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DevOps automation: From event-driven automation to answer-driven automation [with causal AI]

Dynatrace

We will also explore the evolution of DevOps automation and the significance of data-driven answers in unlocking streamlined, automated DevOps and SRE processes. Business process automation Business process automation is the foundation for improving operational efficiency.

DevOps 219
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The Surprising Effectiveness of Non-Overlapping, Sensitivity-Based Performance Models

John McCalpin

This data is from the 2007 presentation. It is not surprising that there is a lot of scatter, but the factor of four range in Peak MFLOPS at fixed SPECfp_rate2000/core and the factor of four range in SPECfp_rate2000/core at fixed Peak MFLOPS was higher than I expected… (Also from the 2007 presentation.)

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Rebuilding Netflix Video Processing Pipeline with Microservices

The Netflix TechBlog

Future blogs will provide deeper dives into each service, sharing insights and lessons learned from this process. The Netflix video processing pipeline went live with the launch of our streaming service in 2007. The Netflix video processing pipeline went live with the launch of our streaming service in 2007.

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InnoDB Performance Optimization Basics

Percona

This blog is in reference to our previous ones for ‘Innodb Performance Optimizations Basics’ 2007 and 2013. As datasets continue to grow in size, the amount of RAM required to store and process these datasets also increases. But also larger log files mean that the recovery process will be slower in case of a crash.

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How To Measure the Working Set Size on Linux

Brendan Gregg

For large processes (>100 Gbytes), the delays in setting and reading pagemap data can be large, so I've added the Est(s) column to better reflect the real span of the WSS measurement. ### How it works My wss.pl I'll show them analyze the same 20 Gbyte process, along with wss.pl: #./wss-v1 . - PSS(MB): Proportional Set Size (Mbytes).

Cache 71
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How To Measure the Working Set Size on Linux

Brendan Gregg

For large processes (>100 Gbytes), the delays in setting and reading pagemap data can be large, so I've added the Est(s) column to better reflect the real span of the WSS measurement. ### How it works My wss.pl I'll show them analyze the same 20 Gbyte process, along with wss.pl: #./wss-v1 . - PSS(MB): Proportional Set Size (Mbytes).

Cache 40
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The Netflix Cosmos Platform

The Netflix TechBlog

It supports both high throughput services that consume hundreds of thousands of CPUs at a time, and latency-sensitive workloads where humans are waiting for the results of a computation. The first generation of this system went live with the streaming launch in 2007.