Operations | Monitoring | ITSM | DevOps | Cloud

AI in EdTech: How Artificial Intelligence Is Shaping the Future of Learning

Nowadays, almost everyone is talking about artificial intelligence because it's everywhere: on your phone, in social media, streaming services, search results, and more. However, one of the most underrated spheres AI is revolutionizing right now is education. The process of learning allows people to gain knowledge and develop new skills. Students and children, as well as adults who pursue additional education alongside their existing learning are participants of a very big and important knowledge gaining industry.

Code Generation for Complex SDKs: When and How to Use It

If you have worked with modern SDKs in any real project, you already know they make development easier and harder at the same time. They offer tools that save time, but once an SDK gets large, it can turn into a maze of methods, object types, and setup steps. Some cloud SDKs are so big that writing integration code by hand starts to feel like repeating the same patterns over and over. That is where code generation becomes useful. It reduces the amount of manual glue code and cuts down the chances of making small mistakes that later take hours to debug.

What is Database Change Management (DCM)?

Database change management is the foundation for building a stable, secure, and high-performing application. In today’s fast-paced technological landscape, where agile and DevOps are the go-to for developing database application, rapid releases and continuous iteration are the norms. But with frequent deployments comes the risk of untracked database changes.

The Complete SaaS Unit Economics Guide (2025 Edition)

Measuring and monitoring unit economics can help your SaaS brand make informed business and engineering decisions. But how do you get that data, and what exactly are SaaS unit economics? We’ll cover exactly what SaaS unit economics are, metrics you should monitor, how to calculate your unit economics, and the tools you can use to be successful.

Alerting Best Practices

A firing alert is like someone ringing your doorbell - it demands your immediate attention, interrupting whatever else you’re doing. It requires focus and a quick response. But imagine trying to live in an apartment where the doorbell never stops ringing. You could put in earplugs to block the noise, but that only masks the problem - it doesn’t solve it. On the other hand, disconnecting the doorbell entirely isn’t a solution either.

You Can't Keep Hiring-It's Time to Rethink Operations With AI

Operations has always been a headcount game. More systems mean more people, with human judgment as the irreplaceable element at the end of every alert chain. This fundamental relationship between complexity and operators has defined how we’ve built and run operations infrastructure for decades. But modern product velocity and complexity outpace any organization’s ability to hire and train operators.

Debugging Slow PHP Applications with APM Tools

A slow PHP application in production is not just a performance issue, it poses a significant risk to business operations and user satisfaction. Slow page loads frustrate users, increase bounce rates, and directly impact revenue. For developers, the bigger challenge is that these slowdowns often hide deep in the code, database queries, or external dependencies, making them hard to find.

Identify slowdowns across your entire network with Datadog Network Path

As modern infrastructure becomes increasingly distributed across on-premises data centers, multi-cloud environments, ISPs, and remote offices, understanding how traffic flows across your network is critical to delivering reliable performance and great user experiences. But pinpointing the source of network slowdowns remains one of the most persistent challenges for operations, network, and IT teams.

Instrument your Azure Container Apps workloads with the new Datadog Agent sidecar

Modern application development is evolving rapidly, with serverless containers and microservices becoming the standard for scalable, resilient architectures. Azure Container Apps is at the forefront of this movement, enabling developers to deploy containerized applications without having to manage infrastructure.

Grafana Mimir: 3 reasons to run the TSDB for Prometheus on bare metal

Wilfried Roset is an engineering manager who leads an SRE team and he is a Grafana Champion. Wilfried currently works at OVHcloud where he focuses on prioritizing sustainability, resilience, and industrialization to guarantee customers satisfaction. Whether it’s for efficient resource allocation, flexibility, high availability, or scalability, it makes a lot of sense to run Grafana Mimir on Kubernetes—but it’s not the only way to deploy Mimir.