DataKitchen

AUGUST 3, 2021

This post (1 of 5) is the beginning of a series that explores the benefits and challenges of implementing a data mesh and reviews lessons learned from a pharmaceutical industry data mesh example. A five to nine-person team owns the dev, test, deployment, monitoring and maintenance of a domain. Benefits of a Domain.

Data Architecture 246

Data Architecture Data Lake Cost-Benefit Data Warehouse 246

erwin

JANUARY 9, 2020

It is a tried-and-true practice for lowering data management costs, reducing data-related risks, and improving the quality and agility of an organization’s overall data capability. That’s because it’s the best way to visualize metadata , and metadata is now the heart of enterprise data management and data governance/ intelligence efforts.

Data Governance 144

Data Governance Modeling Metadata Unstructured Data 144

CIO Business Intelligence

MARCH 24, 2023

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

Data Governance 142

Data Governance Management Metadata Data Quality 142

DataKitchen

MAY 4, 2023

The data industry is now adopting similar principles, such as data testing instead of test-driven development, data observability instead of observability, and functional data engineering instead of functional programming. Chris talks about the idea of a ‘domain’ as a principle of Data Mesh.

Measurement 130

Measurement Data-driven Testing Cost-Benefit 130

Cloudera

DECEMBER 9, 2022

Existing NiFi users can now bring their NiFi flows and run them in our cloud service by creating DataFlow Deployments that benefit from auto-scaling, one-button NiFi version upgrades, centralized monitoring through KPIs, multi-cloud support, and automation through a powerful command-line interface (CLI).

Testing 100

Testing Cost-Benefit Interactive Visualization 100

AWS Big Data

MAY 31, 2024

This encompasses tasks such as integrating diverse data from various sources with distinct formats and structures, optimizing the user experience for performance and security, providing multilingual support, and optimizing for cost, operations, and reliability. Based on metadata, content is returned from Amazon S3 to the user.

Metadata 107

Metadata Management Testing Data-driven 107

erwin

JANUARY 24, 2019

With an automation framework, data professionals can meet these needs at a fraction of the cost of the traditional manual way. In data governance terms, an automation framework refers to a metadata-driven universal code generator that works hand in hand with enterprise data mapping for: Pre-ETL enterprise data mapping.

Data Governance 71

Data Governance Metadata Data-driven Cost-Benefit 71

CIO Business Intelligence

FEBRUARY 28, 2023

The “Paradox of Liberty” exhibit depicts Thomas Jefferson’s ownership of 609 slaves, as well as Sugar Pot and Tower of Cotton artifacts that depict the “juxtaposition of profit and power and the human cost” of slave production. A VR/AR experience requires the use of headsets that can often cost hundreds of dollars, he reminds.

Metadata 98

Metadata Recreation/Entertainment Cost-Benefit Technology 98

AWS Big Data

NOVEMBER 16, 2023

Building a starter version of anything can often be straightforward, but building something with enterprise-grade scale, security, resiliency, and performance typically requires knowledge and adherence to battle-tested best practices, and using the right tools and features in the right scenario.

Enterprise 84

Enterprise Data Warehouse Snapshot Cost-Benefit 84

IBM Big Data Hub

APRIL 28, 2022

To reduce delays, human errors and overall costs, data and IT leaders need to look beyond traditional data best practices and shift toward modern data management agility solutions that are powered by AI. Learn more about a data fabric architecture and how it can benefit your organization. That’s where the data fabric comes in.

Metadata 78

Metadata Data Warehouse Forecasting Predictive Modeling 78

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. We see this in many spaces – automation in manufacturing companies, robotics, automated testing. Q: How does automation benefit the individual employee?

Business Intelligence 61

Business Intelligence Metadata Cost-Benefit Risk 61

Cloudera

MARCH 22, 2023

SDX continually captures and manages both the active and passive metadata for data assets and the processes that work on them. Observability futures Observability will continue to evolve and has proven to deliver tremendous benefits. And, crucial for a hybrid data platform, it does so across hybrid cloud.

Metrics 88

Metrics Data Governance Cost-Benefit Dashboards 88

Cloudera

AUGUST 31, 2021

Yet, these legacy solutions are showing their age and can no longer meet these new demands in a cost-effective manner. It outperforms other data warehouses on all sizes and types of data, including structured and unstructured, while scaling cost-effectively past petabytes. Consideration of both data & metadata in the migration.

Data Warehouse 82

Data Warehouse Cost-Benefit Metadata Data-driven 82

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

Alation

MARCH 22, 2022

So, how can you quickly take advantage of the DataOps opportunity while avoiding the risk and costs of DIY? This platform can be implemented in a cost-effective serverless cloud environment and put to work right away. IDF represents a low-risk way to wade in earlier and start leveraging the benefits of DataOps quickly.

Metadata 52

Metadata Cost-Benefit Data Quality Data Lake 52

Cloudera

JULY 14, 2023

However, as there are already 25 million terabytes of data stored in the Hive table format, migrating existing tables in the Hive table format into the Iceberg table format is necessary for performance and cost. Query engines (Impala, Hive, Spark) might mitigate some of these problems by using Iceberg’s metadata files.

Snapshot 70

Snapshot Metadata Data Warehouse Testing 70

AWS Big Data

MARCH 30, 2023

Amazon EMR on EKS , a managed Spark framework on Amazon EKS, enables you to run Spark jobs with benefits of scalability, portability, extensibility, and speed. services.k8s.aws/v1alpha1 kind: Bucket metadata: name: sparkjob-demo-bucket spec: name: sparkjob-demo-bucket kubectl apply -f ack-yamls/s3.yaml compute.internal Ready 19h v1.24.9-eks-49d8fe8

Data-driven 72

Data-driven Metadata Testing Management 72

IBM Big Data Hub

FEBRUARY 14, 2024

Deliver new insights Expert systems can be trained on a corpus—metadata used to train a machine learning model—to emulate the human decision-making process and apply this expertise to solve complex problems. Here are some of the industries that are benefiting now from the added power of AI.

Cost-Benefit 82

Cost-Benefit Insurance Unstructured Data Machine Learning 82

O'Reilly on Data

JULY 28, 2020

Product Managers are responsible for the successful development, testing, release, and adoption of a product, and for leading the team that implements those milestones. Some of the best lessons are captured in Ron Kohavi, Diane Tang, and Ya Xu’s book: Trustworthy Online Controlled Experiments : A Practical Guide to A/B Testing.

Marketing 363

Marketing Experimentation Metrics Testing 363

erwin

FEBRUARY 19, 2021

Metadata management is key to wringing all the value possible from data assets. What Is Metadata? Analyst firm Gartner defines metadata as “information that describes various facets of an information asset to improve its usability throughout its life cycle. It is metadata that turns information into an asset.”.

Metadata 110

Metadata Management Data Quality Cost-Benefit 110

AWS Big Data

JANUARY 9, 2024

Now users seek methods that allow them to get even more relevant results through semantic understanding or even search through image visual similarities instead of textual search of metadata. With this update, you can now choose the method that works best for your performance, accuracy, and cost requirements.

Visualization 92

Visualization Cost-Benefit Modeling Machine Learning 92

Ontotext

FEBRUARY 14, 2024

The combination of speed, accuracy and scale makes CEEL an effective and cost-efficient system for extracting entities, even when talking about web-scale datasets. CEEL is now immediately available as part of our text analysis offerings, coming preconfigured as part of the new version of the Ontotext Metadata Studio (OMDS).

Cost-Benefit 52

Cost-Benefit Modeling Metadata Optimization 52

AWS Big Data

APRIL 25, 2024

To address this challenge, common practices like partitioning and bucketing can significantly improve query performance and reduce computation costs. The queries need to complete in 10 seconds, and the cost needs to be optimized carefully. In this scenario, you’re a data engineer responsible for optimizing query performance and cost.

Optimization 65

Optimization Data Lake Cost-Benefit Reporting 65

erwin

FEBRUARY 7, 2019

Organization’s cannot hope to make the most out of a data-driven strategy, without at least some degree of metadata-driven automation. Metadata-Driven Automation in the BFSI Industry. Metadata-Driven Automation in the Pharmaceutical Industry. Metadata-Driven Automation in the Insurance Industry.

Metadata 96

Metadata Insurance Data-driven Cost-Benefit 96

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 75

Metadata Data Lake Data Processing Data-driven 75

CIO Business Intelligence

JUNE 12, 2024

For example, gen AI can be used to extract metadata from documents, create indexes of information and knowledge graphs, and to query, summarize, and analyze this data. The benefits of using an LLM for this task is that it can see the big picture and figure out what the text is supposed to be from context cues.

Modeling 135

Modeling Testing Cost-Benefit IT 135

Cloudera

FEBRUARY 8, 2024

The snapshotId of the source tables involved in the materialized view are also maintained in the metadata. Thus, the scans and joins of the three tables in the original query are not needed and this can improve performance significantly due to both I/O cost saving and the CPU cost saving of computing the joins and aggregations.

Snapshot 91

Snapshot Metadata Cost-Benefit Data Warehouse 91

Cloudera

OCTOBER 28, 2020

Cloudera services logs offer a breadth of information to assist in cluster maintenance; from assisting in security checks, auditing tasks, and validation for performance tuning and testing tasks – to name a few. . Benefits: Preferred method for high performances. Benefits: Easy to implement. Good for high volume ingestion.

Cost-Benefit 68

Cost-Benefit Metadata Consulting Testing 68

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 89

Metadata Metrics Data-driven Modeling 89

AWS Big Data

OCTOBER 11, 2023

To reap the benefits of cloud computing, like increased agility and just-in-time provisioning of resources, organizations are migrating their legacy analytics applications to AWS. The second streaming data source constitutes metadata information about the call center organization and agents that gets refreshed throughout the day.

Management 105

Management Metadata Analytics Dashboards 105

AWS Big Data

SEPTEMBER 6, 2023

It’s appreciated for its user-friendly approach, ability to scale automatically, and cost-saving benefits over other Kafka solutions. Another benefit of using IAM is that you can use IAM for both authentication and authorization. For testing, this post includes a sample AWS Cloud Development Kit (AWS CDK) application.

Testing 97

Testing Metadata Cost-Benefit Management 97

Cloudera

FEBRUARY 22, 2022

Along with CDP’s enterprise features such as Shared Data Experience ( SDX ), unified management and deployment across hybrid cloud and multi-cloud, customers can benefit from Cloudera’s contribution to Apache Iceberg, the next generation table format for large scale analytic datasets. . Key Design Goals . Multi-function analytics .

Snapshot 110

Snapshot Metadata Cost-Benefit Data Architecture 110

AWS Big Data

JUNE 12, 2024

Swisscom’s Data, Analytics, and AI division is building a One Data Platform (ODP) solution that will enable every Swisscom employee, process, and product to benefit from the massive value of Swisscom’s data. Balancing system performance, scalability, and cost while taking into account the rigid system pieces requires a strategic solution.

Data Architecture 92

Data Architecture Cost-Benefit Experimentation Management 92

IBM Big Data Hub

FEBRUARY 26, 2024

Download the Gartner® Market Guide for Active Metadata Management 1. With this expanded observability, incidents can be prevented in the design phase or identified in the implementation and testing phase to reduce maintenance costs and achieve higher productivity. Realize the benefits of automated data lineage today.

Cost-Benefit 91

Cost-Benefit Metadata Data Governance Reporting 91

CIO Business Intelligence

FEBRUARY 2, 2024

The Art of Service says professionals with this certification can help businesses reduce operational costs by implementing an effective data management strategy. The Art of Service recommends candidates spend a minimum of 18 hours on the course to pass the certification test. Organization: The Art of Service Price: $64.95, or $95.00

Management 111

Management Data Governance Cost-Benefit Testing 111

AWS Big Data

OCTOBER 16, 2023

In this post, we show you some different options for handling large records within Kinesis Data Streams and the benefits and disadvantages of each approach. client('kinesis', region_name='ap-southeast-2') def lambda_handler(event, context): try: response = client.put_record( StreamName='test', Data=b'Sample 1 MB.',

Cost-Benefit 105

Cost-Benefit Testing Optimization Strategy 105

AWS Big Data

OCTOBER 2, 2023

The base construct to access streaming data in Amazon Redshift provides metadata from the source stream (attributes like stream timestamp, sequence numbers, refresh timestamp, and more) and the raw binary data from the stream itself. This approach requires an additional step of schema retrieval and decoding based on context.

Cost-Benefit 86

Cost-Benefit Metadata Structured Data Management 86