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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

To offer partners the simplest and most scalable solutions to help customers get their infrastructure AI-ready, Cisco is collaborating with leading ecosystem partners—including NVIDIA, Intel, AMD, NetApp, Nutanix, Pure Storage and Red Hat—on Cisco Validated Designs (CVDs) for AI use cases. This announcement was made at Cisco Partner Summit 2023.

Posted November 09, 2023

The original intention of surrogate keys across multidimensional database designs was to help optimize joins by keeping all keys, used for joining between facts and dimensions, both numeric and single-columned. Often such surrogates were generated as simple sequential numbers, 1, 2, 3…. Early versions of many relational database products had sub-optimal performance when joining data together via character strings—especially large quantities of data.

Posted November 09, 2023

I can't remember the first time a database or storage vendor told me, "Disk is cheap," but it was probably in the 1990s.  Vendors like to say disk is cheap because it helps them sell more of it and to encourage bigger deployments. The fact is that data storage is getting cheaper all the time. When I entered the business, one GB of storage cost about $1000. Today, it's more like 10 cents—10,000 times less!

Posted November 09, 2023

At the Snowday 2023 event, Snowflake, the Data Cloud company, launched an extensive series of innovations centered around deriving value from AI and powering a robust data strategy that permeates throughout the rest of the application development process.

Posted November 03, 2023

Lightbend, Inc., the company providing cloud-native microservices frameworks for some of the world's largest brands, is debuting its latest release of Akka, featuring a unique programming model designed to empower developers to build applications only once—and have it function across both cloud and edge environments.

Posted November 01, 2023

What if you could free up 1% of your day? Would one small improvement make a difference in the life of your business?With Oracle Autonomous Database even the smallest tweaks in efficiency (powered by data) can lead to huge advancements. At Quest's BLUEPRINT 4D Conference in May 2023, Sean Stacey, director of database product development at Oracle, shared how Oracle Autonomous Database can complete and simplify your data management. 

Posted November 01, 2023

Denodo, a leader in data management, is enhancing the Denodo Platform, helping organizations to democratize data usage across the enterprise using generative AI, enforcing consistent security and cost management policies, and enabling self-service for business users, so they can create their own data products.

Posted October 31, 2023

U.S. President Joe Biden signed an ambitious executive order on artificial intelligence that aims to balance the needs of cutting-edge technology companies with national security and consumer rights, creating an early set of guardrails that could be fortified by legislation and global agreements. The order is an initial step that is meant to ensure that AI is trustworthy and helpful, rather than deceptive and destructive. The order—which will likely need to be augmented by congressional action—seeks to steer how AI is developed so that companies can profit without putting public safety in jeopardy.

Posted October 31, 2023

Alation, Inc., the data intelligence company, is expanding its partner ecosystem with the addition of Monte Carlo, Sigma Computing, and ThoughtSpot, extending Alation's connectivity to new data sources, building upon more than 100 existing connectors that enable organizations to gain insight across the modern data stack.

Posted October 30, 2023

Semgrep, a code security solution designed for engineering-centric security programs, is launching its public beta of Semgrep Secrets, a product for detecting and securing sensitive credentials during the software development process. Semgrep is designed for engineers—software and security alike—who need to maintain a fast cadence of software development and solve the root causes of security issues, according to the company.

Posted October 27, 2023

Digital.ai, a provider of AI-powered software delivery solutions for the enterprise, is releasing Denali, the latest version of its AI-powered DevSecOps platform, exemplifying its commitment to delivering an open platform tailored to the needs of the modern enterprise.

Posted October 27, 2023

Joe McKendrick, research analyst at Unisphere, and Robert Stanley, senior director special projects at Melissa Informatics, joined DBTA's webinar, The State of Data Quality: The Elephant in the AI Room, to explore both the recent findings of Unisphere's latest data quality survey and crucial insights that can dictate the success of data quality initiatives in the modern enterprise.

Posted October 26, 2023

According to Gartner, global spending on the public cloud is expected to increase by approximately 20.7% to reach $591.8 billion (about $1,800 per person in the U.S.) in 2023. The advantages of migrating to the cloud are widely recognized. By adopting cloud-first models, businesses can move away from traditional, fixed-cost methods of managing IT infrastructure. Cloud migration allows for controllable, agile, and secure operations that can easily scale as needed while optimizing costs.

Posted October 26, 2023

Databricks, the Data and AI company, is acquiring Arcion, a Databricks Ventures portfolio company that helps enterprises quickly and reliably replicate data across on-prem, cloud databases, and data platforms. According to the company, this move will enable Databricks to provide native solutions to ingest data from various databases and SaaS applications into the Databricks Lakehouse Platform. The transaction is valued at over $100 million, inclusive of incentives.

Posted October 26, 2023

Gilberto Hernandez, lead developer advocate at Snowflake, joined DBTA's webinar, Build and Deploy Your First Snowflake Native App - Virtual Hands on Lab, to walk webinar viewers through the process of creating a Snowflake Native App that runs directly in the end-customer's Snowflake accounts.

Posted October 25, 2023

SAP announced that Tata Projects Limited—one of the fastest growing technology, engineering, procurement, and construction companies in India—is accelerating its business transformation journey by leveraging the RISE with SAP solution and surrounding cloud solutions. Choosing SAP S/4HANA Cloud, through RISE with SAP, Tata Projects now will have access to SAP's latest cloud innovations in augmented analytics and intelligence to modernize its IT landscape.

Posted October 25, 2023

Database performance can be a complex and difficult task, but there are some high-level maxims that can help to sim­plify optimizing the performance of your databases and applica­tions. Let's look at some of these guiding rules of thumb. You should always keep in mind the business objectives of the databases and applications you manage. It is wise to manage performance based on the expectations and budget of the busi­ness users.

Posted October 25, 2023

Canonical, the publisher of Ubuntu and the provider of open source security, support, and services, is releasing Charmed Spark, an advanced solution for Apache Spark that accelerates data engineering across both public cloud and private data centers.

Posted October 23, 2023

Alluxio, the data platform company for data-driven workloads, is unveiling Alluxio Enterprise AI, a high-performance data platform designed to unify performance, data accessibility, scalability, and cost efficiency in powering AI and machine learning (ML) workloads.

Posted October 19, 2023

If you wait long enough, everything comes back into style. This timeless principle not only applies to fashion, but also to software development. The technology preferences in the industry have been swinging between bespoke solutions and platform-based solutions due to emerging technologies and their challenges. As someone who has been in the industry since the 1990s, I've witnessed these shifts firsthand.

Posted October 19, 2023

Recently, companies such as Dropbox, Amazon, Lyft, and Meta, as well as Apple, have used the draconian and cruel layoff approach to economic optimization. Yet while the "R" word is bantered around, the "mainstream media" continues to claim that a recession has not yet arrived. This is despite the academic definition of "recession," that is, consecutive quarters of negative gross domestic product growth, as was the case in the first half of 2022.

Posted October 19, 2023

Airbyte, the creators of the fastest-growing, open source data movement platform, are debuting its latest set of connectors—for the Milvus, Qdrant, and Weaviate vector databases—amid customer requests for more vector database support.

Posted October 18, 2023

United Medical, LLC, a multi-specialty ambulatory network with more than 225 full-service healthcare providers, has expanded its 20-year relationship with Oracle Health by another seven years. United Medical plans to deploy Oracle Health electronic health record (EHR) at additional outpatient surgery centers and accountable care organizations within its network, providing a more intuitive platform to streamline workflows and processes for health practitioners.

Posted October 18, 2023

Databricks, the data and AI company, is debuting the launch of the Databricks platform on the AWS Marketplace for the U.S. Intelligence Community (IC).

Posted October 16, 2023

Experts joined DBTA's webinar, Powering Modern Applications: Data Management for Speed, Scale, and Flexibility, to discuss key solutions and emerging best practices that properly underpin successful applications that are fast, agile, and easy to use.

Posted October 13, 2023

For most enterprises these days, hyperscale data workloads and AI have become the norm and are driving data strategies. However, while conventional wisdom dictates that this means greater reliance on cloud services and cutting-edge approaches to manage data pipelines, there's a place for more well-tread approaches as well. Many data managers intend to beef up their data warehouse capabilities and even return to on-prem systems in the near future.

Posted October 12, 2023

Many people seem to become filled with anxiety over the word "normalization." Mentioning the word causes folks to slowly back away toward the exits. Why? What might have caused this data modeling phobia? Do people have images flashing through their minds of data modelers running around wearing a hockey mask and carrying a chainsaw screaming, "Give me your primary keys"? I hope not.

Posted October 12, 2023

The newest addition to Informer 5.8 is Templates and it represents a significant evolution in how users interact with and extract value from their data. With Templates, the process of transforming raw data into visually appealing and tailored outputs becomes effortless, according to Entrinsik.

Posted October 12, 2023

Market research, strategic planning, research and development (R&D), and proactively researching and strategizing for the future are commonplace components of business operations. The exception is the case of governance teams who are far too often recipients of, rather than participants in, strategic planning. As a result, existing policies and practices quickly stagnate or deviate from current usage.

Posted October 10, 2023

The "big data" world is pervasive—to the point in which every organization is now a big data organization. As AI, machine learning, and other high-end analytics become mainstream parts of business operations, new ways of handling data assets are coming to the fore. Industry leaders and experts recently shared their views with Big Data Quarterly on the latest technology developments shaping today's big data world.

Posted October 10, 2023

Data models allow for the expression of a great deal of clarity and precision—when the data modeler chooses to allow for it. Many designers seem to work in "sloppy" or "imprecise" mode. Entities are defined containing many nulls allowed attributes. Certainly, if in the existing situation the source data is so dirty that every defined attribute "should" apply, but randomly things are not passed on, then yes, the data model is accurate. However, if the condition is such that the object has many very similar sub-objects, and various combinations of attributes must be populated based on which sub-type is being instantiated, then the data model is not expressing those rules very well.

Posted October 09, 2023

Retool, the leading development platform for business software, is launching the GA of Retool Workflows, a building block-based automation tool engineered to help developers accelerate their business processes.

Posted October 06, 2023

Docker is partnering with Neo4j, LangChain, and Ollama to create a new GenAI Stack designed to help developers get a running start with generative AI applications. Eliminating the need to search for and cobble together and configure technologies from different sources, the GenAI Stack is pre-configured, ready-to-code, and secure with large language models (LLMs) from Ollama, vector and graph databases from Neo4j, and the LangChain framework. Docker also announced its first AI-powered product, Docker AI.

Posted October 06, 2023

Akeneo, the Product Experience (PX) Company and provider of product information management (PIM) solutions, is acquiring Unifai, an artificial intelligence (AI) platform for data collection, cleansing, categorization, and enrichment pioneered by leading experts in AI and machine learning (ML).

Posted October 04, 2023

Dataiku, the platform for Everyday AI, is unveiling the LLM Mesh, addressing the need for an effective, scalable, and secure platform for integrating Large Language Models (LLMs) in the enterprise. In addition, Dataiku is partnering with Snowflake, Pinecone, and AI21 Labs on LLM Mesh and its features represent several of the key components of the LLM Mesh: containerized data and compute capabilities, vector databases, and LLM builders.

Posted October 03, 2023

Cloudflare, Inc., the company helping to build a better internet, is introducing a new platform—accompanied by high performance at scale, a new vector database, and observability capabilities—that will enable developers to build full-stack AI applications on Cloudflare's network. Dubbed Workers AI, this solution offers fast and affordable inference without the need to manage infrastructure, driving increased productivity for shipping out production-ready, fast, and secure applications.

Posted October 02, 2023

Timescale, the cloud database company, is debuting Timescale Vector, a robust platform for building production AI applications at scale with PostgreSQL. Developed as a response to the ever-evolving nature of AI, Timescale Vector manages relational data, vector embeddings, time-series data, analytics, and event data from a single platform.

Posted September 29, 2023

Innovators at ArangoDB joined DBTA's webinar, Unleash the Future of Data Management: Transitioning from Legacy Graphs to a Modern, Complete, and Scalable Solution, to expose the way graph technology has been transformed by ArangoDB, debunking data management myths and addressing various tech challenges.

Posted September 28, 2023

Experts from Quest joined DBTA's webinar, From Oracle to Postgres: Some Modern Database Architectures & Seamless Transitions, to discuss the latest of Quest's Postgres-based offerings finding considerable success in a post-Oracle world.

Posted September 27, 2023

The role of the database administrator (DBA) has always been crucial to ensuring that databases are properly organized, secured, and optimized. But recent years have seen many significant changes in the field of database administration. Before talking about how it is changing, let's start by defining it. Database administration (or DBA) refers to the set of tasks and processes involved in managing and maintaining database systems (and the applications and users that access them). This includes everything from designing and creating databases to deploying, monitoring, and securing data across the enterprise.

Posted September 27, 2023

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