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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

From cloud to AI and onto new technologies and methodologies such as DataOps, another year means more solutions to choose from. Here, executives of leading companies provide predictions for what's ahead in 2023 for big data. Plans for 5G deployments, new AI technologies like the metaverse or digital twins, and the rise of data fabric and data mesh are just some of the latest trends experts see coming to fruition in 2023.

Posted December 20, 2022

ClearML, the provider of an open-source, unified, end-to-end MLOps platform, is announcing a recent integration of its platform with the latest NVIDIA TAO Toolkit 4.0 release.

Posted December 20, 2022

ClearML, the innovator behind its open-source, end-to-end MLOps platform, is announcing its partnership with Ultralytics, a vision AI company, uniting key ClearML tools with Ultralytics' YOLOv5 AI to boost experiment tracking, remote training, and automated execution.

Posted December 15, 2022

Ambee announced its seven environmental data products are now available on the Data Marketplace for SAP Data Warehouse Cloud. By delivering accurate and reliable environmental data, Ambee helps enable global businesses, administrations, and individuals to get better access to environmental data and drive towards sustainable innovation.

Posted December 14, 2022

In the ever-shifting markets professionals work in today, companies must have the ability to remain agile and flexible throughout their business operations. To combat the uncertainties of the marketplace and customer demands for fast service, businesses have turned to open-source technology over the past decade. Open-source technologies provide IT and development teams with the agility to implement innovative tools and practices—such as DevOps and Continuous Integration and Continuous Delivery (CI/CD).

Posted December 14, 2022

To say the past year has been interesting for data managers and professionals is an understatement. Intensifying efforts to achieve data-driven processes, escalating security issues, shifts toward graph and cloud databases, and supply chain turbulence have dominated data teams' task lists. The coming year will be no different.

Posted December 13, 2022

TriggerMesh, a cloud native integration platform provider, is launching Shaker, its latest open-source AWS EventBridge alternative project. Shaker captures, transforms, and delivers events from many out-of-the-box and custom event sources within a single, unified experience.

Posted December 12, 2022

Taylor Riggan, senior graph architect at Amazon Web Services for Amazon Neptune, joined DBTA's webinar, "Deep Dive Into Amazon Neptune Serverless Database," to discuss Neptune's capabilities in-depth.

Posted December 12, 2022

MANTA brings intelligence to metadata management by providing a data lineage platform that automatically scans your data environment to build a powerful map of all data flows and deliver it through a native UI and other channels to both technical and non-technical users. With MANTA, everyone gets full visibility and control of their data pipeline.

Posted December 12, 2022

Today's data environments are highly diverse—residing on many platforms and requiring a variety of approaches to ensure data resiliency and availability. Delivering technology alone will not be enough in 2023. To help make the process of identifying useful products and services easier, each year, DBTA presents a list of Trend-Setting Products. These products, platforms, and services range from long-established offerings that are evolving to meet the needs of their loyal constituents, to breakthrough technologies that may only be in the early stages of adoption.

Posted December 08, 2022

The British royal family safeguards its crown jewels—the treasures held by the English monarchy comprising more than 100 objects estimated to be worth billions—with world-class security systems, including two-ton steel doors and bomb-proof glass. When the crown jewels are transported or moved, such as for a royal wedding or the recent coronation ceremony, they are guarded closely by elite, ex-military members at all times—with access restricted to only a few security-cleared individuals.

Posted December 08, 2022

Modern applications have increasingly leveraged Kubernetes as the "OS of the cloud" because of its ability to abstract the underlying cloud platform and coordinate the activities of multiple docker containers. Kubernetes does indeed radically simplify the deployment and administration of multi-service distributed applications. However, it has a significant learning curve, and maintaining a largescale Kubernetes cluster can be daunting.

Posted December 08, 2022

Readers of this column sometimes ask me questions about databases and database administration, which I welcome. And at times I will take the opportunity to answer particularly intriguing questions in print. One intriguing question I have been asked more than once is: "What metrics and measurements are useful for managing how effective your DBA group is?"

Posted December 08, 2022

DH2i, provider of multi-platform software-defined perimeter (SDP) and smart high availability (HA) clustering software for Windows and Linux, is announcing general availability of DxEnterprise (DxE) version 22. This launch, with its new container sidecar, allows application-level HA clustering for stateful containers in Kubernetes (K8s).

Posted December 07, 2022

The call for speakers is open for the 10th annual Data Summit conference, to be held in Boston, May 10-11, 2023, with pre-conference workshops on May 9, 2023. The Data Summit conference focuses on the business and technical aspects of Data Management, Analytics, Artificial Intelligence, Machine Learning, Data Architecture, and Emerging Technologies.

Posted December 06, 2022

Airbyte, an open-source integration provider, is unveiling its expanded partnership with dbt Labs, an analytics engineering company, accompanied by a new integration to enable dbt Cloud customers to schedule and initiate dbt jobs from within Airbyte Cloud.

Posted December 06, 2022

AI continues to fuel a hotbed of activity from automating mundane tasks to enhancing decision making, and progress in this area looks to heat up even more in 2023. Here, IT leaders share their perspectives on where AI is headed and what can be expected to change in 2023.

Posted November 30, 2022

Siren, provider of investigative intelligence analytics, is launching Siren 13, the latest iteration of the platform for accelerating investigations through better accessible and actionable data.

Posted November 29, 2022

Cameron O'Rourke, senior director of product strategy at Incorta, and Eldad Chai, CEO of Satori, gathered for a DBTA webinar, "Top Trends in Data Engineering," to discuss key patterns and methods that illuminate what areas of data and analytics need some technological TLC.

Posted November 22, 2022

IBM Research and PyTorch are partnering to enable foundation models with billions of parameters to easily run on standard cloud networking infrastructure, such as Ethernet networking. Researchers at IBM have been working with the distributed team within PyTorch, the open-source machine learning platform run by the Linux Foundation, to find a way to train large AI models on affordable networking hardware.

Posted November 21, 2022

Talend, a global provider of data integration and data management, it is partnering with Passerelle and Snowflake, the Data Cloud company, to provide new vertical solutions for delivering healthy data to organizations worldwide. Built on Talend Data Fabric and Snowflake's Data Cloud, Passerelle's Data Rocket provides a scalable architecture that delivers governed data ingestion, trusted stewardship, cloud-based storage, and on-demand visual analytics based on the foundation of healthy data. New Data Rocket vertical solutions will be tailored for key vertical markets, beginning with financial services.

Posted November 17, 2022

In the summer of 2010, I sat down with my son and had a serious conversation with him about what he wanted to become in life. He was at a point in his education where the classes he decided to take in the present would determine what kind of studies he could pursue in the future.

Posted November 17, 2022

NVIDIA announced broad adoption of its next-generation H100 Tensor Core GPUs and Quantum-2 InfiniBand, including new offerings on Microsoft Azure cloud and more than 50 new partner systems for accelerating scientific discovery. H100, Quantum-2, and the library updates are all part of NVIDIA's HPC platform—a full technology stack with CPUs, GPUs, DPUs, systems, networking, and a broad range of AI and HPC software—that provides researchers the ability to efficiently accelerate their work on powerful systems, on premises or in the cloud.

Posted November 16, 2022

Thrive, a provider of cybersecurity and digital transformation managed services, is announcing its acquisition of Custard Technical Services, a U.K. IT support company, enabling Custard clients to access the full range of advantages that Thrive's next-generation managed cybersecurity, cloud services, and automation platform supplies.

Posted November 15, 2022

Grafana Labs, providers of open source technology for dashboards and visualization, is unveiling their latest open source projects to improve upon its expanding observability stack: Grafana Phlare, a horizontally scalable continuous profiling database, and Grafana Faro, a web SDK facilitating frontend application observability.

Posted November 11, 2022

In the simplest terms, a logical data model is a visual representation of the business rules and requirements covering the universe-of-discourse for a given solution or enterprise, along with some textual support. Keeping this in mind, the logical data model is a metaphor describing the piece of the organization under analysis.

Posted November 10, 2022

Last month we looked at various types of database recovery, how they work, and how DBAs need to prepare for recovery scenarios. This month, let's delve a little deeper into the issues and decisions that DBAs need to be prepared to address as they work on database recovery. The first thing that DBAs need to be aware of is the recovery time objectives, or RTOs, for the database objects in question. In an ideal world, RTOs would have been established for each object and the backup procedures would be in place to establish sufficient time for recovering to those objectives.

Posted November 10, 2022

Is it getting easier or more difficult to lock down data in today's digital enterprises? Industry leaders have mixed opinions on the state of that challenge. Cloud vendors promise industrial-grade security for backend applica­tions and data, while at the same time the move to cloud increases complexity.

Posted November 02, 2022

Cleveland Clinic and IBM have begun deployment of the first private sector onsite, IBM-managed quantum computer in the United States. The IBM Quantum System is to be located on Cleveland Clinic's main campus in Cleveland. The first quantum computer in healthcare, anticipated to be completed in early 2023, is a key part of the two organizations'10-year partnership aimed at fundamentally advancing the pace of biomedical research through high-performance computing, according to IBM.

Posted October 31, 2022

As one of the fundamental building blocks of the metaverse, IoT digital twins have moved beyond the realms of simulation to facilitate an understanding of real-world problems. Take the European Union's "Destination Earth" initiative. This is drawing on a host of environmental, socioeconomic, and satellite data to develop digital "twins" of the planet in an effort to combat climate change, but the benefits do not stop there, particularly in the B2B world. For risk-averse companies in asset-intensive industries, digital twin technology is set to bring unparalleled value to mission-critical maintenance tasks and enable the delivery of more immersive product experiences to the end customer.

Posted October 31, 2022

Southern Supply is a group of distribution and manufacturing companies headquartered in Springfield, Missouri. The various business units distribute automation and ancillary products to commercial, utility, governmental, and industrial customers throughout the region and manufacture commercial aluminum doors and windows used around the world. Jesse Owsley is the software project manager at Southern Supply and had the idea to utilize Informer to automate the process of submitting required check information to banks

Posted October 26, 2022

Kasten by Veeam is unveiling the Kasten by Veeam K10 V5.5 Kubernetes data management platform, a solution geared toward bridging the gap between skill and user when employing Kubernetes.

Posted October 25, 2022

DBTA hosted a webinar, "Building a Real-time Document Data Store at Scale," featuring speakers Noel Yuhanna, VP and principal analyst at Forrester; George Demarest, director of product marketing at Aerospike; and Mario Ornelas, CEO of Zonetap, to explore the ways in which current document databases are ill-equipped to scale and perform at max efficiency, and how Aerospike rises to that challenge.

Posted October 20, 2022

DBTA hosted a webinar, sponsored by Melissa, titled "The Growing Challenge of Data Quality in the Era of Cloud and Analytics," featuring speakers Joe McKendrick, research analyst at Unisphere Research, and Bud Walker, VP of strategy and enterprise sales at Melissa, to discuss the issues with ensuring data quality among disparate and complex enterprise landscapes.

Posted October 20, 2022

Redgate, the provider behind database DevOps solutions and developer tools, is unveiling Flyway Enterprise, an enhanced iteration of the Flyway tool to accommodate organizations and their efforts toward standardizing and automating database deployment throughout their teams and technologies.

Posted October 18, 2022

The world is increasingly online, and online is increasingly real-time. This presents interesting performance challenges for databases, and Amazon MemoryDB for Redis is purpose-built to address them. According to a recent statistic, more than 5.47 billion people have access to the Internet which is approximately 69% of the world's population. This number has increased by a staggering 1.1 billion since 2019 or approximately 12% of the world population is now accessing internet for the first time.

Posted October 17, 2022

MANTA, the data lineage platform, is launching Release 38, an enhancement to its visualization techniques and scanner capabilities to deliver actionable insights for a variety of industries.

Posted October 17, 2022

Cloudera is announcing the general availability of DataFlow Functions (DFF) for Cloudera DataFlow within the Public Cloud on AWS, Microsoft Azure, and Google Cloud Platform, improving NiFi flow functions.

Posted October 17, 2022

Data observability is a relatively new discipline in the fields of data engineering and data management. While many are familiar with the longstanding concepts of observability and monitoring in enterprise IT networks and infrastructure, data observability has only really come into the spotlight in the last two years. However, it has managed to turn a lot of heads in that short time.

Posted October 17, 2022

Enterprise growth is a goal for most companies, yet it concurrently requires strategies in the event of data disaster or to maintain a regularly operable, productive system. With a cloud-native managed, multi-region infrastructure, enterprises can use their global presence as an advantage towards recovery methods.

Posted October 13, 2022

Kubernetes is an open source platform, upheld for its extensibility and portable quality for managing containerized workloads and services. While beneficial, there are areas that can be improved when employed—such as instances of deep technology stack troubleshooting, contrasting workload requirements, and efficient database management.

Posted October 13, 2022

The nature of enterprise functions is diverse: various teams, tools, and systems form a successful enterprise, each taking on an individual area of expertise. This necessary miscellany of groups and functions makes for a gap in data handling, where opposing operations can confound and slow productivity. Enter the semantic layer: the business glue that connects BI tools, users, and data through a common language reflected throughout every inch of the enterprise.

Posted October 12, 2022

CelerData, the enterprise improving business growth with a real-time analytics engine and AWS partner, is unveiling AWS Quick Start availability for StarRocks Project.

Posted October 10, 2022

Hammerspace, the provider of the Global Data Environment for on-premises data centers and public cloud infrastructures, is debuting their latest ameliorations to the Hammerspace Global Environment, enriching data value and collaboration with the Hammerspace Metadata Plugin, User Initiated File Protection, Automated File Reservation, and Global Audit functionality, each integrated with the Hammerspace Metadata Control Plane.

Posted October 07, 2022

Data, data, data—there's more of it every day, at greater complexity than ever before. While having the tools to manage and utilize that data is necessary, ensuring you are leveraging the maximum value from those systems and tools is critical.

Posted October 07, 2022

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