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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

Document-oriented databases are one of the fastest growing categories of NoSQL databases, and the primary reason is the flexibility of schema or logic design. Document databases make it easier for developers to store and query data in a database by using the same document-model format they use in their application code. The flexible, semi-structured, and hierarchical nature of documents and document databases allows them to evolve with applications' needs.

Posted September 16, 2021

Revelation Software's latest release of OpenInsight, version 10.1, has changes, new functionality, and improved performance throughout the product. DBTA recently held a webinar with Bob Carten, senior developer, Revelation Software and Bryan Shumsky, senior developer, Revelation Software, who discussed some of these improvements, including a new Database Tool panel, a brand new Examples application, new REST functionality, updated help and support documents, and more.

Posted September 16, 2021

Syniti, a provider of enterprise data management, is acquiring 360Science, a proven data quality leader specializing in matching, deduping, unifying, linking, and verifying contact and business data. The acquisition, which encompasses 360Science's technology and the retention of key talent in data matching and linguistics, will strengthen Syniti's expertise in helping customers tackle the complex issues surrounding data.

Posted September 16, 2021

Aerospike is delivering optimizations with its 5.7 release, boosting the real-time data platform to deliver queries on larger, more mission-critical datasets.

Posted September 15, 2021

Seth Earley identified data quality, testing, and web analysis reports as three key sources of product data metrics and described what they track and reveal during his keynote at Data Summit Connect 2021.          

Posted September 15, 2021

Teradata, the connected multi-cloud data platform for enterprise analytics, announced that Vantage is now able to operationalize externally created predictive models, also known as model sharing or bring your own model (BYOM). Businesses will now be able to quickly realize a greater return on investment (ROI) in developing analytical models through increased model operationalization, expanded analytic use cases, and a streamlined approach to data-driven decision-making.

Posted September 10, 2021

The Call for Speakers is now open for Data Summit 2022 which will be held at the Hyatt Regency Boston May 17-18, 2022, with pre-conference workshops on May 16, 2022. The Data Summit conference focuses on the business and technical aspects of Big Data, Data Management, DevOps, Data Management, AI, Machine Learning, and the ramifications of working in a data-driven environment.

Posted September 09, 2021

Today, organizations need data-driven insights to advance decision making at all levels and digital transformation is a key component of those efforts. Supporting data-driven insights and digital transformation takes an ever-growing range of services, products, and tools from forward-thinking companies that are working to help their customers deliver the right insights to the right people at the right time.

Posted September 08, 2021

Riverbed is offering more critical cloud visibility and reporting capabilities in its industry-leading end-to-end visibility solutions—adding support of Azure NSG and AWS VPC flow logs.

Posted September 03, 2021

Dynatrace, in partnership with Microsoft, is offering a new integration that provides full application data transparency into applications deployed on Azure Spring Cloud.

Posted September 02, 2021

CircleCI, a leading continuous integration and continuous delivery (CI/CD) platform, is releasing CircleCI webhooks, a feature that provides software engineering teams the ability to build integrations that react to CircleCI job and workflow status notifications.

Posted September 02, 2021

Databricks, the Data and AI company, announced it received $1.6 Billion in a new round of funding to accelerate innovation and adoption of the data lakehouse. Driven by open standards, cloud adoption and the continued rise of machine learning applications, the company intends to build on its lead by investing in innovations that further simplify AI, preserve choice and flexibility across all major public clouds, and establish the lakehouse as a modern replacement to the legacy data warehouse.

Posted September 01, 2021

Oracle has announced the Verrazzano Enterprise Container Platform. It runs on top of Kubernetes—on-premise and in the cloud?and enables users to deploy container applications to any of the Kubernetes clusters where Verrazzano is installed. "Technically speaking, Oracle Verrazzano is a container deployment and management platform that embodies the core requirements and design principles of cloud-native application development," said David Cabelus, a product manager in the OCI Developer Service group, with a focus on OKE add-ons and hybrid cloud, in a recent blog post.

Posted September 01, 2021

BlueFinity is updating its Evoke low-code app development platform with an integrated and adaptable 360-degree imaging virtual tour capability. This is a multi-purpose feature that provides for the searching, browsing and inspection of any store, venue, property, or utility through an integrated feature of an app. According to the company, the results are sophisticated, full-function web and mobile apps that can be fully integrated with any database (Db2, SQL, Oracle, MultiValue, etc.).

Posted September 01, 2021

Northern Light CEO David Seuss enumerated the benefits of building smart taxonomies for organizing and leveraging vast content repositories during his presentation at Data Summit Connect 2021.       

Posted August 30, 2021

Tecton, the enterprise feature store company, is adding low-latency streaming pipelines to its feature store so that organizations can quickly and reliably build real-time machine learning models.

Posted August 11, 2021

TruEra, provider of a suite of AI quality solutions, is releasing TruLens, an open source explainability software tool for machine learning models that are based on neural networks. TruLens is a library for deep neural networks that provides a uniform API for explaining Tensorflow, Pytorch, and Keras models. The software is freely available for download, and comes with documentation and a developer community to further its development and use.

Posted August 10, 2021

Actian SVP Emma McGrattan explained how to build a cloud-based data architecture tailored to your specific business needs rather than peak workload during her presentation at Data Summit Connect 2021.   

Posted August 10, 2021

Surviving and thriving with data science and machine learning means not only having the right platforms, tools and skills, but identifying use cases and implementing processes that can deliver repeatable, scalable business value. The challenges are numerous, from selecting data sets and data platforms, to architecting and optimizing data pipelines, and model training and deployment. As a result, new solutions have emerged to deliver key capabilities in areas including visualization, self-service and real-time analytics. Along with the rise of DataOps, greater collaboration and automation have been identified as key success factors.

Posted August 05, 2021

Confluent is rolling out an all-new website dedicated to Apache Kafka, event streaming, and associated cloud technologies. The site is called Confluent Developer and compiles all the information users need in one place, from first steps in event streaming right through to more complex topics including: microservice architectures, data pipelines, and company-wide systems for data in motion.

Posted August 05, 2021

Lynda Partner, senior vice president for products and offerings at Pythian, spoke at Data Summit Connect earlier this year about how to accelerate value with machine learning. In this interview with BDQ, Partner continues the conversation and highlights how to select the right use cases for ML, avoid mistakes, and manage an ML project once it becomes a reality.

Posted August 04, 2021

A Distributed SQL database, such as CockroachDB, delivers effortless and elastic cloud scale while guaranteeing transactions. It is a database that reimagines the execution and storage layers while still allowing developers to still use familiar SQL syntax.

Posted August 04, 2021

Treeverse, the creator of lakeFS, the open-source technology that brings streamlined data lifecycle management and version control to data lakes, announced it has raised $23 million in funding to date, further accelerating the development and adoption of the innovative solution.

Posted August 02, 2021

NVIDIA has introduced the North American availability of the NVIDIA Base Command Platform, a hosted AI development hub that provides enterprises with instant access to computing infrastructure wherever their data resides. "As enterprise AI adoption grows, so does demand for faster access to the world-leading infrastructure offered by NVIDIA and our partners," said Manuvir Das, head of Enterprise Computing at NVIDIA.

Posted August 02, 2021

We all know that in uncertain times, a forecast underlies a company's success or failure. Forecasts keep prices low by optimizing business operations—including cash flow, production, staff, and financial management—while increasing knowledge of the market. Business forecasting gives you an essential tool for adapting to change and fostering competitive advantage.But relevant forecasting isn't easy.

Posted August 02, 2021

The meaning and interrelationships of and between data are important. If you are the designer of a database and being lobbied to allow the creation of a table without a primary key, make sure you understand how the table is to be used, and that peo­ple will not be writing queries against the structure that will poten­tially be multiplying data unexpectedly

Posted August 02, 2021

In the last 5 years, we've seen a blurring of the distinction between many of the upstart databases and the traditional SQL databases. NoSQL databases such as MongoDB have added features typically associated with relational databases—trans­actions, SQL connectors, and the like—while the SQL databases have introduced support for JSON document models. We can see that databases such as PostgreSQL and MongoDB are increasingly converg­ing on a common set of features. However, one category of NoSQL databases seems to be bucking the conver­gence trend: graph databases.

Posted August 02, 2021

Software intelligence company Dynatrace is extending Smartscape, the Dynatrace platform's real-time and continuously updated topology, to bring Dynatrace's AIOps and analytics capabilities to more open source services, including OpenTelemetry, FluentD, and Prometheus.

Posted July 30, 2021

The Apache Cassandra Project is launching v4.0 of Apache Cassandra, offering more than 1,000 bug fixes, improvements and new features. As a NoSQL database, Apache Cassandra handles massive amounts of data across load-intensive applications with high availability and no single point of failure.

Posted July 28, 2021

Optum SVP Sanji Fernando explains how his organization approaches machine learning model training, evaluation, and retraining in this clip from his presentation at Data Summit Connect 2021. 

Posted July 28, 2021

CognitiveScale, the enterprise AI company providing AI-powered digital systems, is releasing Cortex Fabric Version 6—a new, low code developer platform for automation, augmentation, and transformation. Cortex 6 helps enterprises create trustworthy AI applications faster, more affordably, and with business outcomes delivered through KPIs based on insights from data, models, and actions—all with minimal dependencies on underlying infrastructure, according to the vendor.

Posted July 16, 2021

More organizations are realizing the importance of responding to queries in real-time with the right data sets. At the same time, however, there is a constant need to do more with less. That's where InfluxDB Cloud comes in, a leading time series data platform. It's more than a database—InfluxDB Cloud is your all-in-one observability platform including data ingestion tools, dashboarding engine, and real time alerting capability.

Posted July 15, 2021

DataKitchen founder and CEO Chris Bergh discusses how to measure and ensure successful DataOps transformation in your organization in this clip from his presentation at Data Summit Connect 2021. 

Posted July 15, 2021

Within IT, testing has matured as an industry. Many tools exist, and many IT shops have testing groups. But, often those testing groups are unable to assist on data-related projects. The heart of the problem is that the focus of the testing practice has been perverted. The testing industry is concerned primarily with validating code, specifically the kinds of code that interact with people. With data-related projects, the need is to test the accuracy of the data at rest within the structures.

Posted July 15, 2021

The business uses for cognitive computing and related technologies, including AI, machine learning, natural language processing, and robotic processing automation, are becoming more widespread than ever. To help readers gain a greater understanding about this emerging area of information technology, the solutions available, and their role in handling real-world challenges, DBTA and Big Data Quarterly present the list of Cool Companies in Cognitive Computing.

Posted July 15, 2021

Deci, the deep learning company harnessing AI to build AI, announced the discovery of their family of industry-leading image classification models dubbed DeciNets, giving developers access to more deep learning algorithms and innovations.

Posted July 14, 2021

Rivery, providers of a DataOps platform, is introducing Rivery CLI (command-line-interface), enabling customers to take the power, speed, and scalability of DataOps to a new level. The Rivery CLI enables data engineers and other data developers to remotely execute, edit, deploy, and manage data pipelines via CLI and convert data pipelines into infrastructure as code (IaC).

Posted July 13, 2021

Airbyte, creators of a fast-growing open-source data integration platform, is releasing an open source data integration for data lakes, enabling AWS users to replicate data from anywhere to their Amazon Simple Storage Service (S3) account. Companies are now able to leverage Airbyte's 75-plus pre-built connectors, or build their own custom connectors within two hours using Airbyte's Connector Development Kit (CDK), in order to replicate their data to S3.

Posted July 09, 2021

Fauna, the data API for modern applications, is now offering Region Groups to help application developers maintain the performance and reliability of databases in their applications while ensuring that data residency regulations are met. Fauna customers will now have access to distinct Region Groups where users can keep their data resident to a specific, major region of the globe.

Posted July 08, 2021

Sauce Labs Inc., a provider of continuous testing solutions, is acquiring Backtrace, a provider of best-in-class error monitoring solutions for software teams. Backtrace enables organizations to mitigate application risk and improve digital quality by empowering development teams to rapidly deploy code with the confidence that they can quickly identify and remediate bugs across their environments including production, according to the vendor.

Posted July 06, 2021

Yellowfin, a leading and innovative analytics vendor, is releasing version 9.6 of its platform with new enhancements and capabilities that unify actionable dashboards, automated business monitoring, and data storytelling. Yellowfin Stories, introduced in Yellowfin 8, enables the creation of data narratives that generate a consistent understanding across an enterprise.

Posted July 02, 2021

Alluxio, the developer of open source data orchestration software for large-scale workloads, is releasing version 2.6 of its Data Orchestration Platform, featuring an enhanced system architecture that enables AI/ML platform teams using GPUs to accelerate their data pipelines for business intelligence, applied machine learning, and model training.

Posted July 01, 2021

Marvell is introducing its new OCTEON 10 DPU designed to accelerate and process a broad spectrum of security, networking, and storage workloads required by demanding 5G, cloud, carrier, and enterprise datacenter applications.

Posted June 28, 2021

NVIDIA is partnering with Google Cloud to establish an AI-on-5G Innovation Lab, enabling network infrastructure players and AI software partners to develop, test, and adopt solutions that will help accelerate the creation of smart cities, smart factories, and other advanced 5G and AI applications.

Posted June 28, 2021

Domino Data Lab, provider of the leading enterprise MLOps platform, is releasing Domino 4.4, adding enhancements that re-imagine the data science workbench. Domino 4.4 introduces several new features, including Durable Workspaces and CodeSync, which support a more productive way for data scientists to work.

Posted June 25, 2021

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