CIO Business Intelligence

JANUARY 9, 2025

Before LLMs and diffusion models, organizations had to invest a significant amount of time, effort, and resources into developing custom machine-learning models to solve difficult problems. In many cases, this eliminates the need for specialized teams, extensive data labeling, and complex machine-learning pipelines.

Software 126

Software Enterprise Key Performance Indicator Machine Learning 126

CIO Business Intelligence

APRIL 8, 2025

As data-centric AI, automated metadata management and privacy-aware data sharing mature, the opportunity to embed data quality into the enterprises core has never been more significant. In the public sector, fragmented citizen data impairs service delivery, delays benefits and leads to audit failures.

Data Quality 100

Data Quality Data-driven Key Performance Indicator Metadata 100

Smart Data Collective

APRIL 5, 2022

They are using tools like Amazon SageMaker to take advantage of more powerful machine learning capabilities. Amazon SageMaker is a hardware accelerator platform that uses cloud-based machine learning technology. There are a lot of powerful benefits of offering an incentive-based approach as hardware accelerators.

Machine Learning 145

Machine Learning Cost-Benefit Data Science Unstructured Data 145

AWS Big Data

DECEMBER 4, 2024

Extract, transform, and load (ETL) is the process of combining, cleaning, and normalizing data from different sources to prepare it for analytics, artificial intelligence (AI), and machine learning (ML) workloads. The data is also registered in the Glue Data Catalog , a metadata repository.

Data Integration 115

Data Integration Data Lake Statistics Data-driven 115

erwin

JANUARY 30, 2020

However, more than 50 percent say they have deployed metadata management, data analytics, and data quality solutions. erwin Named a Leader in Gartner 2019 Metadata Management Magic Quadrant. Top Five: Benefits of An Automation Framework for Data Governance. The Benefits of Data Governance Automation.

Data Governance 145

Data Governance Metadata Cost-Benefit Digital Transformation 145

AWS Big Data

MAY 20, 2025

It reads metadata from your structured data store to generate SQL queries. Under Default storage metadata , select Amazon Redshift databases and for Database , choose dev. Cost You incur a cost for converting natural language to text based on SQL. To learn more, refer to Amazon Bedrock pricing. Choose Next.

Structured Data 107

Structured Data Data Warehouse Analytics Finance 107

AWS Big Data

JUNE 10, 2024

This authority extends across realms such as business intelligence, data engineering, and machine learning thus limiting the tools and capabilities that can be used. Making petabytes of data accessible for ad-hoc reports became a challenge as query time increased and costs skyrocketed along with growing compute resource requirements.

Data Lake 126

Data Lake Metadata Snapshot Analytics 126

datapine

JANUARY 31, 2022

Because things are changing and becoming more competitive in every sector of business, the benefits of business intelligence and proper use of data analytics are key to outperforming the competition. It will ultimately help them spot new business opportunities, cut costs, or identify inefficient processes that need reengineering.

Business Intelligence 214

Business Intelligence Analytics Cost-Benefit ROI 214

Cloudera

FEBRUARY 22, 2022

By optimizing the various CDP Data Services, including CDW, CDE, and Cloudera Machine Learning (CML) with Iceberg, Cloudera customers can define and manipulate datasets with SQL commands, build complex data pipelines using features like Time Travel operations, and deploy machine learning models built from Iceberg tables.

Snapshot 110

Snapshot Metadata Cost-Benefit Data Architecture 110

AWS Big Data

APRIL 3, 2024

Iceberg tables maintain metadata to abstract large collections of files, providing data management features including time travel, rollback, data compaction, and full schema evolution, reducing management overhead. Snowflake writes Iceberg tables to Amazon S3 and updates metadata automatically with every transaction.

Data Lake 129

Data Lake Snapshot Metadata Data Architecture 129

AWS Big Data

DECEMBER 5, 2024

This type of structure is foundational at REA for building microservices and timely data processing for real-time and batch use cases like time-sensitive outbound messaging, personalization, and machine learning (ML). In this post, we share our approach to MSK cluster capacity planning.

Metrics 98

Metrics Dashboards Testing Optimization 98

CIO Business Intelligence

MARCH 24, 2023

To counter that, BARC recommends starting with a manageable or application-specific prototype project and then expanding across the company based on lessons learned. Several of the overall benefits of data management can only be realized after the enterprise has established systematic data governance.

Data Governance 142

Data Governance Management Metadata Data Quality 142

Domino Data Lab

JULY 2, 2019

In other words, using metadata about data science work to generate code. One of the longer-term trends that we’re seeing with Airflow , and so on, is to externalize graph-based metadata and leverage it beyond the lifecycle of a single SQL query, making our workflows smarter and more robust. BTW, videos for Rev2 are up: [link].

Metadata 105

Metadata Data Science Machine Learning Data-driven 105

AWS Big Data

APRIL 24, 2025

You can secure and centrally manage your data in the lakehouse by defining fine-grained permissions with Lake Formation that are consistently applied across all analytics and machine learning(ML) tools and engines. Alice is excited about this decision as she can now build daily reports using her expertise with Athena.

Sales 101

Sales Data Lake Management Data-driven 101

Smart Data Collective

MAY 11, 2023

Since the launch of Smart Data Collective, we have talked at length about the benefits of AI for mobile technology. AI technology can also help developers create and launch apps more quickly, reduce bugs and lower development costs. Keep reading to learn more. AI has been invaluable for e-commerce brands.

Cost-Benefit 116

Cost-Benefit Data-driven Optimization Machine Learning 116

IBM Big Data Hub

MAY 9, 2023

After some impressive advances over the past decade, largely thanks to the techniques of Machine Learning (ML) and Deep Learning , the technology seems to have taken a sudden leap forward. For AI to be truly transformative, as many people as possible should have access to its benefits. Watsonx.ai The second is access.

Data Warehouse 106

Data Warehouse Machine Learning Cost-Benefit Metadata 106

AWS Big Data

OCTOBER 1, 2024

Specifically, multi-join queries will benefit the most from AWS Glue Data Catalog column statistics because the optimizer uses statistics to choose the right join order and distribution strategy. Amazon Redshift cost-based optimizer utilizes these statistics to come up with better quality query plans. ca_street_name b_street_name ,ad1.ca_city

Data Lake 116

Data Lake Statistics Broadcasting Optimization 116

AWS Big Data

DECEMBER 13, 2023

Offering this service reduced BMS’s operational maintenance and cost, and offered flexibility to business users to perform ETL jobs with ease. EDLS job steps and metadata Every EDLS job comprises one or more job steps chained together and run in a predefined order orchestrated by the custom ETL framework.

Metadata 111

Metadata Data Lake Visualization Data Quality 111

Cloudera

MARCH 23, 2022

In fact, we recently announced the integration with our cloud ecosystem bringing the benefits of Iceberg to enterprises as they make their journey to the public cloud, and as they adopt more converged architectures like the Lakehouse. Iceberg, on the other hand, is an open table format that works with open file formats to avoid this coupling.

Metadata 92

Metadata Data Architecture Machine Learning Cost-Benefit 92

AWS Big Data

APRIL 2, 2024

Without the right metadata and documentation, data consumers overlook valuable datasets relevant to their use case or spend more time going back and forth with data producers to understand the data and its relevance for their use case—or worse, misuse the data for a purpose it was not intended for.

Metadata 111

Metadata Metrics Data-driven Contextual Data 111

CIO Business Intelligence

APRIL 29, 2022

Preparing for an artificial intelligence (AI)-fueled future, one where we can enjoy the clear benefits the technology brings while also the mitigating risks, requires more than one article. This first article emphasizes data as the ‘foundation-stone’ of AI-based initiatives. The shift away from ‘Software 1.0’ era is upon us.

Data Governance 145

Data Governance IT Data Lake Risk 145

AWS Big Data

NOVEMBER 27, 2023

Imagine having a table items (cost int, available int, demand int) with four rows as shown in the following example. #id id cost available demand 1 4 3 3 2 2 23 6 3 5 4 5 4 1 1 2 Your dominant workload consists of two queries: 70% queries pattern: select * from items where cost > 3 and available 3 will benefit from the sort.

Data Warehouse 131

Data Warehouse Cost-Benefit Optimization Testing 131

Octopai

JULY 15, 2020

We sat down with Amnon to discuss the benefits of automation , how he sees the future for BI teams and what key factors will help businesses succeed. I believe that metadata automation improves the organization, thereby improving each individual employee. Q: How does automation benefit the individual employee?

Business Intelligence 88

Business Intelligence Metadata Cost-Benefit Risk 88

AWS Big Data

OCTOBER 4, 2023

Then we explain the benefits of Amazon DataZone and walk you through key features. Three core benefits of Amazon DataZone Amazon DataZone enables customers to discover, share, and govern data at scale across organizational boundaries. Automate data discovery and cataloging with machine learning (ML).

Metadata 119

Metadata Data Lake Publishing Data Governance 119

CIO Business Intelligence

OCTOBER 22, 2024

On the good, you get the benefits that may be unique to each provider and can price shop to some degree,” he says. Adding another cloud provider to the mix without the right talent, processes, and cloud infrastructure only makes the benefits of multicloud less attainable,” he says, stressing the importance of upskilling internal talent.

Strategy 127

Strategy Cost-Benefit Risk Enterprise 127

AWS Big Data

JUNE 25, 2024

This data is primarily used for analytical and machine learning purposes, but not easily accessible by the business users across Sales , Service , and Marketing teams to make data driven decisions. This external DLO acts as a storage container, housing metadata for your federated Redshift data. What is Salesforce Data Cloud?

Data Lake 122

Data Lake Cost-Benefit Data-driven Data Warehouse 122

BizAcuity

MARCH 29, 2019

Data can be stored as-is, without first structuring it, and different types of analytics can be run on it, from dashboards and visualizations to big data processing, real-time analytics, and machine learning to improve decision making. The power of the data lake lies in the fact that it often is a cost-effective way to store data.

Data Lake 102

Data Lake Unstructured Data Cost-Benefit Data Quality 102

AWS Big Data

MAY 7, 2024

As you experience the benefits of consolidating your data governance strategy on top of Amazon DataZone, you may want to extend its coverage to new, diverse data repositories (either self-managed or as managed services) including relational databases, third-party data warehouses, analytic platforms and more.

Metadata 109

Metadata Data Lake Data Processing Data-driven 109

IBM Big Data Hub

OCTOBER 4, 2023

Typically, on their own, data warehouses can be restricted by high storage costs that limit AI and ML model collaboration and deployments, while data lakes can result in low-performing data science workloads. Also, a lakehouse can introduce definitional metadata to ensure clarity and consistency, which enables more trustworthy, governed data.

Data Lake 77

Data Lake Metadata Data Warehouse Cost-Benefit 77

Cloudera

APRIL 1, 2024

Our cutting-edge Shared data experience (SDX) service provides a unified control plane for common security, governance and metadata management on all structured and unstructured data. Organizations manage an increasing variety of single purpose databases, resulting in increased cost, complexity, management overhead, and risk.

Unstructured Data 105

Unstructured Data Cost-Benefit Metadata Machine Learning 105

Octopai

APRIL 24, 2023

This new native integration enhances our data lineage solution by providing seamless integration with one of the most powerful cloud-based data warehouses, benefiting data teams and enabling support for a broader range of data lineage, discovery, and catalog.

Cost-Benefit 98

Cost-Benefit Data Warehouse Data-driven Data Governance 98

Cloudera

AUGUST 3, 2021

However a recent Andereessen Horowitz study has shown that while the Cloud is a viable solution for start-up, expanding and emerging use cases, its true cost on market capitalization is vastly underestimated. In recent years the Cloud has been seen as a solution and panacea for many companies digital transformation strategies.

Analytics 111

Analytics Digital Transformation Forecasting Risk 111

AWS Big Data

APRIL 29, 2024

The construction of big data applications based on open source software has become increasingly uncomplicated since the advent of projects like Data on EKS , an open source project from AWS to provide blueprints for building data and machine learning (ML) applications on Amazon Elastic Kubernetes Service (Amazon EKS).

Management 116

Management Big Data Data Warehouse Metadata 116

Cloudera

JANUARY 15, 2021

With the ability to quickly provision on-demand and the lower fixed and administrative costs, the costs of operating a cloud data warehouse are driven mostly by the price-performance of the specific data warehouse platform. higher cost. CDW supports running queries on either Apache Hive or Apache Impala engines.

Data Warehouse 96

Data Warehouse Cost-Benefit Consulting Interactive 96

CIO Business Intelligence

DECEMBER 21, 2022

Low user adoption rates Diana Stout, senior business analyst, Schellman Schellman It’s critical for organizations wanting to realize the benefits of BI tools to get buy-in from all stakeholders straight away as any initial reluctance can result in low adoption rates. And key to this is the metadata management.”

IT 130

IT Business Intelligence Sales Key Performance Indicator 130

AWS Big Data

JULY 16, 2024

The Zurich Cyber Fusion Center management team faced similar challenges, such as balancing licensing costs to ingest and long-term retention requirements for both business application log and security log data within the existing SIEM architecture. Previously, P2 logs were ingested into the SIEM.

Insurance 130

Insurance Management Cost-Benefit Optimization 130

Octopai

MARCH 24, 2020

Let’s start with automated tools that foster the seamless interaction of multiple metadata best practices, such as data discovery, data lineage and the use of a business glossary. Here is an overview of how automated metadata management makes your business intelligence smarter. What Are the Benefits of Business Intelligence Automation?

Metadata 61

Metadata Cost-Benefit Business Intelligence Data Warehouse 61