Operations | Monitoring | ITSM | DevOps | Cloud

Every technology cycle comes with hype, backlash, and eventually… utility. AI is shaping up to be no different. As we head into 2026, the conversation is already shifting from “AI will replace everything” to “why isn’t this paying off yet?” This shift is heavily influenced by evolving market trends, as businesses and technologists respond to changes in customer behavior, operational patterns, and broader market conditions that shape expectations around AI.

Five worthy reads is a regular column on five noteworthy items we’ve discovered while researching trending and timeless topics. This week, we learn more about how AI transforms sustainability in the enterprise. As enterprises accelerate their digital journeys, IT teams are under pressure to deliver faster, smarter, and more sustainable operations.

You bought a Xiaomi device because you're smart with your money. Why overpay for Samsung or Apple when you can get flagship specs at half the price? Now you're facing the same question with cloud storage: stick with Mi Cloud at $0.99/month, or is there something better? Here's the thing nobody tells you. Mi Cloud's pricing looks competitive, but the real question isn't "how much does it cost?", it's "who can access my files, and do I care?".

2025 was a landmark year for VictoriaMetrics — defined not only by product improvements, new capabilities, and wider adoption, but by a strong and consistent presence across the global open-source and cloud-native ecosystem. Our mission has always been clear: to build open-source monitoring and observability solutions that are simple, reliable, and efficient for metrics, logs, and traces.

You’re thinking about implementing an incident response tool, but you’re not quite sure what to look for – or which solution is the right fit? Of course, we could tell you a lot about the benefits of an incident response tool. After all, we’ve been involved with our software from day one and know the thinking behind every feature. But how can you know whether an incident response tool like SIGNL4 will truly work for you in real-world scenarios?

Guided Shadow Configuration removes the setup overhead of shadow databases in Flyway Desktop, allowing teams to adopt migrations-based workflows quickly and safely with minimal configuration. A Shadow Database is a disposable, ‘sandbox’ database that Flyway uses to generate and verify migration scripts.

In 2025, Elastic and Google Cloud created a powerhouse of AI-driven insights, providing an end-to-end search, observability, and security journey for our joint customers. We continue to partner on many opportunities for success and have made even further progress this year to empower all our users, especially around generative AI (GenAI). This blog highlights our collaboration with Google Cloud to help you harness the power of data at scale as well as our top moments from Google Cloud Next ‘25.

The speed at which you can go from making a change in your code, to understanding if it actually works, has long been a popular topic of discussion (and often, humour) for engineers. This remains true in a world with AI. Developer experience isn't just important for humans anymore. Those agents we're all using hundreds of times a day? Feedback cycles matter just as much for them, if not more.

Holiday shoppers are notoriously impatient, and in 2025, they’re increasingly impatient when it comes to slow websites. Keywords like “website downtime tracking” and “ecommerce site reliability” are often trending because businesses are realizing that slow is the new down. This holiday season, the goal is to safeguard your website against business-critical slowdowns without adding “manual monitoring” to your already busy plate.

This blog post is based on a product presentation by Antonis Kalipetis, Staff Engineer at SymfonyCon 2023, about Upsun's experience with Nix. We utilized ChatGPT for transcription and to enhance the grammar and syntax. Django deployments have evolved since the framework's early days.