CIO Business Intelligence

JANUARY 7, 2025

The good news is all major cloud providers frameworks do the same thing: Operational excellence Security Cost optimization Reliability Performance efficiency Sustainability The framework helps in implementing the financial controls (FinOps) that we will discuss separately, management of workloads (BaseOps) and security controls (SecOps).

Optimization 98

Optimization Strategy Cost-Benefit Enterprise 98

AWS Big Data

MARCH 10, 2025

Although traditional scaling primarily responds to query queue times, the new AI-driven scaling and optimization feature offers a more sophisticated approach by considering multiple factors including query complexity and data volume. Consider using AI-driven scaling and optimization if your current workload requires 32 to 512 base RPUs.

Optimization 66

Optimization Data Warehouse Data-driven Testing 66

O'Reilly on Data

JULY 28, 2020

The first step in building an AI solution is identifying the problem you want to solve, which includes defining the metrics that will demonstrate whether you’ve succeeded. It sounds simplistic to state that AI product managers should develop and ship products that improve metrics the business cares about. Agreeing on metrics.

Marketing 364

Marketing Experimentation Metrics Testing 364

O'Reilly on Data

NOVEMBER 19, 2024

While RAG leverages nearest neighbor metrics based on the relative similarity of texts, graphs allow for better recall of less intuitive connections. decomposes a complex task into a graph of subtasks, then uses LLMs to answer the subtasks while optimizing for costs across the graph.

Unstructured Data 312

Unstructured Data Structured Data Modeling Statistics 312

datapine

NOVEMBER 15, 2022

1) What Are Product Metrics? 2) Types Of Product Metrics. 3) Product Metrics Examples You Can Use. 4) Product Metrics Framework. The right product performance metrics will give you invaluable insights into its health, strength and weaknesses, potential issues or bottlenecks, and let you improve it greatly.

Metrics 141

Metrics KPI Measurement Dashboards 141

datapine

JUNE 23, 2020

The key metrics featured at the top left of this cutting-edge CFO report template include cover gross profit, EBIT, operational expenses, and net income — a perfect storm of financial information. Top 7 CFO Dashboard KPIs & Metrics Explained. Benefit from great CFO dashboards & reports!

Dashboards 298

Dashboards Reporting KPI Metrics 298

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. Now, it’s time for the fun part.

Dashboards 319

Dashboards Metrics Visualization Key Performance Indicator 319

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. Business value : Once we have a rubric for evaluating our systems, how do we tie our macro-level business value metrics to our micro-level LLM evaluations? Slow response/high cost : Optimize model usage or retrieval efficiency.

Testing 168

Testing Data-driven Software Measurement 168

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 110

Metadata Cost-Benefit Metrics Optimization 110

O'Reilly on Data

JUNE 15, 2023

If we want prosocial outcomes, we need to design and report on the metrics that explicitly aim for those outcomes and measure the extent to which they have been achieved. The creators of generative AI systems and Large Language Models already have tools for monitoring, modifying, and optimizing them.

Metrics 359

Metrics Reporting Measurement Finance 359

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 110

Optimization Metrics Data Processing Snapshot 110

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 The following table summarizes the metrics. Metric Amazon EMR 7.5 Metric Amazon EMR 7.5

Cost-Benefit 105

Cost-Benefit Testing Metrics Optimization 105

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 123

Optimization Snapshot Metadata Metrics 123

AWS Big Data

NOVEMBER 20, 2023

Today we are pleased to announce a new class of Amazon CloudWatch metrics reported with your pipelines built on top of AWS Glue for Apache Spark jobs. The new metrics provide aggregate and fine-grained insights into the health and operations of your job runs and the data being processed. workerUtilization showed 1.0

Metrics 117

Metrics Data Lake Cost-Benefit Dashboards 117

DataKitchen

MARCH 16, 2023

But wait, she asks you for your team metrics. Where is your metrics report? What are the metrics that matter? Gartner attempted to list every metric under the sun in their recent report , “T oolkit: Delivery Metrics for DataOps, Self-Service Analytics, ModelOps, and MLOps, ” published February 7, 2023.

Metrics 130

Metrics Data Analytics Analytics Measurement 130

AWS Big Data

NOVEMBER 3, 2023

In this post, we explore how to combine AWS Glue usage information and metrics with centralized reporting and visualization using QuickSight. You have metrics available per job run within the AWS Glue console, but they don’t cover all available AWS Glue job metrics, and the visuals aren’t as interactive compared to the QuickSight dashboard.

Metrics 109

Metrics Dashboards Metadata Visualization 109

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 97

Optimization Data Lake Data Warehouse Cost-Benefit 97

AWS Big Data

JUNE 3, 2024

Imagine you have a fleet of web servers logging performance metrics for each web request served into a Kinesis data stream with two shards and you used a request URL as the partition key. You can use the WriteProvisionedThrougputExceeded metric in Amazon CloudWatch in this case. and 120,000 as upper limits).

Optimization 124

Optimization Metrics Data Processing Testing 124

AWS Big Data

AUGUST 21, 2023

In this post, we explore how to deploy Amazon CloudWatch metrics using an AWS CloudFormation template to monitor an OpenSearch Service domain’s storage and shard skew. This allows write access to CloudWatch metrics and access to the CloudWatch log group and OpenSearch APIs. An OpenSearch Service domain. Choose Next.

Metrics 98

Metrics Testing Strategy Metadata 98

IBM Big Data Hub

MARCH 14, 2024

One key advantage of opting for managed Kafka services is the delegation of responsibility for broker and operational metrics, allowing users to focus solely on metrics specific to applications. With Kafka, monitoring typically involves various metrics that are related to topics, partitions, brokers and consumer groups.

Metrics 83

Metrics Measurement Optimization Management 83

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 113

Cost-Benefit Metadata Optimization Publishing 113

AWS Big Data

OCTOBER 23, 2024

For more information, refer to Amazon Redshift clusters. Amazon Redshift provides performance metrics and data so you can track the health and performance of your provisioned clusters, serverless workgroups, and databases. This will open the query plan in a tree view along with additional metrics on the side panel.

Data Warehouse 97

Data Warehouse Metrics Broadcasting Dashboards 97

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 103

Data Warehouse Reporting Big Data Data Lake 103

Jedox

JUNE 24, 2021

Typical metrics such as impressions, unique website visitors, raw and qualified leads, sales growth, sales target and target achievement, customer acquisition costs, customer churn rate, sales cycle length are among the ever-growing list of marketing metrics becoming commonly used. The evolution of marketing data.

Sales 95

Sales Marketing Optimization Metrics 95

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 97

Analytics Data Warehouse Metrics Big Data 97

datapine

OCTOBER 21, 2020

In essence, big-style data refers to the vast quantities of information created by the digitization of everything, that gets consolidated and analyzed by specific technologies. The term refers to the delivery of remote clinical services using technology.

Big Data 364

Big Data Data Analytics Analytics Cost-Benefit 364

O'Reilly on Data

MARCH 31, 2020

There may even be someone on your team who built a personalized video recommender before and can help scope and estimate the project requirements using that past experience as a point of reference. At measurement-obsessed companies, every part of their product experience is quantified and adjusted to optimize user experience.

Management 363

Management Machine Learning Experimentation Metrics 363

Jet Global

NOVEMBER 12, 2020

Users can quickly reference key metrics, see updated data in real time, and immediately understand the positives and negatives of performance. Optimizing your dashboards is about maximizing their relevance, utility, and accessibility. Include the Right Metrics. Luckily, all of those factors are within your control.

Dashboards 87

Dashboards Optimization Metrics Data-driven 87

datapine

JANUARY 18, 2023

Businesses use this type of report to spot any issues and define their solutions, or to identify improvement opportunities to optimize their operational efficiency. Rather is the sales department, customer service, logistics, or finances, this specific report type help track and optimize performance on a deeper level.

Reporting 201

Reporting Metrics Dashboards Visualization 201

Jet Global

JUNE 24, 2020

An engineering Key Performance Indicator (KPI) or metric is a clearly defined quantifiable measure that an engineering firm uses to gauge its success over time. With engineering being a very broad field, KPIs are employed in a variety of ways, ranging from company-wide analysis to project specific performance metrics.

Metrics 98

Metrics Reporting KPI Key Performance Indicator 98

AWS Big Data

NOVEMBER 21, 2024

This enhanced diversity helps optimize for cost and performance while increasing the likelihood of fulfilling capacity requirements. Refer to Supported applications in an Amazon EMR Cluster with multiple primary nodes for the complete list of supported applications and their failover processes.

Metrics 66

Metrics Machine Learning Strategy Big Data 66

AWS Big Data

APRIL 11, 2023

Accurately predicting demand for products allows businesses to optimize inventory levels, minimize stockouts, and reduce holding costs. Solution overview In today’s highly competitive business landscape, it’s essential for retailers to optimize their inventory management processes to maximize profitability and improve customer satisfaction.

Forecasting 91

Forecasting Management IoT Data-driven 91

datapine

APRIL 12, 2019

In essence, a project management dashboard is a data-driven platform that displays metrics, stats, and insights that are specific to a particular project or strategy by presenting a tailored mix of key performance indicators (KPIs) in one central location. Download right here our free guide and get started with dashboards! Customization.

Dashboards 233

Dashboards Management KPI Cost-Benefit 233

datapine

APRIL 12, 2023

Here we explore the meaning and value of incremental sales in the world of business, as well as the additional KPI examples and metrics you should track to ensure ongoing success. To ensure you yield the results you desire, first establish your goals, then decide on the metrics that you will need to track to measure your performance.

Sales 176

Sales KPI Metrics Cost-Benefit 176

DataKitchen

SEPTEMBER 20, 2021

The hours formerly wasted on unplanned work can be put to more productive use – creating innovative analytics for the enterprise and improving productivity further by investing in DataOps process optimizations. The DataKitchen Platform automatically updates the embedded references from one toolchain instance to the other.

Testing 246

Testing Metrics Measurement Dashboards 246

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 110

Optimization Data-driven Management Testing 110

AWS Big Data

NOVEMBER 15, 2024

It acts as an index to the location, schema, and runtime metrics of your data sources. In some cases, you may also have additional content such as business requirements documents or technical documentation you want the FM to reference before generating the output. As a result, they can’t be included in the prompt as they are.

Metadata 110

Metadata Modeling Data-driven Machine Learning 110