cost is that the processes themselves become more complicated and overall storage may be higher. Costs are moved around, the final level of processing becomes focused on the minimal changes, and this minimization is the efficiency to be gained. Moving forward, using the data becomes standardized and ultimately straightforward.

Posted May 01, 2019

Machine learning can be used for a variety of roles such as troubleshooting, capacity planning, and performance analysis. Businesses can use machine learning to understand seasonality for trending and forecasting capabilities or view dashboards on data already collected. 

Posted May 01, 2019

Dynatrace, a software intelligence company, is extending its AI-powered platform to include IBM Z support for CICS, IMS, and middleware. The aim is to give customers precise information about the performance of digital services across hybrid environments; from modern cloud applications to the mainframe.

Posted April 29, 2019

New technology trends continue to reshape the practice of database management as cloud computing, AI, and automation continue to change how data is acquired and insights gleaned. As a result, database professionals are faced with new challenges and opportunities. Today, database teams are tasked with managing more databases, bigger databases, and a greater variety of databases — on premises and in the cloud.

Posted April 29, 2019

Today, there are more opportunities than ever for organizations to achieve new levels of success by capitalizing on data and analytics. Despite this fact, many organizations struggle to build, grow, and reinforce their analytics capabilities. Shelly Brown, director, Booz Allen Hamilton will explain how a framework known as ADAPT+C  can address an organization's most critical analytics problems with a "best-fit" approach during her Data Summit 2019 presentation, "ADAPT+C: A Framework for Building a Data-Driven Organization."

Posted April 29, 2019

Quest Software, a global systems management, data protection and security software provider, is releasing Foglight Container Management, a solution that provides real-time and historical analytics of containers. Foglight Container Management supports business's container initiative by empowering IT infrastructure teams to quickly identify incidents and proactively prevent issues from happening.

Posted April 26, 2019

Snowflake is partnering with Anodot, the autonomous analytics company, allowing Snowflake customers to access Anodot's real-time anomaly detection. With Anodot and Snowflake's emerging partnership, customers will have access to Snowflake's built-for-the-cloud data warehouse and can receive instant alerts and insights from Anodot for potential issues before they cost customers significant ROI.

Posted April 26, 2019

TigerGraph, a scalable graph database for the enterprise, is accelerating its cloud strategy by offering its platform as a pay-as-you-go service on Amazon Web Services (AWS). With the launch of the pay-as-you-go offering, customers will be able to enjoy a friction-free experience for using TigerGraph's fast and powerful graph database, without cumbersome acquisition and deployment processes.

Posted April 25, 2019

Databases these days are comprised of so many elements that it's important to remember to support a hybrid environment. A modern database should no longer be transactional or analytical, relational or non-relational, on-premises or in the cloud. It needs to support hybrid processing, hybrid data, and hybrid cloud. It needs to support hybrid everything.

Posted April 25, 2019

Unlike other awards programs that rely on our editorial staff's evaluations, the DBTA Readers' Choice Awards are unique in that the winning information management solutions are chosen by you—the people who actually use them.

Posted April 24, 2019

SAP is making enhancements to the SAP HANA database in the cloud and on premise, providing instant access to critical data and extreme performance to democratize in-memory computing. Updates include enhanced cloud support, persistent memory support with Intel, intelligent recommendations for efficient database management, new machine learning (ML) capabilities, hyper-converged infrastructure (HCI) certification, improved cost-effective data tiering, and data security enhancements.

Posted April 24, 2019

Platform9, a provider of a SaaS-managed hybrid cloud, is introducing Klusterkit - a set of three open source Kubernetes tools that enable organizations to easily deploy and operate production-grade Kubernetes clusters.

Posted April 18, 2019

Quobyte Inc., a developer of modern storage system software, will be offering a TensorFlow plug-in for its distributed file system, providing increased throughput performance and linear scalability for ML-powered applications. Using Quobyte storage with TensorFlow helps to simplify and streamline the operation of machine learning.

Posted April 18, 2019

A new way to sort data to procure insights is emerging called the knowledge graph. For publishers, content is the most important data asset. However, journal articles (and other content) are expressed in formats ideally suited for transmittal and display—not as data for analysis. Creating a knowledge graph to sort through this data, put it in order, and glean insights will be the topic of Bob Kasenchak's, director of business development, Access Innovations, Inc., USA, Data Summit 2019 presentation titled, "From Structured Text to Knowledge Graphs: Creating RDF Triples From Published Scholarly Data."

Posted April 16, 2019

Kx, a division of First Derivatives plc, and Magnitude Software are releasing a new driver to enhance Kx's support for accessing large volumes of external enterprise data via the industry-standard ODBC. Using the Magnitude Simba ODBC driver, custom-built for the kdb+ time-series database, kdb+ users will now have a high-performance interface to seamlessly connect to third-party business intelligence tools such as Tableau, Microsoft Power BI and Excel, as well as other data visualization applications.

Posted April 11, 2019

Sumo Logic, a cloud-native, machine data analytics platform, is releasing a new bi-directional integration for Atlassian Opsgenie. This new offering provides DevOps teams with full visibility across the entire incident management lifecycle for improved monitoring, alerting, and troubleshooting when responding to service interruptions.

Posted April 11, 2019

Fauna, provider of a distributed OLTP database, FaunaDB, has announced expansion of its query interface with standard APIs to further boost developer productivity. Developers using FaunaDB will now be able to manipulate data directly using query languages such as GraphQL for web applications, as well as CQL for key-value access and SQL for relational workloads.

Posted April 10, 2019

When working on a multidimensional design, every fact table within scope should be handled with care. In an ideal world, each low-level fact table represents the metrics related to a business event. The meaning of a fact table, ideally, should be evident based on the table name and the composition of the fact table's primary key. Deciding on a primary key for a fact table is an important choice.

Posted April 09, 2019

SentryOne is releasing SentryOne Test, an automated framework for testing and validating business-critical data. Available as a software-as-a-service (SaaS) offering, SentryOne Test helps companies ensure that the data underlying business decisions is accurate and current.

Posted April 09, 2019

Teradata, the Pervasive Data Intelligence company, is adding three new offerings for its Teradata Vantage platform, reflecting Teradata's commitment to offering as-a-service capabilities to meet the needs of their customers. These capabilities provide choice and flexibility for customers operating on Amazon Web Services (AWS) and Microsoft Azure, private cloud, or hybrid cloud environments.

Posted April 08, 2019

DBAs already undertake a large load in the enterprise and cloud is the latest factor changing how DBAs operate. As cloud gains momentum and migrations of applications and databases become more common, the question is often asked "Does cloud mean the end of the DBA?" DBTA recently held a webinar with Francisco Munoz Alvarez, director of innovation, Data Intensity, an Oracle partner, who discussed how cloud is bringing about that evolution and what today's DBAs must know to be successful in a cloud-enabled future.

Posted April 03, 2019

From AI and machine learning to data discovery and real-time analytics, creating a strong data architecture strategy is critical to supporting an organization's data-driven goals. DBTA recently held a roundtable webinar with Michael Coburn, product manager, PMM, Percona; Tyler Mitchell, senior product marketing manager, Couchbase; and Max Neunhöffer, senior developer and architect, ArangoDB, who discussed the top trends in modern data architecture for 2019.

Posted April 03, 2019

Applitools, a provider of AI Powered end-to-end Visual Testing and monitoring, is releasing Applitools Ultrafast Visual Grid, providing a testing platform to drive enterprise-wide management of both functional and visual app quality. With the release of the Ultrafast Visual Grid, Applitools now delivers a low-code, super reliable, ultrafast, and easy-to-use testing and monitoring platform to support developers, test automation engineers, manual QA, marketing, and digital transformation teams for any size company.

Posted April 02, 2019

Splice Machine has introduced a beta program for ML Manager, a native data science and machine learning platform to help data science teams to maximize the performance of their machine learning models.

Posted April 02, 2019

Dell Boomi is releasing the first in a series of solution accelerators that follow the NetSuite SuiteSuccess methodology for industry cloud solutions. The first accelerator available is the Boomi Integration Accelerator for NetSuite and Shopify, enabling customers to manage omnichannel commerce, including simple automation of critical data such as orders, inventory, and billing information.

Posted April 01, 2019

Machine learning is the next great frontier in big data. AI is set to revolutionize everything from how we interact with each other to how we work. There are many ways to implement ML projects, but not all of them work out as planned. That's why Vadim Nareyko, CEO, EnCata Soft will be giving a primer on Machine learning during his Data Summit 2019 presentation, "The Five Biggest Mistakes in Machine Learning."

Posted April 01, 2019

The IT landscape is constantly being reshaped and contoured as organizations mature, and others merge or are acquired. Startups that seek to address new challenges are also on the horizon. Many of these companies have fresh approaches that tap into blockchain, advanced analytics, AI, DevOps, and data security advances.

Posted April 01, 2019

NVIDIA will acquire Mellanox after reaching a definitive agreement, uniting two high-profile companies in high-performance computing (HPC). With the addition of Mellanox, NVIDIA says, it will optimize data center-scale workloads across the entire computing, networking, and storage stack to achieve higher performance, greater utilization, and lower operating cost for customers.

Posted March 28, 2019

RDX, an independent provider of managed database and cloud services, is acquiring ClearDB, further expanding RDX's Database-as-a-Service platform capabilities. Based in Plano, Texas, ClearDB is a Database-as-a-Service (DBaaS) provider that has deployed and managed more than one million cloud-based databases worldwide through its software platform, and is a private MySQL-as-a-Service provider.

Posted March 28, 2019

SAP is partnering with Camelot ITLab GmbH to co-develop a solution to bring the demand-driven adaptive enterprise (DDAE) model into the SAP Integrated Business Planning solution. This offering will aim to help companies drive a more nimble and adaptive supply chain management process to directly address the challenges of increasingly volatile business landscapes.

Posted March 27, 2019

SAP has chosen Widener University's School of Business Administration and Small Business Development Center (SBDC) SBDC's Success Lab as a SAP Next-Gen Lab for design thinking and analytics. The lab is an innovative space where students, faculty and business consultants gather to find solutions to help clients start or grow their businesses.

Posted March 27, 2019

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