Operations | Monitoring | ITSM | DevOps | Cloud

Observability data has a habit of outgrowing everything else. As telemetry volume, variety, and velocity increases, staying organized gets harder. Governance becomes messy, and the cost of digging through “everything” keeps rising. Over the past year, Coralogix’s DataPrime engine has been addressing these challenges by laying a new foundation for observability at scale.

Tracing is one of the most transformative gifts of observability. It allows engineers to follow a single request through a distributed system and see every span and dependency along the way. However, even with that visibility, some of our most basic questions stay unanswered. Why did a specific span behave differently today than it did yesterday? Why did latency rise even when nothing “broke”?

Enterprise data volumes are doubling every two years, but security and observability budgets remain mostly flat (or in the worst-case scenario, are declining). As teams struggle to keep up, the challenge isn’t just the amount of data, it’s the inefficiency of how that data is collected, processed, and routed. Most organizations rely on a patchwork of agents, forwarders, and legacy collectors like Syslog to ingest telemetry from across the environment.

Your network is not a static entity. It is a living system that has been running for years, absorbing countless changes. While your infrastructure may appear healthy on the surface, a slow and silent saboteur is often at work, methodically undermining your infrastructure from within. This is not the work of a malicious actor. It’s the inevitable result of a process you may not even be tracking: configuration drift.

Learn what IPsec is, how it works, key protocols and VPN types, and how to combine IPsec with NaaS for secure, scalable network connectivity.

Engineering teams rely on forms for everything from approvals to checklists, yet the process usually lives outside engineering operations. Spreadsheets, one-off surveys, and external form builders capture inputs, but they create scattered data, slow follow-ups, and manual translation into actionable work. Datadog Forms enables teams to create and share interactive forms directly within Datadog.

(Almost) everyone is using generative AI, and just as many aren’t seeing any benefits. Research firm Gartner calls it the “gen AI paradox” — nearly 80% of companies say they’ve invested in generative solutions, and the same number report no benefits to their bottom line. What’s more, 90% of projects are stuck in pilot mode; ready to take off, but just can’t get up to speed.

FinOps thrives on clarity, and clarity is built on metrics. Metrics give engineering and finance a shared language to understand costs, evaluate trade-offs, and guide innovation. The most impactful metrics go beyond “how much are we spending?” and help us answer: When we measure these things, we stretch beyond tracking progress to fueling it.

Cloud outages like the recent ones at Cloudflare, Microsoft Azure, and AWS can have a significant impact on your business with downtime, lost revenue, and unhappy customers. They can also disrupt your team's ability to work effectively. To stay on top of such outages, your team needs to know about them in an easy and timely way. In this article, we will see how to integrate IncidentHub cloud outage alerts with Microsoft Teams.

Email servers can be added to blacklists without any visible warning. When this happens, emails stop reaching inboxes and businesses lose communication reliability. Email blacklist monitoring solves this problem by checking your IP addresses and domains against global blacklist databases. This article explains the monitoring process in a clear, simple, and structured way, so you understand how it protects your deliverability and reputation.