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Traffic-Driven Testing: All the Benefits of Shift-Right Testing with None of the Risk

The shift-right testing approach moves testing to later in your production cycle. Also known as "testing in production," with shift-right, you test software after it has been deployed. It gives you continuous feedback based on real-world user interactions. However, there are major drawbacks to the approach. For example, testing in production risks disrupting your user satisfaction and can mean you catch issues too late to respond to them effectively. It can also be difficult to test problems related to scale and traffic volume. Your tests are also difficult to repeat under the same conditions.

Isolating Bottlenecks: How to Determine If Your Slowdown Is Due to the Database or API

Every slowdown in your application can be traced to specific components like a database or an API, and quickly identifying the source aids the troubleshooting process. But when an API is underperforming, it may be difficult to tell whether the issue is with the API logic itself or an external service like a database that it interacts with before sending responses.

How to Start Contributing to Open Source with OpenTelemetry

Today, open source software is everywhere – from Linux-based servers, to Android smartphones, to the Firefox Web browser, to name just a handful of open source platforms in widespread use today. But the open source code driving these innovations doesn't write itself. It's developed by open source contributors – and you could be one of them.

Top 5 Virtual Mobile Phone Number Services: Your Gateway to Seamless Communication

In the tapestry of modern communication, virtual mobile phone numbers are the vibrant threads that connect disparate corners of the globe. As Steve Jobs aptly put it, "Innovation distinguishes between a leader and a follower." This sentiment perfectly encapsulates the essence of virtual phone services - a blend of innovation and practicality.

The Role of Machine Learning in Cybersecurity

Machine learning (ML) in cybersecurity dates back to the early 2000s and has become a key tool today in fighting cyber threats. According to Cybersecurity Ventures, global spending on cybersecurity products and services is expected to exceed $1.75 trillion cumulatively from 2021 to 2025, highlighting the increasing reliance on advanced technologies to combat cyber threats.

AI Summer Camp | Episode 5: AI on private cloud in the hyperscalers era

Welcome to AI Summer Camp. Join 5 essential trainings on AI from Canonical experts and level up your skills while on holiday. Episode 5: AI on private cloud - why is it relevant in the hyperscalers era? This will cover: Why consider a private cloud for AI? Key considerations when building a private cloud for AI projects Performance acceleration options for private cloud Guidance for Kubernetes on OpenStack for AI initiatives.