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2021 Data/AI Salary Survey

O'Reilly

Cloud certifications, specifically in AWS and Microsoft Azure, were most strongly associated with salary increases. Most respondents participated in training of some form. Learning new skills and improving old ones were the most common reasons for training, though hireability and job security were also factors.

Azure 145
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Observability: Modern tools for modern challenges in multicloud environments

Dynatrace

Five or six years ago, that manual approach may have been okay because you were often dealing with one runtime, like Java. AI that uses machine learning requires a slower process in order to train its algorithms. And that was well before AWS, Azure, and cloud. Systems are very dynamic.

Cloud 164
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Quality Engineering Discussions: 5 Questions with George Ukkuru

Testsigma

Master at least one programming language, preferably Java, Python, or C#, so that you can design and create scripted tests. Learn the basics of tools like Jira, Azure DevOps, Jenkins, etc. Assign work based on their strengths and provide training and mentoring to help employees overcome their weaknesses.

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Egnyte Architecture: Lessons learned in building and scaling a multi petabyte content platform

High Scalability

Languages: Java. Java used to power core file system code. Tens of petabytes of data stored in our servers and other object stores such as GCS, S3 and Azure Blobstore. Version5: files metadata in MySQL, files stored in EOS/GCS/S3/Azure and served via HTTP, search in Lucene. Data interdependence. Level of concurrent reads.