CIO Business Intelligence

JANUARY 1, 2025

Referring to the latest figures from the National Institute of Statistics, Abril highlights thatin the last five years, technological investment within the sector has grown more than 40%. In addition, Abril highlights specific benefits gained from applying new technologies.

Strategy 115

Strategy Digital Transformation Optimization Technology 115

AWS Big Data

OCTOBER 3, 2023

Systems of this nature generate a huge number of small objects and need attention to compact them to a more optimal size for faster reading, such as 128 MB, 256 MB, or 512 MB. For more information on streaming applications on AWS, refer to Real-time Data Streaming and Analytics. We use the Hive catalog for Iceberg tables.

Optimization 122

Optimization Snapshot Data Lake Metadata 122

AWS Big Data

NOVEMBER 7, 2024

With Amazon Q, you can spend less time worrying about the nuances of SQL syntax and optimizations, allowing you to concentrate your efforts on extracting invaluable business insights from your data. Refer to Easy analytics and cost-optimization with Amazon Redshift Serverless to get started.

Metadata 97

Metadata Sales Data Warehouse Optimization 97

AWS Big Data

SEPTEMBER 12, 2024

The AWS Glue Data Catalog now enhances managed table optimization of Apache Iceberg tables by automatically removing data files that are no longer needed. Along with the Glue Data Catalog’s automated compaction feature, these storage optimizations can help you reduce metadata overhead, control storage costs, and improve query performance.

Optimization 115

Optimization Snapshot Metadata Metrics 115

AWS Big Data

AUGUST 21, 2024

To address this requirement, Redshift Serverless launched the artificial intelligence (AI)-driven scaling and optimization feature, which scales the compute not only based on the queuing, but also factoring data volume and query complexity. The slider offers the following options: Optimized for cost – Prioritizes cost savings.

Optimization 89

Optimization Data Lake Data Warehouse Cost-Benefit 89

AWS Big Data

DECEMBER 17, 2024

First query response times for dashboard queries have significantly improved by optimizing code execution and reducing compilation overhead. We have enhanced autonomics algorithms to generate and implement smarter and quicker optimal data layout recommendations for distribution and sort keys, further optimizing performance.

Data Lake 82

Data Lake Data Warehouse Data-driven Optimization 82

AWS Big Data

FEBRUARY 20, 2024

Managed AWS Analytics and Database services allow for each component of the solution, from ingestion to analysis, to be optimized for speed, with little management overhead. Missed opportunities could impact operational efficiency, customer satisfaction, or product innovation.

Visualization 114

Visualization Cost-Benefit Optimization B2B 114

AWS Big Data

NOVEMBER 17, 2023

Starting today, the Athena SQL engine uses a cost-based optimizer (CBO), a new feature that uses table and column statistics stored in the AWS Glue Data Catalog as part of the table’s metadata. Let’s discuss some of the cost-based optimization techniques that contributed to improved query performance.

Optimization 125

Optimization Statistics Metadata Data Lake 125

Rocket-Powered Data Science

MAY 21, 2024

Pure Storage empowers enterprise AI with advanced data storage technologies and validated reference architectures for emerging generative AI use cases. See additional references and resources at the end of this article. Optimizing GenAI Apps with RAG—Pure Storage + NVIDIA for the Win! Summary AI devours data.

Cost-Benefit 239

Cost-Benefit Unstructured Data Enterprise Technology 239

AWS Big Data

JULY 11, 2024

Amazon OpenSearch Service introduced the OpenSearch Optimized Instances (OR1) , deliver price-performance improvement over existing instances. For more details about OR1 instances, refer to Amazon OpenSearch Service Under the Hood: OpenSearch Optimized Instances (OR1). OR1 instances use a local and a remote store.

Optimization 102

Optimization Metrics Data Processing Snapshot 102

AWS Big Data

JANUARY 9, 2025

Iceberg offers distinct advantages through its metadata layer over Parquet, such as improved data management, performance optimization, and integration with various query engines. You can refer to this metadata layer to create a mental model of how Icebergs time travel capability works.

Metadata 107

Metadata Snapshot Cost-Benefit Optimization 107

AWS Big Data

NOVEMBER 6, 2024

This workload imbalance presents a challenge for customers seeking to optimize their resource utilization and stream processing efficiency. reduces the Amazon DynamoDB cost associated with KCL by optimizing read operations on the DynamoDB table storing metadata. x benefits, refer to Use features of the AWS SDK for Java 2.x.

Cost-Benefit 109

Cost-Benefit Metadata Optimization Publishing 109

Rocket-Powered Data Science

FEBRUARY 12, 2021

In the rest of this article, we will refer to IPA as intelligent automation (IA), which is simply short-hand for intelligent process automation. Process automation is relatively clear – it refers to an automatic implementation of a process, specifically a business process in our case. Sound similar?

ROI 234

ROI Digital Transformation Reporting Machine Learning 234

IBM Big Data Hub

NOVEMBER 6, 2023

Explaining API security API security refers to the set of practices and products an organization uses to prevent malicious attacks on, and misuse of, APIs. And since many APIs store and transfer sensitive data, they require robust security protocols and attentive monitoring practices to prevent information from falling into the wrong hands.

Optimization 113

Optimization Testing Software Risk 113

AWS Big Data

NOVEMBER 19, 2024

Customers maintain multiple MWAA environments to separate development stages, optimize resources, manage versions, enhance security, ensure redundancy, customize settings, improve scalability, and facilitate experimentation. Refer to Amazon Managed Workflows for Apache Airflow Pricing for rates and more details.

Metadata 106

Metadata Cost-Benefit Metrics Optimization 106

AWS Big Data

NOVEMBER 7, 2024

The BladeBridge conversion process is optimized to work with each database object (for example, tables, views, and materialized views) and code object (for example, stored procedures and functions) stored in its own separate SQL file. For more details, refer to the BladeBridge Analyzer Demo.

Data Warehouse 97

Data Warehouse Reporting Big Data Data Lake 97

AWS Big Data

MARCH 19, 2024

In this post, we will discuss two strategies to scale AWS Glue jobs: Optimizing the IP address consumption by right-sizing Data Processing Units (DPUs), using the Auto Scaling feature of AWS Glue, and fine-tuning of the jobs. Now let us look at the first solution that explains optimizing the AWS Glue IP address consumption.

Optimization 103

Optimization Data-driven Management Testing 103

AWS Big Data

DECEMBER 27, 2024

Amazon EMR on EC2 , Amazon EMR Serverless , Amazon EMR on Amazon EKS , Amazon EMR on AWS Outposts and AWS Glue all use the optimized runtimes. This is a further 32% increase from the optimizations shipped in Amazon EMR 7.1 Refer to Configure the AWS CLI for instructions. with Iceberg 1.6.1 times faster than Apache Spark 3.5.1

Cost-Benefit 102

Cost-Benefit Testing Metrics Optimization 102

Cloudera

JANUARY 7, 2025

While multi-cloud generally refers to the use of multiple cloud providers, hybrid encompasses both cloud and on-premises integrations, as well as multi-cloud setups. Adopting hybrid and multi-cloud models provides enterprises with flexibility, cost optimization, and a way to avoid vendor lock-in. Why Hybrid and Multi-Cloud?

Cost-Benefit 82

Cost-Benefit Optimization Data-driven Strategy 82

AWS Big Data

DECEMBER 12, 2024

Complex queries, on the other hand, refer to large-scale data processing and in-depth analysis based on petabyte-level data warehouses in massive data scenarios. Referring to the data dictionary and screenshots, its evident that the complete data lineage information is highly dispersed, spread across 29 lineage diagrams. where(outV().as('a')),

Snapshot 79

Snapshot Recreation/Entertainment Experimentation Data Lake 79

AWS Big Data

JUNE 3, 2024

If you are just starting with Kinesis Data Streams, we recommend referring to the Developer Guide. Conclusion You should now have a solid understanding of the common causes of write throughput exceeded errors in Kinesis data streams, how to diagnose them, and what actions to take to appropriately deal with them.

Optimization 118

Optimization Metrics Data Processing Testing 118

AWS Big Data

APRIL 8, 2025

We will also cover the pattern with automatic compaction through AWS Glue Data Catalog table optimization. Consider a streaming pipeline ingesting real-time event data while a scheduled compaction job runs to optimize file sizes. For more detailed configuration, refer to Write properties in the Iceberg documentation.

Snapshot 117

Snapshot Management Metadata Big Data 117

AWS Big Data

AUGUST 7, 2024

In this post, we examine the OR1 instance type, an OpenSearch optimized instance introduced on November 29, 2023. We optimized the mapping to avoid any unnecessary indexing activity and use the flat_object field type to avoid field mapping explosion. KiB and the bulk size is 4,000 documents per bulk, which makes approximately 6.26

Optimization 99

Optimization Testing Management IT 99

AWS Big Data

NOVEMBER 22, 2024

Maintaining reusable database sessions to help optimize the use of database connections, preventing the API server from exhausting the available connections and improving overall system scalability. Please refer to Redshift Quotas and Limits here. After 24 hours the session is forcibly closed, and in-progress queries are terminated.

Data Warehouse 93

Data Warehouse Recreation/Entertainment Cost-Benefit Data-driven 93

AWS Big Data

APRIL 24, 2025

Bob now knows that he can quickly build Amazon QuickSight dashboards with queries that are optimized using Redshifts cost-based optimizer. For more details, refer to Tags for AWS Identity and Access Management resources and Pass session tags in AWS STS. For instructions, refer to Data analyst permissions.

Sales 64

Sales Data Lake Management Data-driven 64

CIO Business Intelligence

DECEMBER 11, 2024

Thats a problem, since building commercial products requires a lot of testing and optimization. An abundance of choice In the most general definition, open source here refers to the code thats available, and that the model can be modified and used for free in a variety of contexts. Finally, theres the price.

Cost-Benefit 115

Cost-Benefit Modeling Marketing Sales 115

datapine

JULY 11, 2019

However, if you want to enjoy optimal success, gaining a firm grasp of logical judgment and strategic thinking is essential – especially regarding dashboard design principles. This most golden of dashboard design principles refers to both precision and the right audience targeting. Don’t go over the top with real-time data.

Dashboards 319

Dashboards Metrics Visualization Key Performance Indicator 319

DataKitchen

APRIL 28, 2021

Data fabric enthusiasts assert that the design pattern is much more than that and reference one or more emerging data analytics tools: AI augmentation, automation, orchestration, semantic knowledge graphs, self-service, streaming data, composable data analytics, dynamic discovery, observability, persistence layer, caching and more.

Statistics 246

Statistics Optimization Data Analytics Technology 246

datapine

AUGUST 19, 2020

In our cutthroat digital economy, massive amounts of data are gathered, stored, analyzed, and optimized to deliver the best possible experience to customers and partners. At the same time, inventory metrics are needed to help managers and professionals in reaching established goals, optimizing processes, and increasing business value.

Metrics 286

Metrics KPI Cost-Benefit Dashboards 286

DataKitchen

NOVEMBER 5, 2024

For instance, records may be cleaned up to create unique, non-duplicated transaction logs, master customer records, and cross-reference tables. Data is typically organized into project-specific schemas optimized for business intelligence (BI) applications, advanced analytics, and machine learning.

Data Quality 195

Data Quality Testing Metrics Reporting 195

CIO Business Intelligence

JANUARY 14, 2025

Just as state urban development offices monitor the health of different cities and provide targeted guidance based on each citys unique challenges, our portfolio health dashboard offers a comprehensive view that helps guide different business units toward optimal outcomes.

Enterprise 119

Enterprise Technology Metrics Measurement 119

CIO Business Intelligence

FEBRUARY 26, 2025

The term refers in particular to the use of AI and machine learning methods to optimize IT operations. The legacy challenge It is a paradox of IT infrastructure that unlike startups, which can simply start from scratch large companies in particular find it more difficult to modernize and optimize, as Marc Schmidt from Avodaq knows.

IT 85

IT Cost-Benefit Optimization Machine Learning 85

O'Reilly on Data

OCTOBER 19, 2021

but to reference concrete tooling used today in order to ground what could otherwise be a somewhat abstract exercise. However, none of these layers help with modeling and optimization. We cannot expect data scientists to write modeling frameworks like PyTorch or optimizers like Adam from scratch! Model Operations.

IT 363

IT Testing Experimentation Software 363

O'Reilly on Data

MARCH 7, 2019

They use a lot of jargon: 10/10 refers to the intensity of pain. Generalized abd radiating to lower” refers to general abdominal (stomach) pain that radiates to the lower back. Jargon refers to the 100-200 new words you learn in the first month after you join a new school or workplace. They don’t have a subject.

Deep Learning 277

Deep Learning Testing Machine Learning Modeling 277

CIO Business Intelligence

NOVEMBER 19, 2024

It’s important to break it down this way so you can see beyond the hype and understand what is specifically being referred to. Reinforced learning: Able to dynamically evolve through interactions with the environment and receive feedback from the interactions. Language understanding: Able to comprehend and follow complex instructions.

Testing 135

Testing Cost-Benefit Interactive ROI 135

AWS Big Data

JANUARY 6, 2025

In your Google Cloud project, youve enabled the following APIs: Google Analytics API Google Analytics Admin API Google Analytics Data API Google Sheets API Google Drive API For more information, refer to Amazon AppFlow support for Google Sheets. Refer to the Amazon Redshift Database Developer Guide for more details.

Analytics 94

Analytics Data Warehouse Big Data Metrics 94

O'Reilly on Data

MARCH 25, 2025

What this meant was the emergence of a new stack for ML-powered app development, often referred to as MLOps. Slow response/high cost : Optimize model usage or retrieval efficiency. Business value : Align outputs with business metrics and optimize workflows to achieve measurable ROI. chunking or OCR quality), basic tool use (e.g.

Testing 174

Testing Data-driven Software Measurement 174