Analyst Perspectives


Search within Analyst Perspectives blog:

TopBar Analyst Perspectives BottomBar

Progress Enables Knowledge Graphs for Semantic AI

Posted by Matt Aslett on 24 April 2025
As enterprises embrace the potential opportunities presented by artificial intelligence (AI), they are quickly finding that good data management is a prerequisite. As was explained in ISG’s State of Generative AI Market Report, AI requires data that is clean, well-organized and compliant with regulatory standards. There are multiple challenges to delivering AI-ready data, including combining... Read More

Topics: Machine Learning, Analytics, IT, AI, Data Platforms, ADM, DevOps

Alteryx Refines AI Platform for Analytics

Posted by Matt Aslett on 13 March 2025
Increased enterprise focus on artificial intelligence (AI) and generative AI (GenAI) has served to sharpen the focus on the need for trusted data and reliable analytics and data operations. The ISG State of Generative AI Market Report highlighted that elevated expectations and demands associated with AI are a forcing function for enterprises to take long-overdue steps to improve data and... Read More

Topics: Analytics, AI, data operations, Analytics and Data

Actian Enables Data Discovery and Data Intelligence

Posted by Matt Aslett on 11 March 2025
Data catalogs provide an inventory of data assets that surface metadata from data platforms, analytics tools and applications that can be used to facilitate data discovery and data usage across an enterprise. As I recently explained, however, there are actually multiple types of data catalogs that offer functionality to address specific use cases and user roles, including data inventory, data... Read More

Topics: Governance, Operations

Domo Enables Data Integration, Analytics and AI

Posted by Matt Aslett on 05 March 2025
As enterprises seek to expand and accelerate the adoption of artificial intelligence (AI) many are finding that longstanding analytics and data challenges are a barrier to success. As was explained in ISG’s State of Generative AI Market Report, AI requires data that is clean, well-organized and compliant with regulatory standards. The need for good data management is by no means new, but the... Read More

Topics: Machine Learning, Analytics, Data, Artificial intelligence, natural language processing

DataOps: Software for Operations and AI

Posted by Matt Aslett on 27 February 2025
Late 2024 saw the publication of the 2024 ISG Buyers Guides for DataOps, providing an assessment of 49 software providers offering products used by data engineers, data scientists, and data and AI professionals to facilitate the use of data for analytics and AI needs. The DataOps Buyers Guide research includes five reports which are focused on overall DataOps, Data Observability, Data... Read More

Topics: Analytics, data operations, Analytics and Data

Agentic AI Reliability Requirements for Data

Posted by Matt Aslett on 25 February 2025
It is now more than two years since the launch of ChatGPT introduced the world to generative AI (GenAI) and large language models (LLMs). GenAI-based assistants and co-pilots are now widely adopted, with individuals and enterprises adopting GenAI models to automate the generation of text, digital images, audio, video and code, amongst other things. More than four-fifths (81%) of participants in... Read More

Topics: Analytics, AI, Analytics and Data

Redpanda Lowers the Complexity and Cost of Streaming and Event Data

Posted by Matt Aslett on 04 February 2025
I recently wrote about the need for enterprises to harness events to process and act upon data at the speed of business. The core technologies that enable enterprises to process and analyze data in real time have been in existence for many years and are widely adopted. However, streaming and events technologies are also commonly seen as a niche requirement, separate from an enterprise’s primary... Read More

Topics: Streaming Data Events, Analytics and Data

Data Catalogs Serve Multiple Roles and Use Cases

Posted by Matt Aslett on 29 January 2025
Metadata management has played a role in data governance and analytics for many years. It wasn’t until the emergence of the data catalog as a product category just over a decade ago that enterprises had a platform for metadata-driven data management that could span multiple departments and use cases across an entire enterprise. ISG defines a data catalog as an inventory of data assets that... Read More

Topics: Analytics and Data

MongoDB Enhances Developer Data Platform

Posted by Matt Aslett on 21 January 2025
Despite all the interest in artificial intelligence (AI) and generative AI (GenAI), ISG’s Buyers Guide for Data Platforms serves as a reminder of the ongoing importance of product experience functionality to address adaptability, manageability, reliability and usability. While new and emerging capabilities might catch the eye, features that address data platform security, performance and... Read More

Topics: AI, Analytics and Data

Cloudera Enables Hybrid Cloud Data and AI

Posted by Matt Aslett on 15 January 2025
Too often, enterprises find that data is distributed across multiple silos on-premises and in the cloud. More than two-thirds of participants in ISG’s Market Lens Cloud Study are using a hybrid architecture involving both on-premises and cloud infrastructure for analytics and artificial intelligence deployments. Unifying data to achieve operational and analytic objectives requires complex data... Read More

Topics: AI, Analytics and Data

Bigeye Enable Monitoring, Quality and Lineage of Data

Posted by Matt Aslett on 20 November 2024
I previously explained that data observability software has become a critical component of data-driven decision-making. Data observability addresses one of the most significant impediments to generating value from data by providing an environment for monitoring the quality and reliability of data on a continual basis. Maintaining quality and trust is a perennial data management challenge, the... Read More

Topics: AI, data operations, Analytics and Data

Capital One Offers Cost Controls for Cloud Data Warehouses

Posted by Matt Aslett on 07 November 2024
The adoption of cloud environments for analytic workloads has been a key feature of the data platforms sector in recent years. For two-thirds (66%) of participants in ISG’s Data Lake Dynamic Insights Research, the primary data platform used for analytics is cloud based. Many enterprises adopted cloud-based analytic data platforms with a view to improving operational efficiencies by reducing the... Read More

Topics: data operations, Analytics and Data

The Increasing Importance of Open Table Formats

Posted by Matt Aslett on 31 October 2024
I previously wrote about the importance of open table formats to the evolution of data lakes into data lakehouses. The concept of the data lake was initially proposed as a single environment where data could be combined from multiple sources to be stored and processed to enable analysis by multiple users for multiple purposes. The first iteration of data lakes, based on Apache Hadoop and then... Read More

Topics: Streaming Data Events, Analytics and Data

Denodo Provides a Logical Approach to Data Management

Posted by Matt Aslett on 24 October 2024
Although the terms data fabric and data mesh are often used interchangeably, I previously explained that they are distinct but complementary. Data fabric refers to technology products that can be used to integrate, manage and govern data across distributed environments, supporting the cultural and organizational data ownership and access goals of data mesh. Data fabric and data mesh are also both... Read More

Topics: Analytics and Data

Fauna’s Data Platform Combines Agility and Transaction Integrity

Posted by Matt Aslett on 16 October 2024
As I noted in the 2024 Buyers Guide for Operational Data Platforms, intelligent applications powered by artificial intelligence have impacted the requirements for operational data platforms. These applications, infused with contextually relevant recommendations, predictions and forecasting, are driven by machine learning and generative AI. Traditionally, operational data platforms support... Read More

Topics: Analytics and Data

Collibra Provides a Platform for Data Intelligence

Posted by Matt Aslett on 08 October 2024
As I recently noted, the term “data intelligence” has been used by multiple providers across analytics and data for several years and is becoming more widespread as software providers respond to the need to provide enterprises with a holistic view of data production and consumption. I assert that through 2027, three-quarters of enterprises will be engaged in data intelligence initiatives to... Read More

Topics: Analytics and Data

Data as a Product: Needs and Requirements

Posted by Matt Aslett on 02 October 2024
I previously wrote about data mesh as a cultural and organizational approach to distributed data processing. Data mesh has four key principles—domain-oriented ownership, data as a product, self-serve data infrastructure and federated governance—each of which is being widely adopted. I assert that by 2027, more than 6 in 10 enterprises will adopt technologies to facilitate the delivery of data as... Read More

Topics: data operations, Analytics and Data

Snowflake Offers a Platform for AI as well as Data

Posted by Matt Aslett on 19 September 2024
As I explained in our recent Buyers Guide for Data Platforms, the popularization of generative artificial intelligence (GenAI) has had a significant impact on the requirements for data platforms in the last 18 months. While there is an ongoing need for data platforms to support data warehousing workloads involving analytic reports and dashboards, there is increasing demand for analytic data... Read More

Topics: Analytics, natural language processing, AI and Machine Learning

Harness Events to Process Data at the Speed of Business

Posted by Matt Aslett on 17 September 2024
The final of the men’s 100 meters at the Paris Olympics this summer was a reminder that being successful requires not just being fast but performing at the right time. Being fast is obviously a prerequisite for participating in an Olympic 100-meter final, and all the competitors finished the race in under 10 seconds, with just 0.12 seconds separating the first man from the last. While all the... Read More

Topics: Streaming Data Events, Analytics and Data

IBM Provides Architectural Choice for Data Platforms

Posted by Matt Aslett on 27 August 2024
Enterprises face a bewildering level of choice in relation to data platforms, as evidenced by the number of software providers and products assessed in our recent Data Platforms Buyers Guide. There are numerous data platform providers and products to choose from, but also a diverse array of functional and architectural options. Is the workload primarily operational or analytic? Will it be... Read More

Topics: Analytics and Data, AI and Machine Learning

Browse by Analyst

Robert Kugel

Robert Kugel

 David Menninger

David Menninger

 Jeff Orr

Jeff Orr

 Keith Dawson

Keith Dawson

 Matt Aslett

Matt Aslett

 Barika Pace

Barika Pace

Posts by Topic

see all

Posts by Month

see all