AWS Big Data

AUGUST 30, 2023

In this post, we demonstrate how to publish detailed Spark metrics from Amazon EMR to Amazon CloudWatch. This will give you the ability to identify bottlenecks while optimizing resource utilization. By default, Amazon EMR sends basic metrics to CloudWatch to track the activity and health of a cluster.

Metrics 94

Metrics Dashboards Publishing Data-driven 94

AWS Big Data

SEPTEMBER 22, 2023

In our infrastructure, Apache Kafka has emerged as a powerful tool for managing event streams and facilitating real-time data processing. Kafka plays a central role in the Stitch Fix efforts to overhaul its event delivery infrastructure and build a self-service data integration platform.

Management 103

Management Metrics Cost-Benefit Data Lake 103

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. It requires an Amazon Simple Queue Service (Amazon S3) queue that receives S3 Event Notifications.

Data Lake 113

Data Lake Analytics Dashboards Metrics 113

AWS Big Data

MAY 16, 2024

Another example is building monitoring dashboards that aggregate the status of your DAGs across multiple Amazon MWAA environments, or invoke workflows in response to events from external systems, such as completed database jobs or new user signups. Args: region (str): AWS region where the MWAA environment is hosted.

Testing 89

Testing Interactive Metrics Management 89

IBM Big Data Hub

APRIL 29, 2024

Hosted by IBM® in partnership with Meta, VeloxCon showcased the latest innovation in Velox including project roadmap, Prestissimo (Presto-on-Velox), Gluten (Spark-on-Velox), hardware acceleration, and much more. The afternoon sessions were equally insightful, with Jimmy Lu of Meta unveiling the latest optimizations and features in Velox.

Management 63

Management Optimization Data Processing Metrics 63

datapine

MARCH 8, 2021

Like many of today’s most important industries, digital data, metrics and KPIs (key performance indicators) are a part of a bright and prosperous future – and a comprehensive healthcare report has the power to deliver in each of these critical areas. Cutting down unnecessary costs.

Reporting 198

Reporting KPI Management Cost-Benefit 198

CIO Business Intelligence

DECEMBER 14, 2023

They involve a manual up-front design phase followed by handoffs across the supply chain and miles of transportation, a sequence of events that can take 30 weeks if not longer. These early wins are reason for optimism. Such processes are laborious.

Manufacturing 76

Manufacturing Digital Transformation Experimentation Cost-Benefit 76

IBM Big Data Hub

FEBRUARY 7, 2024

Investors, regulators and stakeholders are increasingly demanding that companies disclose their exposure to climate-related risks , such as dependence on fossil fuels or vulnerability to weather events. The goal is for there to be more nature by 2030 than there is today—which means taking actionable steps in 2024.

Reporting 90

Reporting Internet of Things Cost-Benefit Data-driven 90

AWS Big Data

DECEMBER 21, 2023

In this post, we show how smava optimized their data platform by using Amazon Redshift Serverless and Amazon Redshift data sharing to overcome right-sizing challenges for unpredictable workloads and further improve price-performance. The following diagram shows the high-level data platform architecture before the optimizations.

Data Lake 89

Data Lake Data Warehouse Data-driven B2B 89

Cloudera

OCTOBER 20, 2021

As governments gather to push forward climate and renewable energy initiatives aligned with the Paris Agreement and the UN Framework Convention on Climate Change, financial institutions and asset managers will monitor the event with keen interest. How do institutions protect and optimize their balance sheets and portfolios?

Risk 83

Risk Modeling Risk Management Measurement 83

Cloudera

AUGUST 16, 2021

Instead, there should be a cloud service that allows NiFi users to easily deploy their existing data flows to a scalable runtime with a central monitoring dashboard providing the most relevant metrics for each data flow. Users access the CDF-PC service through the hosted CDP Control Plane. Use KPIs to track important data flow metrics.

Dashboards 122

Dashboards Metrics KPI Data-driven 122

IBM Big Data Hub

NOVEMBER 30, 2023

A talent acquisition strategy is a comprehensive plan an organization develops to optimize its talent acquisition—the identification, attraction and retention of the right talent. Measure impact: Use analytics and metrics to assess the effectiveness of branding efforts.

Strategy 62

Strategy Cost-Benefit Consulting Data-driven 62

CIO Business Intelligence

JULY 13, 2022

That grew to charting a path forward, determining what kinds of options existed and going from a lift-and-shift approach to one of lift-and-optimize.”. Bryan remembers one such event early in the project. A migration that led to optimization. It energized the entire team.”. They are training them themselves.”.

Software 92

Software Cost-Benefit Optimization Data Processing 92

Insight

MARCH 25, 2019

Design and code to deploy a self-hosted content delivery network. a self-hosted CDN based on Kubernetes. kubeCDN is a self-hosted content delivery network based on Kubernetes. As a self-hosted solution, you maintain complete control over your infrastructure. Check it out on GitHub: [link].

Data Processing 106

Data Processing Cost-Benefit Optimization Metrics 106

Cloudera

MAY 6, 2021

Infrastructure Cost Optimization. Infrastructure Optimization . The workload breakdown measured in estimated vCPU-hours (based on on-premises capacity and utilization metrics) by region and data lifecycle stage is summarized in the Shankey chart below: . Infrastructure Optimization. Germany (Primary Market) . Status Quo.

Strategy 92

Strategy Cost-Benefit Optimization Risk 92

Alation

DECEMBER 9, 2021

Then, we’ll dive into the strategies that form a successful and efficient cloud transformation strategy, including aligning on business goals, establishing analytics for monitoring and optimization, and leveraging a robust data governance solution. Choose the Right Cloud Hosting Platform. What is Cloud Transformation?

Cost-Benefit 52

Cost-Benefit Data Governance Optimization Data Processing 52

AWS Big Data

NOVEMBER 16, 2023

Amazon Redshift delivers on that needed performance through a number of mechanisms such as caching, automated data model optimization, and automated query rewrites. String-optimized compression The Data Vault 2.0 You can use this mechanism to optimize merge operations while still making the data accessible from within Amazon Redshift.

Enterprise 84

Enterprise Data Warehouse Snapshot Cost-Benefit 84

AWS Big Data

FEBRUARY 26, 2024

This allows for the uniform distribution of data across all partitions within your table, thereby enabling your applications to achieve optimal read and write throughput. This allows for easy access and analysis of these events. Monitoring You can use Amazon CloudWatch to monitor the pipeline metrics.

Dashboards 62

Dashboards Testing Metrics Optimization 62

AWS Big Data

MARCH 26, 2024

The following figure shows some of the metrics derived from the study. Amazon Kinesis ingests streaming events in real time from point-of-sales systems, clickstream data from mobile apps and websites, and social media data. Organizations using C360 achieved 43.9% reduction in sales cycle duration, 22.8% faster time to market, and 19.1%

Data Strategy 68

Data Strategy Strategy Data Warehouse Prescriptive Analytics 68

AWS Big Data

FEBRUARY 21, 2023

SafeGraph found itself with a less-than-optimal Spark environment with their incumbent Spark vendor. The following figure highlights the engineering workflow when working with Spark, and the Spark platform should support and optimize each action in the workflow. Their costs were climbing.

Cost-Benefit 55

Cost-Benefit Informatics Optimization Management 55

CIO Business Intelligence

JANUARY 4, 2023

Recently members of our community came together for a roundtable discussion, hosted by Dell Technologies, about trends, trials, and all the excitement around what’s next. To create a productive, cost-effective analytics strategy that gets results, you need high performance hardware that’s optimized to work with the software you use.

Cost-Benefit 57

Cost-Benefit Machine Learning Modeling Uncertainty 57

Occam's Razor

MAY 2, 2017

There is no golden metric for everyone, we are all unique snowflakes! :). and tell you what are the best key performance indicators (metrics) for them. In the past I’ve shared a cluster of metrics that small, medium and large businesses can use as a springboard…. If you want to play along. Don’t read what I’ve chosen.

Metrics 141

Metrics Key Performance Indicator B2B Measurement 141

AWS Big Data

MARCH 9, 2023

A dimension is a structure that captures reference data along with associated hierarchies, while a fact table captures different values and metrics that can be aggregated by dimensions. The star schema data model allows analytical users to query historical data tying metrics to corresponding dimensional attribute values over time.

Slice and Dice 82

Slice and Dice Data Warehouse Metrics Metadata 82

AWS Big Data

JANUARY 22, 2024

They classified the metrics and indicators in the following categories: Data usage – A clear understanding of who is consuming what data source, materialized with a mapping of consumers and producers. Data can be shared in files, batched or stream events, and more.

Data-driven 85

Data-driven Advertising Metadata Data Architecture 85

IBM Big Data Hub

MARCH 29, 2024

Monitoring and optimizing application performance is important for software developers and enterprises at large. Yet, this data isn’t worth much without the right tools for monitoring, optimizing, storing and—crucially—putting the data into context. What is OpenTelemetry?

Metrics 76

Metrics Visualization Measurement Optimization 76

Domino Data Lab

MAY 8, 2019

Several technology conferences all occurred within four fun-filled weeks: Strata SF , Google Next , CMU Summit on US-China Innovation, AI NY , and Strata UK , plus some other events. At CMU I joined a panel hosted by Zachary Lipton where someone in the audience asked a question about machine learning model interpretation.

Machine Learning 105

Machine Learning Data Science Modeling Visualization 105

Occam's Razor

SEPTEMBER 15, 2011

What is unique about your effort that ties to an optimal experience for a customer? Based on those discussions, in our case, we’ve identified three objectives: Create awareness, generate leads for the builders and highlight community events. Finally, "Highlight Events" is for prospective home buyers (visitors to our site).

Measurement 166

Measurement Marketing Modeling Key Performance Indicator 166

O'Reilly on Data

JANUARY 25, 2021

We’ve explored usage across all publishing partners and learning modes, from live training courses and online events to interactive functionality provided by Katacoda and Jupyter notebooks. While we can’t compare in-person conference data with virtual event data, we can make a few observations. So why is it in third place?

Machine Learning 363

Machine Learning Software Testing Technology 363

IBM Big Data Hub

JANUARY 16, 2024

It helps identify energy or carbon hotspots to develop an optimization roadmap. Figure 2: Green IT Analyzer platform, an IBM asset available on AWS Cloud Location-based methodology Understanding the carbon emissions from IT workloads requires familiarity with several key concepts and metrics.

IT 86

IT Cost-Benefit Consulting Measurement 86

IBM Big Data Hub

JANUARY 26, 2024

Instana has deeply integrated OpenTelemetry with our core product and has expanded the coverage that we provide: Full support for OTLP metrics, traces and logs in the Instana Agent and via our SaaS API. Enhancements to OpenTelemetry metrics in Instana, including support for metric labels and histogram instruments.

Metrics 85

Metrics Testing Data Processing Interactive 85

IBM Big Data Hub

OCTOBER 17, 2023

The key components of Instana are host agents and agent sensors deployed on platforms like IBM Cloud®, AWS, and Azure. IBM® Instana helps to ensure proactive issue detection, performance optimization, scalability, efficient incident response and adherence to security and compliance requirements for SAP BTP cloud-native applications.

Cost-Benefit 77

Cost-Benefit Optimization Data Processing Metrics 77

IBM Big Data Hub

NOVEMBER 13, 2023

Kubernetes can also run on bare metal servers and virtual machines (VMs) in private cloud, hybrid cloud and edge settings, provided the host OS is a version of Linux or Windows. For instance, Kubernetes’ built-in high availability (HA) feature ensures continuous operations even in the event of failure.

Machine Learning 109

Machine Learning Data-driven Software Testing 109

IBM Big Data Hub

JULY 24, 2023

The rise in complexity has created a need for a systematic approach to ensuring the health and optimization of any organization’s IT services. It tracks four important pillars: metrics, events, logs and traces (MELT) to understand the behavior, performance, and other aspects of cloud infrastructure and apps.

IT 54

IT Analytics Cost-Benefit Predictive Analytics 54

CIO Business Intelligence

JANUARY 26, 2023

The tool is part of NetApp’s Spot constellation for cloud management and is responsible for cost management by tracking standard spending events, such as consumption, forecasting, and the rightsizing of instances. Densify’s optimizers focus on cloud resources such as instances, Kubernetes clusters, and VMware machines.

Management 113

Management Forecasting Dashboards Optimization 113

IBM Big Data Hub

JANUARY 29, 2024

Your business needs to be prepared to handle such an event. Hybrid cloud – The hybrid cloud environment creates a single, optimal cloud for public cloud private cloud and on-premises infrastructure. These solutions focused on optimization for the users and required a rethinking of how processes were done in the past.

Digital Transformation 67

Digital Transformation Consulting Internet of Things Recreation/Entertainment 67

IBM Big Data Hub

JANUARY 26, 2024

Instana has deeply integrated OpenTelemetry with our core product and has expanded the coverage that we provide: Full support for OTLP metrics, traces and logs in the Instana Agent and via our SaaS API. Enhancements to OpenTelemetry metrics in Instana, including support for metric labels and histogram instruments.

Metrics 44

Metrics Testing Data Processing Interactive 44

IBM Big Data Hub

NOVEMBER 14, 2023

Internal data monetization initiatives measure improvement in process design, task guidance and optimization of data used in the organization’s product or service offerings. IBM watsonx.data offers connectivity flexibility and hosting of data product lakehouses built on Red Hat OpenShift for an open hybrid cloud deployment.

Strategy 105

Strategy Cost-Benefit Data-driven Measurement 105