AWS Big Data

NOVEMBER 19, 2024

Unfiltered Table Metadata This tab displays the response of the AWS Glue API GetUnfilteredTableMetadata policies for the selected table. Get table data and metadata for this user to see how Lake Formation permissions are enforced and so the two users can see different data (on the Authorized Data tab).

Data Processing 98

Data Processing Metadata Publishing Testing 98

AWS Big Data

DECEMBER 9, 2024

Inventory management benefits from historical data for analyzing sales patterns and optimizing stock levels. Implementing such a system can be complex, requiring careful consideration of data storage, retrieval mechanisms, and query optimization. In customer relationship management, it tracks changes in customer information over time.

Snapshot 63

Snapshot Data Warehouse Data Lake Data Quality 63

AWS Big Data

JANUARY 18, 2024

We group the new capabilities into four categories: Discover and secure Connect with data sharing Scale and optimize Audit and monitor Let’s dive deeper and discuss the new capabilities introduced in 2023. These are some much sought-after improvements that simplify your metadata discovery using crawlers. Crawlers, salut!

Data Lake 118

Data Lake Metadata Data Governance Statistics 118

Ontotext

JANUARY 10, 2025

We also experimented with prompt optimization tools, however these experiments did not yield promising results. In many cases, prompt optimizers were removing crucial entity-specific information and oversimplifying. Tang, X., & Cohan, A. arXiv preprint arXiv:2406.14644.

Informatics 59

Informatics Modeling Metadata Experimentation 59

AWS Big Data

DECEMBER 4, 2024

Use case Consider a large company that relies heavily on data-driven insights to optimize its customer support processes. The data is also registered in the Glue Data Catalog , a metadata repository. The database will be used to store the metadata related to the data integrations performed by zero-ETL.

Data Integration 114

Data Integration Data Lake Statistics Data-driven 114

AWS Big Data

AUGUST 8, 2024

We dive into the various optimization techniques AppsFlyer employed, such as partition projection, sorting, parallel query runs, and the use of query result reuse. Partition projection in Athena allows you to improve query efficiency by projecting the metadata of your partitions. This led the team to examine partition indexing.

Interactive 124

Interactive Metadata Optimization Testing 124

Ontotext

JANUARY 29, 2024

These will include developing a better understanding of AI, recognizing the role semantic metadata plays in data fabrics, and the rapid acceleration and adoption of knowledge graphs — which will be driven by large language models (LLMs) and the convergence of labeled property graphs (LPGs) and resource description frameworks (RDFs).

Strategy 52

Strategy Management Metadata Data-driven 52

David Menninger's Analyst Perspectives

OCTOBER 24, 2024

Denodo also offers query optimization and acceleration capabilities to deliver high-performance analytics, as well as support for business semantics and security and access controls. The breadth and depth of Denodo Platform’s functionality is illustrated by its designation as a Leader in Capability in our 2024 Data Integration Buyers Guide.

Management 130

Management Data-driven Data Governance Data Lake 130

AWS Big Data

APRIL 25, 2024

However, as data volumes continue to grow, optimizing data layout and organization becomes crucial for efficient querying and analysis. AWS Glue allows you to define bucketing parameters, such as the number of buckets and the columns to bucket on, providing an optimized data layout for efficient querying with Athena.

Optimization 71

Optimization Data Lake Cost-Benefit Reporting 71

AWS Big Data

MAY 24, 2023

When you build your transactional data lake using Apache Iceberg to solve your functional use cases, you need to focus on operational use cases for your S3 data lake to optimize the production environment. This property is set to true by default. AIMD is supported for Amazon EMR releases 6.4.0 cluster with installed applications Hadoop 3.3.3,

Data Lake 98

Data Lake Snapshot Metadata Optimization 98

DataRobot Blog

SEPTEMBER 1, 2022

IDC 2 predicts that by 2024, 60% of enterprises would have operationalized their ML workflows by using MLOps. After DataRobot AutoML has delivered an optimal model , Continuous AI helps ensure that the currently deployed model will always be the best one even as the world changes around it. Operational Efficiency with AI Inside.

Metrics 145

Metrics Statistics Modeling Data Science 145

AWS Big Data

MARCH 7, 2024

At the same time, they need to optimize operational costs to unlock the value of this data for timely insights and do so with a consistent performance. Cold storage is optimized to store infrequently accessed or historical data. Organizations often need to manage a high volume of data that is growing at an extraordinary rate.

Data Lake 131

Data Lake Analytics Dashboards Metrics 131

AWS Big Data

JUNE 12, 2024

Amazon SQS receives an Amazon S3 event notification as a JSON file with metadata such as the S3 bucket name, object key, and timestamp. In her current role, she helps customers across industries in their digital transformation journey and build secure, scalable, performant and optimized workloads on AWS.

Dashboards 121

Dashboards Visualization Sales IoT 121

AWS Big Data

DECEMBER 19, 2024

Data has become an invaluable asset for businesses, offering critical insights to drive strategic decision-making and operational optimization. It explains HEMAs unique journey of deploying Amazon DataZone, the key challenges they overcame, and the transformative benefits they have realized since deployment in May 2024.

Data Governance 52

Data Governance Publishing Data-driven Metadata 52

CIO Business Intelligence

AUGUST 15, 2023

It’ll also lend a hand with e-commerce, delivering a multi-channel “concierge” experience from February 2024. One feature of its Commerce GPT almost ready to go is a tool to fill in missing catalog data called Dynamic Product Descriptions, which will be available from July, the company said.

Software 98

Software Enterprise Sales Visualization 98

Sisense

AUGUST 21, 2020

The article starts with a big statement about AI starting to operationalize, moving the requirements for data and analytics infrastructure to accelerate the development and adoption phase: “By the end of 2024, 75% of enterprises will shift from piloting to operationalizing AI, driving a 5X increase in streaming data and analytics infrastructures.”.

Analytics 112

Analytics Machine Learning Dashboards Visualization 112

Alation

MARCH 1, 2023

billion and will grow to reach nearly $19 billion in 2024. It’s a platform-focused architecture, which means that the data experts and the domain team, who know the data the best, can direct their focus towards optimizing the data platform and making it available to the rest of the business. And, Alation ticked a lot of our boxes!

Data Strategy 52

Data Strategy Strategy Metadata Interactive 52

AWS Big Data

MARCH 11, 2024

ORDERTOPIC" WHERE CAN_JSON_PARSE(kafka_value); The metadata column kafka_value that arrives from Amazon MSK is stored in VARBYTE format in Amazon Redshift. For this post, you use the JSON_PARSE function to convert kafka_value to a SUPER data type. This sorting step can increase the latency before the streaming data is available to query.

Analytics 71

Analytics Data Warehouse Optimization Metrics 71

Andrew White

JANUARY 9, 2022

Here too is a blog ( By 2024, 60% of the data used for the de­vel­op­ment of AI and an­a­lyt­ics projects will be syn­thet­i­cally gen­er­ated ) of mine on the topic. So, I hear you say, let’s share metadata and make the data self-describing. I suspect there is much less Maverick to synthetic data today. Sure, that can help for sure.

Analytics 64

Analytics Measurement Data-driven Modeling 64

CIO Business Intelligence

FEBRUARY 14, 2024

Generative AI continues to dominate IT projects for many organizations, with two thirds of business leaders telling a Harris Poll they’ve already deployed generative AI tools internally, and IDC predicting spend on gen AI will more than double in 2024. But the usual laundry list of priorities for IT hasn’t gone away.

IT 143

IT Metadata Data-driven Management 143

Cloudera

JUNE 7, 2023

To provide guidance to federal agencies, and in many ways lead the way for the private sector, the Cybersecurity and Infrastructure Security Agency (CISA) issued the initial Zero Trust Maturity Model (ZTMM) in 2021 with the intent to give agencies a conceptual roadmap to onboard to a shared zero-trust maturity model by 2024.

Metadata 83

Metadata Data Lake Optimization Modeling 83

Rita Sallam

APRIL 2, 2023

Are there mitigation strategies that show reasons for optimism? Are there mitigation strategies that can be implemented successfully that could provide policy guidance and reasons for optimism in the face of ever increasing frequency of extreme weather events?

Optimization 52

Optimization Machine Learning Insurance Data Science 52

AWS Big Data

DECEMBER 20, 2024

Solution overview The basic concept of the modernization project is to create metadata-driven frameworks, which are reusable, scalable, and able to respond to the different phases of the modernization process. By reducing the number of files, metadata analysis and integrity phases are reduced, speeding up the migration phase.

Metadata 118

Metadata Data-driven Snapshot Data Lake 118

CIO Business Intelligence

DECEMBER 9, 2024

In addition to technical advancements, the event highlighted strategic initiatives that resonate with CIOs, including cost optimization, workflow efficiency, and accelerated AI application development. On the storage front, AWS unveiled S3 Table Buckets and the S3 Metadata features.

Metadata 116

Metadata Unstructured Data Data Lake Data-driven 116

David Menninger's Analyst Perspectives

JANUARY 15, 2025

In October 2024, Cloudera announced a partnership with Snowflake that enables Snowflake customers to use Apache Iceberg REST Catalog to gain access to Clouderas Data Lakehouse. That same month, Cloudera also introduced the technical preview of its Cloudera Lakehouse Optimizer to automate Iceberg table maintenance.

Metadata 130

Metadata Data Warehouse Machine Learning Modeling 130

David Menninger's Analyst Perspectives

JANUARY 29, 2025

Metadata management has played a role in data governance and analytics for many years. It wasnt 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.

Metadata 147

Metadata Data Governance Data Quality Scorecard 147

AWS Big Data

APRIL 28, 2025

The data is stored in Apache Parquet format with AWS Glue Catalog providing metadata management. In-place migration How it works : Converts an existing dataset into an Iceberg table without duplicating data by creating Iceberg metadata on top of the existing files while preserving their layout and format.

Data Lake 70

Data Lake Metadata Cost-Benefit Snapshot 70

AWS Big Data

FEBRUARY 18, 2025

To optimize their security operations, organizations are adopting modern approaches that combine real-time monitoring with scalable data analytics. Firehose delivers streaming data with configurable buffering options that can be optimized for near-zero latency. To address this, regular table optimization is recommended.

Snapshot 79

Snapshot Optimization Data Lake Metadata 79

AWS Big Data

MARCH 20, 2025

Using AWS managed services can greatly simplify daily operation and maintenance, as well as help you achieve optimized resource utilization and performance. Install DolphinScheduler on an EC2 instance with an RDS for MySQL instance storing DolphinScheduler metadata. The production deployment mode of DolphinScheduler is cluster mode.

Data Warehouse 104

Data Warehouse Metadata Testing Management 104

BI-Survey

FEBRUARY 27, 2025

First, data catalog vendors have been integrating ML algorithms for years to automate tasks such as tagging and data classification, reducing manual effort and improving metadata management. However, lineage information and comprehensive metadata are also crucial to document and assess AI models holistically in the domain of AI governance.

Unstructured Data 52

Unstructured Data Metadata Data Quality Data Governance 52

AWS Big Data

FEBRUARY 27, 2025

To address these issues and better serve the needs of sports fans, in 2024, Prime Video enhanced its sports-specific search capabilities, incorporating deeper sports understanding and using state-of-the-art search techniques, creating an improved and intelligent search system.

Data Processing 109

Data Processing Machine Learning Modeling Data-driven 109