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
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
29 Jan 2024
Podcast: Sama responds to AI data labeling criticism
The data annotation and labeling vendor, which has faced criticism for its practices in Africa despite its social good mission, is out with a new platform to reduce model failure. Continue Reading
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Feature
26 Jan 2024
Rise of generative AI heightens need for data quality
Good information has always been key to fuel good decisions, but with LLMs prone to hallucinations, it's critical that the models be trained with intelligence that can be trusted. Continue Reading
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Definition
25 Jan 2024
in-memory analytics
In-memory analytics is an approach to querying data residing in a computer's random access memory (RAM) as opposed to querying data stored on physical drives. Continue Reading
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News
24 Jan 2024
SingleStore update adds new tools to fuel GenAI, analytics
The database vendor unveiled Pro Max, a rebranded version of its platform that includes new vector search and change data capture capabilities that enable AI and BI at scale. Continue Reading
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Feature
23 Jan 2024
Databricks lakehouse a key tool for champion Texas Rangers
The Rangers relied on the data management vendor's tools to develop metrics that led to key personnel and strategic decisions that helped Texas win its first World Series. Continue Reading
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News
19 Jan 2024
Qlik's Kyndi acquisition targets unstructured data, GenAI
The longtime analytics vendor's latest purchase adds support for unstructured data that can be combined with structured data to inform GenAI models and improve decision-making. Continue Reading
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News
18 Jan 2024
Ascend.io, DBT integration targets cost control, efficiency
The partnership aims to address the difficulty of efficiently and inexpensively deploying and managing data models developed in DBT by automating previously manual processes. Continue Reading
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News
17 Jan 2024
Pinecone unveils serverless vector database, targets costs
The vendor's new tool is designed to help customers control their cloud computing costs while developing and maintaining generative AI applications and models. Continue Reading
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News
17 Jan 2024
Databricks launches platform for the telecom industry
The data lakehouse vendor's latest industry-specific set of tools is aimed at telecommunications providers that features a GenAI chatbot and customized analytics capabilities. Continue Reading
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Tip
12 Jan 2024
Top 12 data observability use cases
Experts identify 12 top data observability use cases and examine how they influence all aspects of data management and governance operations. Continue Reading
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Opinion
11 Jan 2024
Unlock the value of data through AI, modern data platforms
Organizations looking to harness the power of generative AI to unlock data value should combine it with the modern data platform to maximize performance and efficiency. Continue Reading
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Feature
09 Jan 2024
Companies still grappling with building modern data platforms
Data platforms are crucial for managing and delivering data efficiently, but a recent survey from Enterprise Strategy Group showed that companies still struggle to implement them. Continue Reading
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News
09 Jan 2024
Generative AI a key tech for analytics, but within limits
Despite its potential benefits, including increased productivity, users need to be wary of overreliance on generative AI given its propensity for delivering incorrect outputs. Continue Reading
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News
09 Jan 2024
Dresner: Analytics trends include prioritization of BI
While generative AI is the BI craze of the moment, increased investments in BI, attempts to expand BI use to business users and embedded analytics are also in vogue. Continue Reading
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Definition
08 Jan 2024
data feed
A data feed is an ongoing stream of structured data that provides users with updates of current information from one or more sources. Continue Reading
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Definition
02 Jan 2024
data protection management (DPM)
Data protection management (DPM) is the administration, monitoring and management of backup processes to ensure backup tasks run on schedule and data is securely backed up and recoverable. Continue Reading
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Definition
02 Jan 2024
big data engineer
A big data engineer is an information technology (IT) professional who is responsible for designing, building, testing and maintaining complex data processing systems that work with large data sets. Continue Reading
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Feature
27 Dec 2023
Vector search now a critical component of GenAI development
The feature's ability to make unstructured data discoverable as well as locate similar data points among potentially billions make it ideal for helping train generative AI models. Continue Reading
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Definition
27 Dec 2023
fact table
In data warehousing, a fact table is a database table in a dimensional model. The fact table stores quantitative information for analysis. Continue Reading
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News
20 Dec 2023
Qlik's Mozaic acquisition adds decentralized data management
The longtime analytics vendor continues to expand into data management, now adding capabilities that enable a decentralized approach and an emphasis on data products. Continue Reading
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News
19 Dec 2023
Snowflake acquisition of Samooha adds data clean room tools
The data cloud vendor's purchase aims to give users a way to share data with partners and collaborate on decisions without compromising data privacy and security. Continue Reading
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News
18 Dec 2023
Alteryx to be acquired by private equity firms for $4.4 billion
Following slow revenue growth in recent quarters, the data management vendor will become a private company and be afforded time to restructure. Continue Reading
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Feature
18 Dec 2023
Infusion of generative AI into analytics a work in progress
Many vendors have introduced tools that integrate LLM technology with their platforms, but most are still refining the tools to ensure their accuracy and security. Continue Reading
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Definition
12 Dec 2023
complex event processing (CEP)
Complex event processing (CEP) is the use of technology to predict high-level events. It is a method of tracking and analyzing streams of data to gain real-time information about events. Continue Reading
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Definition
08 Dec 2023
hyperconverged appliance (HCI appliance)
A hyperconverged appliance (HCI appliance) is a hardware device that provides multiple data center management technologies within a single box. Continue Reading
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News
08 Dec 2023
Databricks intros suite to aid generative AI development
The data lakehouse vendor's new set of tools includes vector search and aims to enable users to develop data pipelines that train language models with proprietary data. Continue Reading
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News
06 Dec 2023
New MongoDB tools enable generative AI development
The independent database vendor added vector search and workload management tools that work together to enable developers to build and run cutting-edge analytics applications. Continue Reading
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News
29 Nov 2023
New AWS tools simplify access, management of data at scale
The tech giant revealed serverless tools that eliminate limitations on workload size as well as integrations that simplify access to data within the Amazon Web Services ecosystem. Continue Reading
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News
28 Nov 2023
Starburst update adds new GenAI, streaming data features
Galaxy, the cloud-based version of the vendor's platform, now includes text-to-code translation capabilities as well as automated governance and real-time ingestion tools. Continue Reading
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Feature
21 Nov 2023
American Airlines lowers data management costs with Intel
As the airline giant moves more of its data workloads to the cloud, tools from Intel's Granulate are making platforms such as Microsoft's Azure Data Lake more efficient. Continue Reading
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Definition
17 Nov 2023
5V's of big data
The 5 V's of big data -- velocity, volume, value, variety and veracity -- are the five main and innate characteristics of big data. Continue Reading
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News
17 Nov 2023
Databricks puts AI at core of new Data Intelligence Platform
The vendor's new platform, now in beta testing, combines its existing lakehouse with AI to better enable users to manage and prepare data for model training and analytics. Continue Reading
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News
15 Nov 2023
IBI launches new full-featured data management platform
The data management and BI specialist has released Data Intelligence, an AI-driven suite that includes data quality and data integration capabilities in an integrated environment. Continue Reading
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News
15 Nov 2023
Microsoft launches Fabric, adds Copilot for the new platform
The suite unites Power BI, Azure Synapse Analytics and Data Factory in an integrated environment to better enable data management and analysis, including developing AI models. Continue Reading
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News
09 Nov 2023
MongoDB unveils Atlas for Retail, Partner Ecosystem Catalog
The database vendor is making industry verticalization a significant part of its product roadmap to help customers in various industries develop applications that meet their needs. Continue Reading
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News
08 Nov 2023
Monte Carlo unveils data observability for vector databases
The vendor's new integration with vector database specialist Pinecone is designed to enable users to ensure quality of the data they use to train generative AI models. Continue Reading
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Answer
06 Nov 2023
How often should you back up your data? Answers vary
Backup strategy and frequency is unique for just about every organization. You must balance backup management abilities with the amount of loss your business can tolerate. Continue Reading
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News
03 Nov 2023
Generative AI capabilities highlight latest Denodo update
The data virtualization specialist's platform update includes natural language processing capabilities that reduce repetitive tasks as well as some complexities of data management. Continue Reading
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Opinion
03 Nov 2023
Explore the benefits of AI for DataOps
Enterprise Strategy Group research shows most organizations feel they need AI to unlock the full potential of DataOps and improve data pipeline performance. Continue Reading
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Definition
01 Nov 2023
Microsoft Azure Data Lake
Microsoft Azure Data Lake is a highly scalable public cloud service that allows developers, scientists, business professionals and other Microsoft customers to gain insight from large, complex data sets. Continue Reading
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News
01 Nov 2023
Snowflake previews slew of AI, governance, development tools
The data cloud vendor introduced more than a dozen features currently in various stages of development designed to help users build and govern data models and applications. Continue Reading
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News
31 Oct 2023
TigerGraph update adds enterprise-scale capabilities
The graph database vendor's platform now features improved workload management capabilities and support for Kubernetes to meet the data processing needs of large organizations. Continue Reading
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News
31 Oct 2023
Domino Data Lab seeks to accelerate generative AI responsibly
Domino's updated platform helps enterprises move from experimenting with GenAI models to full-on productions. The data science vendor partnered with Nvidia, Meta and Hugging Face. Continue Reading
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Tip
26 Oct 2023
6 key roles in a knowledge management team
Many organizations form dedicated teams to implement and maintain their knowledge management programs. Key roles include KM specialist, IT professional and knowledge champion. Continue Reading
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News
25 Oct 2023
Alation adds trio of partnerships to improve data insight
The data catalog vendor's connectors to Monte Carlo, Sigma Computing and ThoughtSpot aim to make it easier for users to get insights from data to inform decisions and actions. Continue Reading
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News
25 Oct 2023
Neo4j updates graph database to improve performance speed
The vendor's latest update includes new parallel analytical query and transactional query runtime capabilities as well as automated real-time data tracking via change data capture. Continue Reading
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News
23 Oct 2023
Databricks' $100m acquisition of Arcion adds data ingestion
The data lakehouse specialist's latest purchase adds native data ingestion capabilities that will help users stream data in real time to inform AI and machine learning models. Continue Reading
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Definition
23 Oct 2023
data archiving
Data archiving moves data that is no longer actively used to a separate storage device for long-term retention. Continue Reading
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Definition
23 Oct 2023
data reduction
Data reduction lowers the amount of capacity required to store data. Continue Reading
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Opinion
20 Oct 2023
Organizations identify DataOps as driver to improve data use
An overwhelming majority of organizations report plans to increase DataOps spending. Continued investments target real-time, quality data-driven decision-making and insights. Continue Reading
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News
19 Oct 2023
GoodData launches new platform for AI, ML and BI workflows
The vendor's FlexHouse Analytics Lake provides a single environment for normally disparate data assets to simplify AI, analytics and machine learning development and analysis. Continue Reading
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News
19 Oct 2023
DBT Labs updates Semantic Layer, adds data mesh enablement
New semantic modeling capabilities include support for dynamic joins, while added support for data mesh represents evolution beyond the vendor's roots in data transformation. Continue Reading
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News
17 Oct 2023
Alluxio launches orchestration layer optimized for AI, ML
The data orchestration specialist introduced Enterprise AI, a new version of its platform optimized for AI and machine learning models with improved performance and greater scale. Continue Reading
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News
17 Oct 2023
SingleStore unveils features aimed at enabling real-time AI
The database vendor's new vector search capabilities, compute layer and integrations are all designed to enable customers to build and deploy real-time generative AI models. Continue Reading
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News
11 Oct 2023
Data catalog expert Alation unveils genAI, benchmark tools
Analytics Cloud enables users to measure the maturity of their data management and analytics operations while new generative AI tools address the efficiency of data workers. Continue Reading
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News
06 Oct 2023
Amazon launches DataZone, a new data management service
The tech giant's new service provides data governance, collaboration and catalog capabilities that enable organizations to find and operationalize data to inform decisions. Continue Reading
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News
04 Oct 2023
Databricks improves support for generative AI models
A new service enables users to easily deploy privately built language models and uses a GPU-based architecture to optimize and manage the models once on the lakehouse platform. Continue Reading
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News
03 Oct 2023
New Boomi AI tool enables natural language data integration
The iPaaS vendor's new capabilities are aimed at increasing efficiency by enabling customers to build pipelines and manage data using natural language rather than code. Continue Reading
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News
26 Sep 2023
Acceldata makes acquisition to improve AI, LLM observability
The acquisition will give users more visibility into generative AI and LLM pipelines in addition to the traditional data pipelines already served by the vendor. Continue Reading
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News
26 Sep 2023
MongoDB reveals new generative AI, vector search tools
After unveiling an integration with Google's LLM suite in June, the vendor moved a set of NLP tools into preview and introduced new data migration and vector search capabilities. Continue Reading
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News
20 Sep 2023
Oracle unveils new suite for analytics, AI data management
The tech giant's new Fusion Data Intelligence Platform is aimed at fueling AI, BI and data management so customers can quickly take action based on analysis and insight. Continue Reading
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News
14 Sep 2023
Databricks lands $500M in new funding, now valued at $43B
The data lakehouse pioneer recently acquired MosaicML for $1.3 billion and could use the new capital to finance acquisitions and further investment in generative AI. Continue Reading
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News
14 Sep 2023
Dremio launches updated SQL query acceleration capabilities
The data lakehouse specialist's new version of its SQL query acceleration tool, Reflections, includes automated recommendations and automatic data refresh capabilities. Continue Reading
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News
13 Sep 2023
Denodo secures $336M equity investment to fuel growth
The data virtualization specialist plans to use the funds to drive expansion, including R&D efforts for generative AI and data governance as well as geographic growth. Continue Reading
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Opinion
12 Sep 2023
Security a top challenge in building a modern data platform
Modern data platforms help manage large volumes of data and empower real-time decision-making. It starts with overcoming the top challenges organizations identify. Continue Reading
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News
12 Sep 2023
Einstein 1 Data Cloud fuels Salesforce's AI, analytics
The CRM giant's new metadata management layer is capable of processing more data than previous versions to better enable customers' artificial intelligence and analytics needs. Continue Reading
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News
07 Sep 2023
Collibra acquires data notebook vendor for analytics tools
The data management specialist will add query and analysis capabilities to its portfolio of data quality and data governance tools with its new acquisition. Continue Reading
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News
06 Sep 2023
InfluxData launches new database for self-managed users
The time series database vendor completed the InfluxDB 3.0 product line with the release of InfluxDB Clustered, a version tailored for private cloud and on-premises deployments. Continue Reading
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Definition
30 Aug 2023
Wayback Machine
The Internet Archive's Wayback Machine is a digital archive of information on the internet. Continue Reading
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News
30 Aug 2023
Couchbase intros generative AI feature for its Capella DBaaS
The database vendor's new tool -- now in private preview -- uses LLM technology to make application developers more efficient by helping them more easily generate code. Continue Reading
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News
24 Aug 2023
Neo4j adds vector search to improve generative AI outputs
The graph database vendor aims to improve semantic search and generative AI applications by enabling customers to better access and use unstructured data such as text and images. Continue Reading
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Opinion
21 Aug 2023
Data quality fuels analytics, AI
Data quality is tied to organizations' ability to gain actionable data from analytics and AI processes, and orgs that implement data quality tools can make faster decisions. Continue Reading
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Definition
15 Aug 2023
C++
C++ is an object-oriented programming (OOP) language that is viewed by many as the best language for creating large-scale applications. C++ is a superset of the C language. Continue Reading
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Feature
14 Aug 2023
Cloud data warehouse book challenges data assumptions
Dr. Barry Devlin's book lays out the principles of cloud data warehousing and challenges data managers to evaluate what they need when choosing a data warehouse approach. Continue Reading
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Feature
11 Aug 2023
Evaluate cloud data warehouses based on data, outcomes
Organizations must focus on data and desired outcomes -- and question their assumptions -- when evaluating cloud data warehouse needs, according to industry expert Dr. Barry Devlin. Continue Reading
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Tip
08 Aug 2023
How to collect customer feedback
Businesses that collect customer feedback are more likely to create positive experiences and address issues. Analyzing feedback can show deeper insights into customer sentiment. Continue Reading
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Definition
08 Aug 2023
consumer privacy (customer privacy)
Consumer privacy, also known as customer privacy, involves the handling and protection of the sensitive personal information provided by customers in the course of everyday transactions. Continue Reading
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News
03 Aug 2023
SnapLogic launches generative AI tool for data integration
The vendor released SnapGPT, a generative AI tool that lets data engineers more efficiently develop data pipelines by using natural language. An early user is Barnard College. Continue Reading
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Tip
03 Aug 2023
How to gather and evaluate customer sentiment
Businesses can harvest customer sentiment from a variety of places, including social media, surveys, likes, comment cards, contact centers and word-of-mouth. Continue Reading
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News
01 Aug 2023
Small language models emerge for domain-specific use cases
Because LLMs suffer from accuracy and security problems, some organizations are developing generative AI systems trained with their own company data to address specific use cases. Continue Reading
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News
28 Jul 2023
Beyond generative AI, data quality a data management trend
Vendors and users have mostly focused on generative AI so far in 2023, but observability to ensure quality and governance also remain key to successful pipelines for analytics. Continue Reading
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News
24 Jul 2023
Oracle targets speed with launch of MySQL HeatWave Lakehouse
The tech giant's new lakehouse enables users of its database management suite to combine structured and unstructured data to develop a more complete view of their operations. Continue Reading
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News
19 Jul 2023
Lakehouse architecture the best fit for modern data needs
While data warehouses and data lakes each excel at handling certain types of data, a hybrid of the two is the best means of handling the increasing complexity of data management. Continue Reading
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News
18 Jul 2023
Confluent partner plan aids streaming data platform delivery
The vendor's Connect With Confluent program enables technology partners to deliver event data to end users in real time through integrations with Confluent Cloud. Continue Reading
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News
12 Jul 2023
Collins Aero reducing flight delays with Databricks platform
The data lakehouse vendor's tools form the foundation of analytics products designed to help airlines predict and prevent maintenance that results in delays and cancellations. Continue Reading
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News
07 Jul 2023
Dremio names former Splunk executive new CEO
The former Splunk executive takes over as the data lakehouse vendor's leader, aiming to raise the company's profile to demonstrate its capabilities and compete for market share. Continue Reading
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Feature
06 Jul 2023
Business efficiency a place to start with generative AI
Increased efficiency is one of the main benefits of large language models, so one of the easiest ways for enterprises to start using LLM technology is by targeting inefficiencies. Continue Reading
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Feature
06 Jul 2023
Generative AI hype evolving into reality in data, analytics
Organizations are already beginning to apply the technology to their data operations, helping expand analytics use to more employees and boosting the efficiency of data experts. Continue Reading
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Definition
29 Jun 2023
blade server
A blade server, sometimes referred to as a high-density server, is a compact device containing a computer used to manage and distribute data in a collection of computers and systems, called a network. Continue Reading
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News
28 Jun 2023
Databricks introduces Delta Lake 3.0 to help unify data
As part of the open source community developing the data storage platform, the vendor unveiled the platform's latest iteration with data unification the main goal of the update. Continue Reading
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News
27 Jun 2023
Snowflake targets generative AI with new capabilities
The vendor unveiled new features -- including new containerization capabilities in Snowpark -- to create a secure environment for developers to build LLM-infused applications. Continue Reading
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News
22 Jun 2023
MongoDB unveils new AI, migration tools for database
The vendor, with its latest slate of new and updated capabilities, is adding generative AI with its partnership with Google Cloud and launching a new data migration tool. Continue Reading
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News
20 Jun 2023
Starburst Galaxy update targets governance, data access
The vendor's latest update includes the public preview of Gravity, a centralized access and governance layer that enables users to better control and connect data across clouds. Continue Reading
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Definition
19 Jun 2023
public data
Public data is information that can be shared, used, reused and redistributed without restriction. Continue Reading
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News
16 Jun 2023
Dremio adds first generative AI-infused tool, intros others
The vendor's initial generative AI-infused tool is Text-to-SQL, which enables customers to work with data using natural language that automatically gets translated to code. Continue Reading
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News
15 Jun 2023
Monte Carlo boosts data observability with generative AI
The vendor unveiled tools aimed at improving engineering efficiency, one enabling data engineers to more easily fix code and another enabling code generation with natural language. Continue Reading
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News
14 Jun 2023
Informatica adds data governance with Privitar acquisition
By acquiring the access control specialist, the data management vendor hopes to better enable users to ensure data security amid the growing complexity of their data operations. Continue Reading
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Definition
14 Jun 2023
garbage in, garbage out (GIGO)
Garbage in, garbage out, or GIGO, refers to the idea that in any system, the quality of output is determined by the quality of the input. Continue Reading
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Opinion
13 Jun 2023
15 ways AI influences the data management landscape
AI, NLP and machine learning advancements have become core to data management processes. Ask tool vendors how they use -- or fail to use -- AI in these 15 areas. Continue Reading
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Tip
08 Jun 2023
How to create a data quality management process in 5 steps
Data quality requires accurate and complete data that fits task-based needs. These five steps establish a data quality management process to ensure data fits its purpose. Continue Reading