Observability stories
Engineering teams are still losing two working days a week to debugging, as lack of production visibility leaves AI fixes hard to trust.
Businesses adopting agentic AI will get new governance and recovery tools as Commvault tries to reduce data risk and compliance worries.
Organisations face a growing gap in controls as AI agents and machine identities outpace perimeter defences and widen credential-based attack risk.
Most firms say AI will fail to pay off unless CIOs fix fragmented processes and add real-time business context first.
Checkout attacks and traffic spikes are being absorbed automatically, helping Blackpepper keep retail sites online and revenue flowing.
AI assistants can now query live workflow status and diagnostics, reducing reliance on dashboards for regulated firms using Adeptia's software.
Developers can now deploy cloud-hosted Claude agents without building the supporting infrastructure, as Anthropic handles security, tracing and state management.
Most firms are not ready for AI-driven API attacks, with Salt saying 92% have yet to reach advanced security maturity.
More software teams could catch AI-made defects before release as Katalon’s new platform adds human approval, traceability and live monitoring.
Customers stand to gain tighter control of telemetry as Dynatrace adds Bindplane’s data-routing tools to cut costs and manage compliance.
Most teams still want human sign-off before Kubernetes cost and performance changes go live, CloudBolt's survey of 321 practitioners found.
It should help Neara's engineers resolve incidents more than 50% faster as the utility software company handles seven terabytes of data a month.
Engineering teams could use the new system to cut incident toil, as NeuBird AI expands into preventive risk detection and optimisation.
Alert fatigue is helping trigger costly outages, even as executives overstate AI use in incident management, a NeuBird study says.
Enterprises scaling AI are finding that reliable, real-time data pipelines and governance now matter more than model choice for ROI and control.
Product teams can now measure A/B tests against revenue and usage data in one place, as Datadog widens into experimentation.
IT teams could spot outage risks sooner as Freshservice now continuously maps cloud, hybrid and on-premises assets and dependencies.
Rising AI traffic and hybrid cloud complexity drove deep observability revenue up 18% last year, with Gigamon holding 51% of the market.
Beta testing showed the platform can cut manual work quickly, completing more than 350 automations in under two weeks at one organisation.
Australian firms risk shifting bottlenecks from coding to testing and security as AI boosts developer output but leaves workflows fragmented.