Data management strategies
Data is a corporate asset that helps make more-informed business decisions, improve marketing campaigns, optimize business operations and reduce costs. Learn data management strategies to ensure IT systems run business applications and provide analytical information that drives decision-making and strategic planning by corporate executives, business managers and end users.
Top Stories
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News
25 Jun 2025
Confluent platform update targets performance, simplicity
The vendor's latest release replaces its coordinating technology to make its tools easier to use and updates its Control Center for more efficient streaming data workloads. Continue Reading
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News
24 Jun 2025
New Actian features target data discoverability, reliability
Automatically embedded data governance, data product registration on a data marketplace platform and a natural language interface aim to make trusted data easier to discover. Continue Reading
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Opinion
24 Jun 2025
Why Apache Iceberg is essential for modern data lakehouses
Organizations adopt Apache Iceberg to build open data lakehouses that support high-performance analytics, multi-cloud strategies and warehouse-grade reliability. Continue Reading
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News
24 Jun 2025
Teradata extends AI development to on-premises environments
For enterprises concerned about cloud cost control and data sovereignty, the longtime vendor's new platform enables users to build advanced AI tools in their own systems. Continue Reading
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News
20 Jun 2025
As Ocient matures, vendor names new CEO to drive growth
As the vendor moves from its startup to growth phase, John Morris, who has significant experience leading companies as they mature, is taking over to guide its evolution. Continue Reading
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News
17 Jun 2025
EnterpriseDB targets AI development with latest update
A low-code/no-code interface and data observability across hybrid environments address the challenges enterprises face moving AI projects beyond development and into production. Continue Reading
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News
17 Jun 2025
SingleStore boosts database performance to meet AI needs
With AI development and deployment imposing greater workload demands on data management systems than traditional analytics, the vendor's latest update targets efficiency at scale. Continue Reading
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Feature
11 Jun 2025
Whoop pushing AI limits powered by Snowflake
The wearable health and fitness technology vendor has already put advanced applications into production for its workers, with plans to dramatically expand over the next year. Continue Reading
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News
11 Jun 2025
Latest Databricks tools use AI to simplify AI development
Fueled by user feedback, the vendor's newest features include a framework that automates building agents and a no-code interface for creating the pipelines that feed applications. Continue Reading
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Opinion
06 Jun 2025
Why data platforms matter for AI agents and MCP success
AI agents and Model Context Protocol systems depend on fast, scalable access to diverse data. Modern data platforms deliver that access across fragmented enterprise environments. Continue Reading
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News
06 Jun 2025
More reasoning, interoperability key to future of agentic AI
As agents evolve from hype to reality, research and industry must collaborate to improve agents' recall and ability to work together so that they can realize their full potential. Continue Reading
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Feature
05 Jun 2025
Customers pleased with Snowflake plans for AI
Features including a multimodal data ingestion and integration service that enables access to unstructured data demonstrate the vendor's move toward enabling app development. Continue Reading
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News
04 Jun 2025
Snowflake continues to add AI, boost Cortex capabilities
Features that enable users to develop agents, coupled with the integration of agentic capabilities into the vendor's own platform, show the vendor's growth beyond data management. Continue Reading
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Definition
04 Jun 2025
What is stream processing? Introduction and overview
Stream processing is a data management technique that involves ingesting a continuous data stream to quickly analyze, filter, transform or enhance the data in real time. Continue Reading
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News
03 Jun 2025
Snowflake acquisition of Crunchy Data adds Postgres database
The deal, which comes shortly after rival Databricks also purchased a PostgreSQL database vendor, adds open source capabilities aimed at better enabling AI development. Continue Reading
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News
03 Jun 2025
AI tools highlight latest swath of Snowflake capabilities
The vendor is developing a natural language interface that unites disparate data types and an agent that makes data scientists more efficient, among other features. Continue Reading
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News
03 Jun 2025
AI tools highlight latest swath of Snowflake capabilities
The vendor is developing a natural language interface that unites disparate data types and an agent that makes data scientists more efficient, among other features. Continue Reading
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Definition
03 Jun 2025
What is data preparation? An in-depth guide
Data preparation is the process of gathering, combining, structuring and organizing data for use in business intelligence, analytics and data science applications, as explained in this guide. Continue Reading
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News
29 May 2025
Monte Carlo adds observability for unstructured data
With AI tools requiring large amounts of high-quality input to be accurate, the vendor is making it easier to monitor all types of information as users build modern applications. Continue Reading
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News
20 May 2025
New Microsoft database, analytics tools target agentic AI
New features across the tech giant's broad array of BI and data management offerings, including Fabric and OneLake, provide developers with tools for agentic AI development. Continue Reading
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News
20 May 2025
Alation boosts agentic AI with Numbers Station acquisition
The acquisition adds capabilities such as Chat that enable users to embed agents in workflows to complement the vendor's existing plans for agentic development. Continue Reading
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News
19 May 2025
Addition of new AI capabilities shows Starburst's growth
The open source data lakehouse vendor continues to evolve beyond being a data mesh specialist with the additions of agentic tools, a development environment and a data catalog. Continue Reading
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Tip
15 May 2025
Data compression vs. deduplication
Compression and deduplication both have a role to play when it comes to improving the backup process and cutting storage costs. Continue Reading
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News
14 May 2025
Alteryx One launch aims to unify, simplify vendor's platform
The updated version of the data integration vendor's platform aims to make it easier to prepare data for AI and analytics, while new GenAI tools further simplify data preparation. Continue Reading
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News
14 May 2025
Databricks adds Postgres database with $1B Neon acquisition
The vendor's latest purchase comes six months after it raised $10B in funding. By adding PostgreSQL database capabilities, it aims to better enable users to build AI applications. Continue Reading
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News
14 May 2025
Boomi launches agentic AI development tools, support for MCP
The longtime iPaaS vendor continues to expand beyond its historical base with the additions of Agentstudio, agents that simplify integration and change data capture capabilities. Continue Reading
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Tip
14 May 2025
Gain insights with Enhanced Monitoring in Amazon RDS
RDS Enhanced Monitoring provides teams with additional data visibility to improve database scalability, performance, availability and cost optimizations. Continue Reading
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Tip
13 May 2025
The importance of a data destruction policy
Data destruction policies increase backup efficiency, ease data management and help organizations meet compliance requirements for data storage. Continue Reading
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Opinion
12 May 2025
Hybrid data management strategy for enterprise AI success
Hybrid data management gives organizations the access, control and agility needed to support reliable and scalable enterprise AI across various environments. Continue Reading
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Definition
09 May 2025
What is cloud asset management?
Cloud asset management is the practice of tracking and managing the resources used in an organization's cloud-based services. Continue Reading
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News
07 May 2025
Latest Neo4j release aims to simplify graph technology
Prebuilt algorithms that reduce the complexity of queries and connectivity to any data source are designed to make graph-based analysis accessible to a broader audience. Continue Reading
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News
06 May 2025
Snowflake launches auto industry-specific AI capabilities
The latest AI Manufacturing Data Cloud update adds features aimed at helping auto manufacturers deal with massive amounts of data being created by the industry's evolution. Continue Reading
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Definition
05 May 2025
What is data transformation? Definition, types and benefits
Data transformation is the process of converting data from one format -- such as a database file, Extensible Markup Language (XML) document or Excel spreadsheet -- into another format. Continue Reading
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News
02 May 2025
Fivetran adds reverse ETL with acquisition of Census
The data integration specialist's purchase provides users with complementary capabilities that enable them to send transformed data back to applications where decisions are made. Continue Reading
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News
30 Apr 2025
StarTree aims to simplify AI development with new features
The database vendor plans to add support for Model Context Protocol and automated vector embedding capabilities to make it faster and easier to benefit from agentic AI. Continue Reading
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News
30 Apr 2025
StarTree aims to simplify AI development with new features
The database vendor plans to add support for Model Context Protocol and automated vector embedding capabilities to make it faster and easier to benefit from agentic AI. Continue Reading
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News
29 Apr 2025
Acceldata launches agentic AI-powered anomaly detection
The data observability specialist's new feature uses agentic AI to ensure that the data used to inform analytics and AI tools is high quality and won't lead to poor decisions. Continue Reading
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Tip
24 Apr 2025
7 data cleansing best practices
Organizations rely on data for analytics and decision-making, but if that data is flawed, inconsistent or otherwise unreliable, it's not as valuable. Continue Reading
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News
23 Apr 2025
DOJ rule aims to block adversaries' access to personal data
The new federal measure could apply to companies beyond data brokers. It stems from an executive order signed by former President Joe Biden. Continue Reading
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Video
22 Apr 2025
An explanation of data science and data scientist jobs
Data science uses advanced analytics techniques to gain insights, especially for business use cases. Continue Reading
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Definition
18 Apr 2025
What is data profiling?
Data profiling refers to the process of examining, analyzing, reviewing and summarizing data sets to gain insight into the quality of data. Continue Reading
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News
17 Apr 2025
Monte Carlo launches first agents for data observability
Though the vendor already provides monitoring and troubleshooting capabilities, generative AI-powered agents for each aim to make instantaneous tasks that previously took days. Continue Reading
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Definition
16 Apr 2025
What is a data lake?
A data lake is a storage repository that holds a vast amount of raw data in its native format until it is needed for analytics applications. Continue Reading
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Tip
15 Apr 2025
9 document management best practices
Organizations can follow document management best practices, such as defining goals and implementing access control, to organize and secure their content. Continue Reading
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News
09 Apr 2025
Google enters new era of AI for data with launch of agents
Agentic AI applications for data engineering and data science along with a new underlying knowledge engine aim to make data management and analytics easier and more efficient. Continue Reading
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News
08 Apr 2025
Snowflake embraces open source with full support for Iceberg
Three years after providing limited support for open data storage, the data platform vendor is signaling its embrace of open source with full support for the open table format. Continue Reading
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News
08 Apr 2025
New AI-powered tools from Dremio target data discovery
With relevant data key to developing accurate AI and analytics applications, the data lakehouse specialist's latest features target making data faster and easier to find. Continue Reading
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News
02 Apr 2025
Databricks simplifies data ingestion with Lakeflow Connect
With preconfigured connectors to Salesforce and Workday -- and more to follow -- the data cloud and AI vendor is taking aim at streamlining data ingestion. Continue Reading
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News
02 Apr 2025
Informatica adds to Claire lineup of GenAI capabilities
New copilots for data integration and iPaaS highlight the vendor's Spring 2025 release, along with a tool aimed at simplifying access to unstructured data to fuel AI development. Continue Reading
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Tip
01 Apr 2025
Backup retention policy best practices: A guide with template
It's critical for an organization to know what data it needs to retain and where to store it. Create a backup retention policy with this free template. Continue Reading
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Definition
27 Mar 2025
What is intelligent document processing (IDP)?
Intelligent document processing (IDP) is a type of workflow automation technology designed to automate the process of extracting data from physical papers and image-based documents. Continue Reading
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Tip
19 Mar 2025
Key considerations for data-intensive architectures
A shift toward data-driven decision-making amplifies the need for scalable systems that deliver real-time business insights supported by quality data. Continue Reading
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News
19 Mar 2025
Coalesce acquires data catalog upstart to aid transformation
After raising $50 million in venture capital funding in 2024, the startup acquired CastorDoc to add AI-powered data catalog capabilities to its data preparation platform. Continue Reading
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News
19 Mar 2025
Confluent launches Tableflow to ease use of streaming data
The vendor's new feature enables users to convert event data to tables that developers and engineers can search and discover to inform AI and BI applications. Continue Reading
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Feature
18 Mar 2025
Data quality in AI: 9 common issues and best practices
Building a useful, reliable AI system requires trustworthy, well-managed data. Here's how to find and fix data issues that can drag down AI projects. Continue Reading
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Definition
17 Mar 2025
What is data curation?
Data curation is the process of creating, organizing and maintaining data sets so people looking for information can access and use them. Continue Reading
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Definition
14 Mar 2025
What is unstructured data?
Unstructured data is information, in many different forms, that doesn't follow conventional data models, making it difficult to store and manage in a mainstream relational database. Continue Reading
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News
14 Mar 2025
AWS unifies analytics and AI development in SageMaker
In a move that brings previously disparate analytics and AI development tasks together in one environment with data management, Unified Studio is now generally available. Continue Reading
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Definition
13 Mar 2025
What is taxonomy in computing?
Taxonomy is the science of classification according to a predetermined system, with the resulting catalog used to provide a conceptual framework for discussion, analysis or information retrieval. Continue Reading
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News
12 Mar 2025
Vast Data targets secure, speedy agentic AI development
The vendor is furthering its expansion into AI development with features such as vector search and event streaming aimed at enabling users to build and maintain agents. Continue Reading
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Definition
12 Mar 2025
What is data preprocessing? Key steps and techniques
Data preprocessing, a component of data preparation, describes any type of processing performed on raw data to prepare it for another data processing procedure. Continue Reading
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News
10 Mar 2025
New Databricks tools tackle lingering GenAI accuracy issues
Features such as centralized model governance and real-time monitoring aim to improve the accuracy of outputs so that enterprises can confidently scale beyond experimentation. Continue Reading
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Tip
07 Mar 2025
7 data sanitization techniques for better data protection
Data sanitization is an essential aspect of data protection. Good data sanitization practices can help ensure the security, integrity and confidentiality of sensitive information. Continue Reading
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Definition
06 Mar 2025
What is data cleansing (data cleaning, data scrubbing)?
Data cleansing, also referred to as data cleaning or data scrubbing, is the process of fixing incorrect, incomplete, duplicate or otherwise erroneous data in a data set. Continue Reading
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News
04 Mar 2025
Qdrant update adds security measures for AI development
The vector database specialist's update includes features that enable secure AI development such as role-based access control and an API for managing cloud deployments. Continue Reading
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News
03 Mar 2025
Alation unveils AI agents plus SDK for agentic development
The data catalog vendor's new agents for documentation and data quality monitoring represent innovation among metadata management vendors and could force competitors to respond. Continue Reading
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News
03 Mar 2025
Teradata unveils vector store to fuel AI development
The longtime data management and analytics vendor's new feature will enable developers to discover the relevant data needed to train business-specific generative AI applications. Continue Reading
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Opinion
27 Feb 2025
AI's appetite for data is changing data requirements
AI relies on high-quality real-time data. Companies that fail to modernize their data strategies risk falling behind, while those that adapt unlock AI's competitive advantage. Continue Reading
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News
26 Feb 2025
Snowflake adds OpenAI models with Microsoft integration
In a move that adds more model choices for AI developers, models including GPT-4o are now natively available in Cortex AI alongside models from Anthropic, Meta, Mistral and others. Continue Reading
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News
26 Feb 2025
Google boosts AlloyDB with added vector search capabilities
New features address the accuracy and performance of the in-database vector searches that discover relevant data for feeding and training AI models and applications. Continue Reading
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News
25 Feb 2025
IBM to buy open source data platform and AI vendor DataStax
The tech giant looks to the Astra DB creator to strengthen its Watsonx family of AI products. Continue Reading
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News
25 Feb 2025
Reltio adds real-time data delivery to fuel fast decisions
The vendor's new Lightspeed Data Delivery Network can be used to feed customer recommendation engines and other applications that need data instantaneously to fuel actions. Continue Reading
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News
24 Feb 2025
Couchbase integrates with Nvidia NIM to aid AI development
By joining its Capella AI Model Services environment for AI development with Nvidia's microservices suite, the database vendor aims to make building and managing AI apps easier. Continue Reading
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News
20 Feb 2025
Cube semantic layer eases data access from Power BI, Excel
New integrations aim to better enable Microsoft users to directly access data in cloud data warehouses, which has been problematic given how different query languages interact. Continue Reading
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News
13 Feb 2025
Confluent, Databricks partner to simplify AI development
With a new integration, joint customers can more easily access real-time streaming data to develop, deploy and maintain trusted AI models and applications. Continue Reading
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News
12 Feb 2025
Snowflake's new Cortex Agents enables agentic AI development
The vendor's new managed service, now in preview, provides developers with an API for combining structured and unstructured data with LLMs to create agentic applications. Continue Reading
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News
12 Feb 2025
Ataccama adds data lineage to foster trust in AI, analytics
Given that the absence of trusted data hinders AI development, the vendor's new capabilities further its effort to provide users with the tools to ensure data can be trusted. Continue Reading
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Opinion
10 Feb 2025
Turning data into a strategic advantage
To transform data from a burden into an advantage, improve data management strategies, break down data silos, invest in analytics capabilities and build a data-driven culture. Continue Reading
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News
06 Feb 2025
Super Bowl teams show analytics gaining ground in NFL
As data-driven decision-making gains ground in pro football, both the Eagles and Chiefs have gained advantages from using advanced statistical analysis. Continue Reading
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News
06 Feb 2025
Databricks' acquisition of BladeBridge boosts data migration
The data and AI vendor's latest purchase adds AI-powered ETL capabilities aimed at making it easier for new customers to transport data from competing data storage platforms. Continue Reading
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News
05 Feb 2025
Latest Aerospike database update prioritizes performance
The vendor's latest platform update addresses performance at scale by adding multi-object ACID transactions to better support the needs of online transaction processing. Continue Reading
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News
27 Jan 2025
Trusted data at the core of successful GenAI adoption
A new study finds that only a third of organizations are successfully developing GenAI tools. The problem preventing success is the quality of the underlying information. Continue Reading
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Feature
27 Jan 2025
Top trends in big data for 2025 and beyond
Big data initiatives are being affected by various trends. Here are seven notable ones and what they mean for organizations aiming to take advantage of their data assets. Continue Reading
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Opinion
24 Jan 2025
The critical role of data in building an AI agent
Data quality, modern tooling and AI governance are key to building successful AI agents that meet user expectations, writes industry analyst Stephen Catanzano. Continue Reading
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News
23 Jan 2025
Pinecone provides Assistant for generative AI development
The vector database specialist is expanding beyond managing data with a suite of APIs and other tools that enable users to tap into their data to create chatbots and agents. Continue Reading
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Feature
23 Jan 2025
18 top data catalog software tools to consider using in 2025
Numerous tools can be used to build and manage data catalogs. Here's a look at the key features, capabilities and components of 18 prominent data catalog tools. Continue Reading
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Feature
22 Jan 2025
18 top big data tools and technologies to know about in 2025
Numerous tools are available to use in big data applications. Here's a look at 18 popular open source technologies, plus additional information on NoSQL databases. Continue Reading
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News
21 Jan 2025
TigerGraph launches Savanna to aid AI development
The latest evolution of the graph database specialist's platform aims to meet developers' data discovery and performance requirements as they build AI applications. Continue Reading
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Definition
16 Jan 2025
What is replatforming and how does it work?
Replatforming is the process of migrating an application or system from one platform to another. Continue Reading
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News
16 Jan 2025
Snowflake takes aim at lowering GenAI development costs
By integrating its recently developed SwiftKV capabilities with LLMs, the vendor aims to make models more efficient so that customers pay less as they develop generative AI tools. Continue Reading
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News
15 Jan 2025
ThoughtSpot adds data preparation with Analyst Studio launch
Long focused largely on analytics, the vendor's new data preparation environment marks a foray into data management so users can ready data for informing AI and BI tools. Continue Reading
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News
15 Jan 2025
DBT Labs acquires SDF Labs to boost data transformation
By adding SQL comprehension capabilities, users will be able to validate code as it's written, speeding the transformation process and potentially improving data quality. Continue Reading
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News
14 Jan 2025
Qlik's Upsolver acquisition ups streaming, Iceberg support
With Iceberg a popular foundation for data lakehouses and streaming data key to AI development, the vendor's latest acquisition aims to address growing AI needs for customers. Continue Reading
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News
09 Jan 2025
Oracle Exadata update boosts performance to meet AI needs
With database workloads growing due to the demands of AI development and real-time analytics, the tech giant's latest database infrastructure update focuses on efficiency. Continue Reading
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Feature
09 Jan 2025
16 top data governance tools to know about in 2025
Data governance software can help organizations manage governance programs. Here's a look at the key features and capabilities of 16 prominent governance tools. Continue Reading
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News
09 Jan 2025
Informatica natively integrates governance suite on GCP
An expanded partnership between the data prep specialist and tech giant makes it easier for joint customers to develop AI and analytics applications using properly prepared data. Continue Reading
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News
02 Jan 2025
New Alteryx CEO sees platform as the canvas for AI prep
Following a time of tumult that included going private, the vendor's new leader aims to spur growth by making its platform a pivotal part of the AI development process. Continue Reading
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Opinion
26 Dec 2024
Data management 2025 predictions: Bringing generative AI to enterprise data
Organizations pursuing generative AI tools in 2025 will focus on making sure their data is AI-ready. The tools must work internally before consumers might see options next year. Continue Reading
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Feature
23 Dec 2024
6 trends that shaped data management, analytics in 2024
The transformation of data platforms into AI development platforms and the rise of agentic AI were the top developments in data management and business intelligence. Continue Reading
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Feature
23 Dec 2024
Surging AI development will heighten focus on data in 2025
Without proper training, models and applications will fail. As a result, enterprises will pay increased attention to the information used to train artificial intelligence tools. Continue Reading
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Feature
20 Dec 2024
Platform teams draw on DataOps, MLOps to support GenAI
GenAI calls for more rigorous data discipline than previous forms of analytics, but there are lessons platform teams can learn from existing approaches. Continue Reading
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News
19 Dec 2024
Boomi's Rivery acquisition aimed at AI, real-time analysis
With the purchase, the data integration specialist adds change data capture capabilities for AI and real-time analytics. Continue Reading