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The state of site reliability engineering: SRE challenges and best practices in 2023

Dynatrace

These small wins, such as implementing a blameless root cause analysis process, can take many forms and don’t necessarily involve numerical metrics. Customer empathy is key to a fully optimized site reliability engineering practice Software engineering can often be an impersonal discipline.

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Orchestrating Data/ML Workflows at Scale With Netflix Maestro

The Netflix TechBlog

For example, a workflow to backfill hourly data for the past five years can lead to 43800 jobs (24 * 365 * 5), each of which processes data for an hour. We would like our users to focus on their business logic and let the orchestrator solve cross-cutting concerns like scheduling, processing, error handling, security etc.

Java 202
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From Student to Junior Software Engineer at Tasktop

Tasktop

The beginning of my experience as a Junior Software Engineer on one of Tasktop’s ‘Integrations Teams’ marked a definitive transition in the way I learned and practiced computer science and software development. Upon reflection, I now realize that the answers to these questions were neither a definitive yes or no.

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MLOps and DevOps: Why Data Makes It Different

O'Reilly

This is both frustrating for companies that would prefer making ML an ordinary, fuss-free value-generating function like software engineering, as well as exciting for vendors who see the opportunity to create buzz around a new category of enterprise software. All ML projects are software projects.

DevOps 137
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