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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

Oracle announced the release of Java 19, the latest version of the leading programming language and development platform. Java 19 (Oracle JDK 19) delivers thousands of performance, stability, and security improvements, including enhancements to the platform that will help developers improve productivity and drive business-wide innovation, according to the vendor.

Posted September 23, 2022

ScaleOut Software, developers of scalable, highly available, in-memory computing and streaming analytics technology software, is debuting Version 2 of the ScaleOut Digital Twin Streaming Service for implementing streaming analytics in live systems via the digital twin model. The latest launch builds from the Version 1 iteration of the program, consisting of machine learning integration into digital twins with Microsoft's ML.NET library, intuitive business rules to create digital twin models, and Microsoft's Azure Digital Twins integration.

Posted September 19, 2022

SambaNova Systems, provider of software and solutions to run Artificial Intelligence (AI), deep learning, and foundation model workloads, is releasing its next generation DataScale system. DataScale is a fully integrated hardware-software system that enables organizations to reimagine their approach to AI.

Posted September 15, 2022

Data has only become more important as organizations look ahead to what a post-pandemic world could look like. Some of the new approaches being embraced to help drive greater benefit from data are DevOps and DataOps, data quality and governance initiatives, hybrid and multi-cloud architectures, IoT and edge computing, and a range of next-gen databases.

Posted September 14, 2022

Google recently announced their "Simplicity Sprint" initiative, which focuses on improving efficiencies within their workforce during this uncertain economic environment impacted by the ongoing pandemic, supply chain issues, the war in Ukraine, inflation, and the Great Resignation. However, simplifying and creating a more productive workforce is about more than improving focus, it's about uncovering and solving for increased complexity, brought on by an explosion of data, digital transformation initiatives, and the new reality of hybrid work. It is important for businesses and leaders to understand where these complexities are and what the key drivers are before redefining a new strategy to reduce business complexity.

Posted September 14, 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 September 08, 2022

In building a logical data model, some entities are considered strong, other entities are considered weak. Strong entities are the most foundational elements within a nascent Entity-Relationship Diagram (ERD) and comprise the list of objects that would likely come to mind first. Strong entities are independent in that they exist all on their own and can be created without having to meet any pre-conditions.

Posted September 08, 2022

Establishing agreed upon services levels for database applications is of the utmost importance for assuring that performance meets required criteria. Without pre-determined, negotiated service level agreements in place, database and application performance can become a never-ending game of blind man's bluff, where DBAs blindly and constantly seek an unspoken goal. Instead, active service level management should be the standard.

Posted September 08, 2022

Leading API platform, Postman, is launching its Ecosystem Partner Program for joint solution construction on the Postman API Platform for enterprises and independent software vendors (ISVs). The Ecosystem Partner Program promises enterprise advantage via developer efficiency and increased visibility within Postman's user base—one that consists of over 20 million API professionals.

Posted September 07, 2022

Microsoft SQL Server is a relational database service that supports transactional processing and analytics. With a 30-plus year history, SQL Server has been a mainstay at many organizations. Now, however, open-source technologies like PostgreSQL, have become increasingly popular for customers. More and more customers are migrating to them from overpriced, restrictive commercial databases that lock them in. With an increasing array of choices, the same organizations are looking for lower cost options, including low-cost, cloud-native, fully managed database services like Amazon Aurora PostgreSQL-Compatible Edition, as this lowers total cost of ownership while providing the desired performance.

Posted September 06, 2022

VMware Inc., provider of multi-cloud services for all apps, and IBM, global hybrid cloud and AI, and business services provider, are announcing an expansion of their 20-plus year partnership with the aims of aiding global customers and partners modernize mission-critical workloads and accelerate time to value in hybrid cloud environments, according to the companies. The partnership expansion takes shape in IBM Consulting as a VMware GSI partner, as well as in jointly engineered solutions and development to add to their previous jointly developed technologies such as data encryption in motion and in use. With relevance spanning multiple industries such as financial services, healthcare, and the public sector, the ecosystem partnership invites solutions with reduced cost, complexity, and risk for cloud migration of mission-critical workloads.

Posted September 06, 2022

While document-based databases are increasing in relevancy due to their optimizations for performance and scalability, employing a set of practices aimed at best using document databases for your enterprise's particular needs is critical for its utilization. Document databases are great but need solid architecture practices to become even greater.

Posted September 01, 2022

Apollo GraphQL, the supergraph company, and MongoDB, Inc., are partnering to empower app developers to build richer experiences faster, and reduce technical debt with a graph-native data layer. The partnership aims to make it easier for developers and teams to directly connect any supergraph powered by Apollo to a MongoDB Atlas database, according to the vendor.

Posted September 01, 2022

StarRocks, provider of real-time enterprise analytics and creator of the StarRocks project, is announcing its integration of CelerData, acting as the development leader for StarRocks software and supplying commercial projects in conjunction with StarRocks technology. CelerData Enterprise, an on-premises deployment of StarRocks, will accelerate performance and querying as well as increase security for data engineers.

Posted August 31, 2022

Ahana, the only SaaS for Presto on AWS seeking to become the SQL engine for Open Data Lakehouse, is announcing their bolstered support for the Velox Open Source Project, increasing engineer assignment and contributor involvement. Velox, created by Meta, is a C++ database acceleration library focused on enhancing data computation engines.

Posted August 31, 2022

What is DevOps, and why is it so important for data management?As a relatively young concept, DevOps revolves around provisioning data quickly and synchronizing application data in database changes. It is easier said than done, however; challenges in data automation, slow components, application modernization, and team environments require solutions for optimal DevOps functionality.

Posted August 29, 2022

InfluxData, the enterprise behind time-series platform InfluxDB, is debuting new enhancements to its InfluxDB Cloud service. With new serverless capabilities, InfluxDB Cloud sees an acceleration of time-series data collection and processing, as well as an increase to storage capacity. The introduction of InfluxDB Native Collectors brings developers to the forefront with the ability to subscribe to, process, transform, and store real-time data from messaging and other public and private brokers and queues at the click of a button, according to the vendor. Native Collectors eliminate the need for additional software or new code while migrating data from third parties into the InfluxDB Cloud, increasing efficiency and decreasing resource waste.

Posted August 26, 2022

Today's enterprises need to be more agile to improve their customer's experience, respond to changes quickly, and have the freedom to innovate. As part of their digital transformation journey in the cloud, these businesses need the ability to connect more devices to their applications, faster than ever—from smartphones to connected cars, from manufacturing plants to smart devices in our homes. Therefore, these applications need to scale quickly to potentially millions of users, have global availability, manage large volumes of data, and provide ultra-fast response times for customers.

Posted August 25, 2022

Speed is at the forefront of technological innovation; users and customers of any online service have increasingly low tolerance for latency issues. Often, users will abandon a website if it takes too long to load—even if that load time is delayed by mere seconds. The natural response is to increase database performance; with those improvements, however, the costs quickly become detrimental.

Posted August 24, 2022

Render, a unified cloud services platform for engineering teams, is launching early access for its latest monorepository feature, available to active Render customers. The tool merges customer code into a single repository, eliminating the need to manage numerous smaller repositories simultaneously.

Posted August 19, 2022

A constant influx of new technologies and strategies to improve enterprise functions and growth can often lead to companies being overwhelmed with choice; which program is right for my needs? How do I get the most out of this application? Am I using the wrong platform for my workload?

Posted August 19, 2022

Like Stephen Hawking's famous musings did for the laws of the universe, everything as a service (XaaS) is about to revolutionize the way you think about the world. Offering benefits like operational agility and efficiency, XaaS will be the business model for every equipment vendor in the future. And it will be big. According to Fortune Business Insights, the global XaaS market is projected to grow $2.3 trillion in 2028.

Posted August 18, 2022

As machine learning (ML) becomes the norm of the data industry, it's clear that its potential is limited within current data structures. Tabular data strategies have decreased in efficiency, as they lack the ability to acknowledge relationships interconnecting various data points. Data models create complexities as they become scaled by data scientists, constructed by different code languages for different data pipelines, yielding low productivity and high development times. Leaders in ML and data consumption look towards improving data science strategies to widely increase data value and data model efficiency.

Posted August 17, 2022

Arcion, a provider of a cloud-native, CDC-based data replication platform, is launching its latest product release to further extend their platform's capability to cater towards ease of use and increased performance for data migration and access. The launch continues to address the issue of data trapped in transactional data silos, like Oracle, as well as migration of that data into a variety of cloud data warehouses. The product's release comes after four years of development, adding dramatic depth to their products that help differentiate their service from anyone else on the market, according to the vendor.

Posted August 17, 2022

Omni, a business intelligence (BI) platform, is debuting its collaborative data technology to the public, backed by its $26.9 million in funding. The funding includes participation from enterprises like First Round and GV, as well as Series A funding led by Redpoint that yielded $17.5 million. Other participants to the funding round include Box Group, Quiet, Scribble, and angel investors. Omni's innovation as a consolidated BI platform differentiates its approach compared to other solutions on the market, according to the vendor.

Posted August 16, 2022

Hewlett Packard Enterprise company, Zerto, is announcing its integration with Amazon Web Services (AWS) ISV Workload Migration Partner Program, offering AWS workload migration drive and delivery, as well as expedited adoption of its cloud data management and protection solutions. As a platform, Zerto aims to eliminate risk in cloud data management and protection while adapting to the modernization of cloud adoption across private, public, and hybrid deployments.

Posted August 15, 2022

Airbyte, producers of an open-source data integration platform, is launching the company's Postgres source connector, now generally available. Postgres connector support by Airbyte allows users to efficiently migrate data from Postgres storage to other locations, improving analytic capabilities.

Posted August 12, 2022

Thanks to significant innovation and recent disruption in the data management space, organizations are achieving unprecedented value from both internal and external data. Much emphasis has been placed on the importance of achieving digital transformation, yet thanks to these rich data assets, organizations are finding new ways to serve customers across both digital and physical boundaries.

Posted August 11, 2022

The data lakehouse, data fabric, and data mesh, are no longer just dreams shared by analysts at conference presentations. A new survey of more than 200 IT leaders by Unisphere Research, a division of Information Today, Inc., finds considerable uptake of these modern data architectures. "The Move to Modern Data Architecture: 2022 Data Delivery and Consumption Patterns Survey," May 2022, was conducted in partnership with ChaosSearch and included input from directors/managers of IT, directors/managers of analytics, and data architects.

Posted August 11, 2022

In science fiction movies, the word "entity" pops up when discussing an as-yet-unseen but at least suspected alien presence, presumed evil (or sometimes evil presence, presumed alien). This entity is not named until half the cast has vanished, then we might hear, "It's Cthulhu's daughter and she's angry!" But not all entities are evil or angry.

Posted August 11, 2022

The challenge with modern supply chains is one of multiple pressures hitting all at once. These include pandemic-induced disruptions, cyber attacks targeting supply chains and the effect that financial and trade sanctions are having on Russia for its war in Ukraine. To be more resilient, many companies have opened the spigot on enterprise investment and technology innovation for supply chain modernization. But these efforts must be well-coordinated to be effective. 

Posted August 11, 2022

These days, data managers have an embarrassment of riches when it comes to the platforming, storage, and provisioning of data and associated analytics applications. However, selecting the right environment for pressing business needs can be confusing and overwhelming. The key is understanding how to map the right technologies to the business problems or opportunities at hand.

Posted August 11, 2022

Assuring data quality should be one of the most important goals for IT professionals. This is truer today than it has ever been as organizations rely on data to power their AI and machine learning algorithms. Accurate, quality data is required if you want to make accurate decisions. And that is true, whether the data is being analyzed by a human or a computer algorithm.

Posted August 11, 2022

Accelerated digital transformation has been felt in a variety of ways across all industry sectors for the past 2 years. Digital infrastructure resiliency and agility are crucial in periods of uncertainty and disruption, which many organizations are experiencing with the confluence of disrupted supply chains, rising inflation, geopolitical instability, energy price spikes, the ongoing global pandemic, and climate change.

Posted August 10, 2022

Quali, a provider of Environments-as-a-Service infrastructure automation and management solutions, announced updates to its Torque platform for accelerated infrastructure delivery speeds, and increased cost accountability and management with limited risk. With enhanced end-to-end control plane capabilities for multi-cloud, laC, virtual, and container environments, Torque is able to prioritize and unify infrastructure orchestration for development operations practitioners within a single platform.

Posted August 10, 2022

Ask a data engineer why they got into the field, and they'll likely share how they looked forward to bringing concepts to life or solving complex challenges; or they wanted to share their expertise in a collaborative, agile environment; or they simply wanted to provide better visibility into the way products work for end users—and how it could be improved.

Posted August 03, 2022

CircleCI has announced its collaboration with GitLab Inc. in order to provide native support for customers seeking accessibility between GitLab Inc., The One DevOps Platform for software innovation, and CircleCI. As a result, customers will have access to tools available in all the aforementioned systems, allowing for greater choice and flexibility in software innovation processes.

Posted August 01, 2022

Model9, a provider of cloud data management for the IBM Z mainframe, announced it will participate in The Open Mainframe Project, an open source initiative with 20 programs and working groups that enable collaboration across the mainframe community to develop shared tool sets and resources.

Posted July 25, 2022

IBM is expanding its Power10 server line with the introduction of mid-range and scale-out systems to modernize, protect, and automate business applications and IT operations. The new Power10 servers combine performance, scalability, and flexibility with new pay-as-you-go consumption offerings for clients looking to deploy new services quickly across multiple environments.

Posted July 25, 2022

Pecan AI, a provider of AI-based predictive analytics for BI analysts and business teams, is adding one-click model deployment and integration with common CRMs, marketing automation, and other core business systems. Pecan's customers can now take immediate actions based on the highly accurate predictions for future churn, lifetime value, demand and other customer-conversion metrics generated by Pecan, according to the vendor.

Posted July 21, 2022

Oracle NetSuite is making updates to NetSuite Analytics Warehouse, helping organizations further enhance decision making and uncover new revenue streams. The latest updates boost the prebuilt data warehouse and analytics solution for NetSuite customers by making it easier for customers to blend relevant data sets and introducing new pre-built visualization capabilities.

Posted July 20, 2022

Oracle is introducing the Oracle Construction Intelligence Cloud Analytics platform, combing data from Oracle Smart Construction Platform applications to give owners and contractors a comprehensive understanding of performance throughout their operations. With this insight, organizations can quickly spot and correct issues and target ways to drive continuous improvement across project planning, construction, and asset operation, according to the vendor.

Posted July 20, 2022

Signal AI, a global External Intelligence company, is launching its External Intelligence Graph, a comprehensive view of an organization's external world built on real-time data and content. Signal AI's External Intelligence Graph maps the relationships between the things a modern organization needs to care about, like climate change, supply chain risk, or competitor intelligence, and highlights how an organization is "associated" to these important topics.

Posted July 12, 2022

IBM is acquiring Databand.ai, a leading provider of data observability software that helps organizations fix issues with their data, including errors, pipeline failures, and poor quality. The acquisition further strengthens IBM's software portfolio across data, AI, and automation to address the full spectrum of observability.

Posted July 11, 2022

The traditional approach of providing data access to applications via remote database servers is not ideal for microservices. And while SQL provides standard access to relational databases, GraphQL can be used with any type of database—and it returns JSON documents.

Posted July 07, 2022

Data modeling has always been a task that seems positioned in the middle of a white-water rapids with a paddle but no canoe. On one side of the data modeling rapids are the raging agilists who are demanding working software and decrying virtually all documentation. To this agilists' group, data modeling is often seen as too simple to matter. But at the same time, their implementations will miss standardization in naming or data model patterns. And results may be so far off course that major rework is unavoidable. Sadly, far too many agile practices have been set up to place things under the technical debt umbrella, when in reality those practices never allow the re-factoring closet door to be opened. Poor data models are "overcome" by creating ever more complex logic around the data in order to get to a more proper result, as developers learn what really needs to be accomplished along the way, maybe. The results may work but can be a nightmare to maintain.

Posted July 07, 2022

Kyligence is introducing Kyligence Zen, an intelligent metrics store platform that helps to align business goals and key metrics by automating data pipelines from data lakes or data warehouses to its multidimensional OLAP database to deliver metrics consistency and data trust in a cost-effective way.  

Posted June 29, 2022

Rocket Software, a global technology leader that develops enterprise software for some of the world's largest companies, is releasing the next version of its PRO/JCL, a job control language (JCL) management solution that includes a new interface through VS Code1 extension, Enhanced Directed Execution to include options for sending PROCs and PARMLIBs to remote LPARS, and improved visibility for NODE and LPAR in the primary panel. These updates help mainframe data centers achieve and operate a JCL environment that is error-free, standardized, and optimized.

Posted June 27, 2022

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