ISG Software Research Analyst Perspectives

Large Language Models and Generative AI: Beware Misplaced Trust

Posted by Matt Aslett on 06 June 2023

The data and analytics sector rightly places great importance on data quality: Almost two-thirds (64%) of participants in Ventana Research’s Analytics and Data Benchmark Research cite reviewing data for quality and consistency issues as the most time-consuming task in analyzing data. Data and analytics vendors would not recommend that customers use tools known to have data quality problems. It is... Read More

Topics: Analytics, Data Governance, Data Management, Data, Digital Technology, natural language processing, Analytics and Data, AI and Machine Learning

Improve Trust in Data with Master Data Management

Posted by Matt Aslett on 18 May 2023

Master data management may not attract the same level of excitement as fashionable topics such as DataOps or Data Platforms, but it remains one of the most significant aspects of an organization’s strategic approach to data management. Having trust in data is critical to the ability of an organization to make data-driven business decisions. Along with data quality, MDM enables organizations to... Read More

Topics: Data Governance, Data Management, Data, data operations

Tame Telemetry Data with Mezmo Observability Pipeline

Posted by Matt Aslett on 18 April 2023

As engagement with customers, suppliers and partners is increasingly conducted through digital channels, ensuring that infrastructure and applications are performing as expected is not just important but mission critical. My colleague, David Menninger, recently explained the increasing importance of observability to enable organizations to ensure that their systems and applications are operating... Read More

Topics: Data Management, Data, Digital Technology, Analytics and Data

Reltio Simplifies Connecting Data with Master Data Management

Posted by Matt Aslett on 06 April 2023

To execute more data-driven business strategies, organizations need linked and comprehensive data that is available in real time. By consistently managing data across siloed systems and ensuring that data definitions are agreed and current, organizations can overcome the challenges presented by data being distributed across an increasingly disparate range of applications and data-processing... Read More

Topics: Data Management, Data, data operations

DataOps: Understanding the Definition and Differentiation

Posted by Matt Aslett on 04 April 2023

Data Operations (DataOps) has been part of the lexicon of the data market for almost a decade, with the term used to describe products, practices and processes designed to support agile and continuous delivery of data analytics. DataOps takes inspiration from DevOps, which describes a set of tools, practices and philosophy used to support the continuous delivery of software applications in the... Read More

Topics: Data Governance, Data Management, Data, data operations

Alation’s Data Governance Accelerates Data Intelligence

Posted by Matt Aslett on 29 March 2023

As data continues to grow and evolve, organizations seek better tools and technologies to employ data faster and more efficiently. Finding and managing data remains a perennial challenge for most organizations, and is exacerbated by increasing volumes of data and an expanding array of data formats. At the same time, organizations must comply with a growing list of national and regional rules and... Read More

Topics: Data Governance, Data Management, Data, data operations

AWS Enables Data Democratization with Amazon DataZone

Posted by Matt Aslett on 21 March 2023

I have previously written about the importance of data democratization as a key element of a data-driven agenda. Removing barriers that prevent or delay users from gaining access to data enables it to be treated as a product that is generated and consumed, either internally by employees or externally by partners and customers. This is particularly important for organizations adopting the data... Read More

Topics: Cloud Computing, Data Governance, Data Management, Data, Digital Technology, data operations, Analytics and Data

Hitachi Vantara DataOps Improves Analytics and Decision-Making

Posted by David Menninger on 21 March 2023

Now more than ever, effective data management is crucial to enable decision-makers to better assess information and take calculated actions. It is also important to keep up with the latest trends and technologies to derive higher value from data and analytics and maintain a competitive edge in the market. However, every organization faces challenges with data management and analytics. And as... Read More

Topics: Analytics, Data Governance, Data Management, Data, data operations, analytic data platforms

Exasol Accelerates Analytics With an In-Memory Database

Posted by Matt Aslett on 07 March 2023

Organizations require faster analytics to continuously improve business operations and stay competitive in today’s market. However, many struggle with slow analytics due to a variety of factors such as slow databases, insufficient data storage capacity, poor data quality, lack of proper data cleansing and inadequate IT infrastructure. Challenges such as data silos can also decrease operational... Read More

Topics: Data Management, Data, analytic data platforms

More Effective Contingency Planning Improves Agility

Posted by Robert Kugel on 28 February 2023

We live in a time of uncertainty, not unpredictability. Managing an organization in uncertain times is always hard, but tools are available to improve the odds for success by making it easier and faster to plan for contingencies and scenarios. Software makes it possible to quickly consider the impact of a range of events or assumptions and devise a set of plans to deal with them. Dedicated... Read More

Topics: Office of Finance, Data Management, Business Planning, AI and Machine Learning

Promethium Provides Data Fabric and Self-Service for Speed to Insights

Posted by Matt Aslett on 22 February 2023

The market for data and analytics products is constantly evolving, with the emergence of new approaches to data persistence, data processing and analytics. This enables organizations to constantly adapt data analytics architecture in response to emerging functional capabilities and business requirements. It can, however, also be a challenge. Investments in data platforms cannot be constantly... Read More

Topics: Data Governance, Data Management, Data, data operations

Soda Provides Collaborative Approach to Data Observability

Posted by Matt Aslett on 16 February 2023

Data observability was a hot topic in 2022 and looks likely to be a continued area of focus for innovation in 2023 and beyond. As I have previously described, data observability software is designed to automate the monitoring of data platforms and data pipelines, as well as the detection and remediation of data quality and data reliability issues. There has been a Cambrian explosion of data... Read More

Topics: Cloud Computing, Data Management, Data, Digital Technology, data operations, Analytics and Data

Tamr Directs Data Integrity

Posted by Matt Aslett on 08 February 2023

Organizations across various industries collect multiple types of data from disparate systems to answer key business questions and deliver personalized experiences for customers. The expanding volume of data increases complexity, and data management becomes a challenge if the process is manual and rules-based. There can be numerous siloed, incomplete and outdated data sources that result in... Read More

Topics: Data Governance, Data Management, Data, data operations, analytic data platforms

SnapLogic Promotes Intelligent Automation for All

Posted by Matt Aslett on 31 January 2023

Despite the emphasis on organizations being more data-driven and making an increasing proportion of business decisions based on data and analytics, it remains the case that some of the most fundamental questions about an organization are difficult to answer using data and analytics. Ostensibly simple questions such as, “how many customers does the organization have?” can be fiendishly difficult... Read More

Topics: Cloud Computing, Data Management, Data, data operations, Analytics and Data, AI and Machine Learning

2023 Market Agenda for Data: Accelerating Data Agility

Posted by Matt Aslett on 18 January 2023

Ventana Research recently announced its 2023 Market Agenda for Data, continuing the guidance we have offered for two decades to help organizations derive optimal value and improve business outcomes. Organizations that make a higher proportion of business decisions based on data stand to gain competitive advantage, responding faster to worker and customer demands for more innovative, data-rich... Read More

Topics: Cloud Computing, Data Governance, Data Management, Data, Digital Technology, data operations, Streaming Data Events, analytic data platforms, Analytics and Data

Acceldata Enables Data Observability

Posted by Matt Aslett on 10 January 2023

Data observability is a hot topic and trend. I have written about the importance of data observability for ensuring healthy data pipelines, and have covered multiple vendors with data observability capabilities, offered both as standalone and part of a larger data engineering system. Data observability software provides an environment that takes advantage of machine learning and DataOps to... Read More

Topics: Cloud Computing, Data Management, Data, Digital Technology, data operations

InterSystems Transforming Organizations with Cloud Smart Data Fabric

Posted by Matt Aslett on 27 December 2022

The shift from on-premises server infrastructure to cloud-based and software-as-a-service (SaaS) models has had a profound impact on the data and analytics architecture of many organizations in recent years. More than one-half of participants (59%) in Ventana Research’s Analytics and Data Benchmark research are deploying data and analytics workloads in the cloud, and a further 30% plan to do so.... Read More

Topics: Business Intelligence, Cloud Computing, Data Management, Data, natural language processing, data operations, analytic data platforms, Analytics and Data, AI and Machine Learning

The Data Pantry Accelerates Actionable Analytics for Decision-Making

Posted by Robert Kugel on 22 December 2022

Ventana Research uses the term “data pantry” to describe a method of data storage (and the technology and process blueprint for its construction) created for a specific set of users and use cases in business-focused software. It’s a pantry because all the data one needs is readily available and easily accessible, with labels that are immediately recognized and understood by the users of the... Read More

Topics: Continuous Planning, Business Intelligence, Data Management, Business Planning, Data, Financial Performance Management, Enterprise Resource Planning, continuous supply chain, data operations, Streaming Data Events, Analytics and Data, AI and Machine Learning

Monte Carlo Bets on the Future of Data Observability

Posted by Matt Aslett on 13 December 2022

Earlier this year, I wrote about the increasing importance of data observability, an emerging product category that takes advantage of machine learning (ML) and Data Operations (DataOps) to automate the monitoring of data used for analytics projects to ensure its quality and lineage. Monitoring the quality and lineage of data is nothing new. Manual tools exist to ensure that it is complete, valid... Read More

Topics: Business Intelligence, Cloud Computing, Data Management, Data, data operations

Teradata Goes Cloud Native with VantageCloud Lake

Posted by Matt Aslett on 01 December 2022

Organizations are increasingly utilizing cloud object storage as the foundation for analytic initiatives. There are multiple advantages to this approach, not least of which is enabling organizations to keep higher volumes of data relatively inexpensively, increasing the amount of data queried in analytics initiatives. I assert that by 2024, 6 in ten organizations will use cloud-based technology... Read More

Topics: Teradata, Data Governance, Data Management, Data, data operations, analytic data platforms, Vantage platform