Operations | Monitoring | ITSM | DevOps | Cloud

How to Size Infrastructure When Hardware Delays and Cost Pressure Change the Equation

Sizing infrastructure has always required a balance between performance, capacity, and risk. What has changed is the level of precision required to make those decisions. Hardware timelines are less predictable. Costs are under closer review. Decisions that were once routine now require clear justification. In many cases, the question is no longer just how much capacity is needed, but whether that capacity can be delivered when it is needed and whether the investment will hold up under scrutiny.

Monitor Memory Where Allocations Occur

Kubernetes dashboards often mask a system infrastructure failure. When a critical application crashes, it often points to an Out-of-Memory event. Even while standard CPU metrics appear completely healthy. This quick walkthrough shows you how Coralogix integrates continuous memory profiling directly into your production environment. We pair OpenTelemetry trace data with continuous background sampling via the Async Profiler. It helps teams isolate resource heavy code paths before they trigger system degradation.

Turn Datadog findings into automated code fixes with Bits Code

Engineering teams lose hours in the gap between detecting a problem and getting a fix into review. An on-call engineer sees an error spike in Datadog, pivots to traces and logs to isolate the failure, opens the relevant repository, reproduces the issue, writes a fix, adds tests, waits on CI, and finally opens a pull request. Even when the problem is familiar, the workflow pulls engineers across several tools and stretches remediation from minutes into hours or days.

Round-Robin Alert Distribution in OnPage | Incident Management Application

Introducing Round-Robin Alert Distribution in OnPage. When every alert starts with the same responder, critical issues can pile up fast and put too much pressure on the same on-call team members. With Round-Robin Alert Distribution, OnPage can route alerts sequentially across responders, helping teams distribute urgent work more evenly, reduce workload concentration and support a more balanced on-call experience.

DASH 2026 Operating at Scale: Guide to Datadog's newest announcements

A challenge for many teams continues to be managing cost, governance, and reliability across an ever-larger footprint. This year’s DASH announcements help teams operate efficiently at scale, with new tools to cut cloud and AI spend, eliminate waste automatically, maintain observability during outages, and manage many organizations and agents as a single unit.

Autonomously monitor for impactful degradations with Bits Detection

Monitoring is built around the system a team understands at a point in time. Engineers add endpoints, move dependencies, and change user flows every day. Over time, that creates coverage drift as monitors keep reflecting the system as it used to behave, while changing paths introduce failure modes that teams didn’t yet know to watch for. Bits Detection automatically creates, tunes, and maintains monitors for your services.