Operations | Monitoring | ITSM | DevOps | Cloud

An engineer in an incident does not have a metrics problem, a logs problem and a traces problem. They have one question, and answering it today means opening three interfaces and retyping the same timestamp, service name and tenant into each one.

Read more: https://speedscale.com/blog/your-observability-stack-found-the-fire/

ManageEngine MSP Central's billing capability, powered by Zoho Billing, is officially live—and the headline feature is automated usage-based billing. No more pulling usage numbers manually, matching them to invoices, and updating everything by hand every month. Here's what changes: Customer data syncs automatically from MSP Central to Zoho Billing—no duplicate client records. Every service you deliver, including endpoint management, ITSM, and infrastructure monitoring, becomes billable in Zoho Billing without manual setup. Set up subscriptions per client, per service—one client can run multiple subscriptions at once.

Watch the full episode: MCP vs CLI: Does it even make a difference? Live Laugh Logs ep. 3.

In this Black Hat talk, Nicole Beckwith introduces APEX (Adversarial Pattern Extraction and Correlation), a detection framework—not a Cribl product—that clusters TTP-based signals around entities to support behavioral detection. It is intended for security practitioners, SOC and detection teams, and threat hunters who want to learn how to use raw telemetry or OCSF data, TTP chaining, time windows, criticality, and cross-correlation to detect behavior beyond static indicators and rule-count coverage.