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Automated Testing in Data Engineering: An Imperative for Quality and Efficiency

DZone

In the data-driven landscape of today, automation has become indispensable across industries, not just to maximize efficiency but, more importantly, to ensure quality. As organizations gather and process astronomical volumes of data, manual testing is no longer feasible or reliable.

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Efficient SLO event integration powers successful AIOps

Dynatrace

Let’s assume we created a service-availability SLO, monitoring the request failure count against the overall request counts. Error budget burn rate = Error Rate / (1 – Target) Best practices in SLO configuration To detect if an entity is a good candidate for strong SLO, test your SLO. What characterizes a weak SLO?

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DevOps monitoring tools: How to drive DevOps efficiency

Dynatrace

This demand for rapid innovation is propelling organizations to adopt agile methodologies and DevOps principles to deliver software more efficiently and securely. And how do DevOps monitoring tools help teams achieve DevOps efficiency? Lost efficiency. 54% reported deploying updates every two hours or less.

DevOps 220
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Performance Testing Using Iter8

DZone

There are umpteen performance testing tools available in the commercial market as well as in the open-source repositories. Recently, Go-based performance testing tools are exploding in the open-source world. Go runtime provides very lightweight goroutines which execute the tasks quickly and efficiently.

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Software Testing: Essential 4 Levels

DZone

The goal of Levels of Testing is to make software testing more structured and efficient, as well as to make it easier to identify all available test cases and test scenarios at a given level. All of these steps go through the software testing process's tiers of testing.

Software 246
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Balancing Low Latency, High Availability, and Cloud Choice

VoltDB

Balancing Low Latency, High Availability and Cloud Choice Cloud hosting is no longer just an option — it’s now, in many cases, the default choice. Let’s look at the top cloud computing use cases, the use cases for which cloud probably isn’t the best route available, and the use cases where a hybrid approach may be best.

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DevOps engineer tools: Deploy, test, evaluate, repeat

Dynatrace

DevOps platform engineers are responsible for cloud platform availability and performance, as well as the efficiency of virtual bandwidth, routers, switches, virtual private networks, firewalls, and network management. Open source automated browser and testing tool. ” What does a DevOps platform engineer do? Evaluate.

DevOps 191