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9 key DevOps metrics for success

Dynatrace

The emerging concepts of working with DevOps metrics and DevOps KPIs have really come a long way. DevOps metrics to help you meet your DevOps goals. Like any IT or business project, you’ll need to track critical key metrics. Here are nine key DevOps metrics and DevOps KPIs that will help you be successful.

DevOps 209
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Implementing service-level objectives to improve software quality

Dynatrace

By implementing service-level objectives, teams can avoid collecting and checking a huge amount of metrics for each service. Stable, well-calibrated SLOs pave the way for teams to automate additional processes and testing throughout the software delivery lifecycle. SLOs promote automation. SLOs minimize downtime. Reliability.

Software 272
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Tutorial: Guide to automated SRE-driven performance engineering

Dynatrace

While Google’s SRE Handbook mostly focuses on the production use case for SLIs/SLOs, Keptn is “Shifting-Left” this approach and using SLIs/SLOs to enforce Quality Gates as part of your progressive delivery process. The app description and supporting files such as load testing scripts are on the Keptn Example GitHub.

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What We Learned Auditing Sophisticated AI for Bias

O'Reilly

The internal control questionnaire in the Office of the Comptroller of the Currency’s MRM Handbook (starting pg. While there are many interesting and useful benchmark datasets for testing bias in natural language processing, none provided these types of exhaustive demographic labels. Generally, this is not a defensible position.

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Smashing Podcast Episode 42 With Jeff Smith: What Is DevOps?

Smashing Magazine

Jeff: They might be fine in development and testing and things like that, but once you get to production, it’s a little bit of a different ballgame. Jeff: So for some people it’s as simple as automated testing. You’ve probably been at a company where, if you submitted a PR with no automated testing, that’s not a big thing.

DevOps 84
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What Is Hyperautomation?

O'Reilly

Selenium , the first tool for automated browser testing (2004), could be programmed to find fields on a web page, click on them or insert text, click “submit,” scrape the resulting web page, and collect results. But the core of the process is simple, and hasn’t changed much since the early days of web testing. What’s required?

Games 114
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Data Mining Problems in Retail

Highly Scalable

The basic idea of the framework is to use an economic metric such as gross margin as the optimization objective and consider it a function of possible retailer’s actions such as marketing campaigns or assortment adjustments. Moreover, gross margin is not the only performance metric that is important for retailers. Problem Statement.

Retail 152