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How to achieve Kubernetes observability: Principles and best practices

IBM Big Data Hub

Observability comprises a range of processes and metrics that help teams gain actionable insights into a system’s internal state by examining system outputs. In this blog, we discuss how Kubernetes observability works, and how organizations can use it to optimize cloud-native IT architectures. How does observability work?

Metrics 72
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5 Ways Data Analytics Sets a New Standard for Revenue Marketing

Smart Data Collective

Data analytics make up the relevant key performance indicators ( KPIs ) or metrics necessary for a business to create various sales and marketing strategies. With it, you can measure your key performance indicators quickly and more objectively than traditional methods. Holistic Customer Experience.

Marketing 111
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How To Improve Your Facility Management With Healthcare Reports

datapine

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. The Benefits Of A Healthcare Report. Preventative management.

Reporting 198
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Facebook Advertising / Marketing: Best Metrics, ROI, Business Value

Occam's Razor

FBe's recommendation was (paraphrasing a 35 min talk): Don't invent new metrics, use online versions of Reach and GRPs to measure success. So to imply the ROI in Step 4 is sub-optimal. Based on results of value identified for Facebook, optimize their advertising mix strategy for future product launches.

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Exploring real-time streaming for generative AI Applications

AWS Big Data

Another example is an AI-driven observability and monitoring solution where FMs monitor real-time internal metrics of a system and produces alerts. When the model finds an anomaly or abnormal metric value, it should immediately produce an alert and notify the operator. Streaming storage provides reliable storage for streaming data.

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Combine transactional, streaming, and third-party data on Amazon Redshift for financial services

AWS Big Data

Trade quality and optimization – In order to monitor and optimize trade quality, you need to continually evaluate market characteristics such as volume, direction, market depth, fill rate, and other benchmarks related to the completion of trades. The query to generate this chart has similar performance metrics as the preceding chart.

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The Power Of Real Time Analytics & Business Intelligence Explained

datapine

But, while data offers us invaluable insight in more ways than one, with so much to analyze and such little time, it’s becoming increasingly difficult to understand which metrics offer real value. When it comes to managing your hospital and optimizing your performance, focusing on your real time healthcare data is essential.