#o11y #Observability

Making Sense of AI in IT and User-Experience Monitoring 

Source: Ekara by ip-label
loule0d9fda561c
Link to story: https://ip-label.com/ai-monitoring-observability-generative-agentic/

AI and Observability: understanding how Generative AI and Agentic AI support monitoring

Understand how AI fits into monitoring, digital experience monitoring, and observability practices. Discover how generative AI and agentic AI support monitoring setup, analysis, and real-time operations.

Ekara by ip-label

 #o11y #Observability

How Git Worktrees Changed My Development Workflow

Source: Icinga
Johannes Rauh
Link to story: https://icinga.com/blog/how-git-worktrees-changed-my-development-workflow/

How Git Worktrees Changed My Development Workflow

Since I started using Claude Code more frequently, I kept noticing a "worktree" checkbox popping up whenever I started a session in a Git repository. I

Icinga

 #o11y #Observability

How we migrated a live routing system using AI-assisted refactoring

Source: Datadog | The Monitor blog

Link to story: https://www.datadoghq.com/blog/engineering/ai-assisted-storage-migration/

How we migrated a live routing system using AI-assisted refactoring | Datadog

Using AI-assisted refactoring, we migrated our live routing brain to a relational model, safely validating changes against live production traffic.

Datadog

 #o11y #Observability

How to migrate feature flags without breaking production

Source: Datadog | The Monitor blog

Link to story: https://www.datadoghq.com/blog/how-to-migrate-feature-flags/

How to migrate feature flags without breaking production | Datadog

Feature flag migrations have a reputation for stalling. Learn how to structure the process in a few steps: audit legacy flags, validate evaluation parity with shadow mode, and cut over with confidence.

Datadog

 #o11y #Observability

Log management for AI workloads: How to bring your logs and telemetry plan into the AI-first century

Source: Dynatrace Blog
Mala Pillutla
Link to story: https://www.dynatrace.com/news/blog/2026-log-management-for-ai-workloads-action-plan/

Log management for AI workloads: How to bring your logs and telemetry plan into the AI-first century

AI workloads are overwhelming log management. Here’s a practical action plan to scale telemetry, control costs, and build AI trust.

Dynatrace news
How did Bonhams cut its #observability bill in half?

They switched from a legacy vendor to Dash0, achieving:

- 50% cost savings
- Complete, end-to-end trace #visibility
- Empowered developer teams with unlimited access

Full story here: eu1.hubs.ly/H0wqm4P0

 #o11y #Observability

Icinga 2 Security Update Preannouncement

Source: Icinga
Julian Brost
Link to story: https://icinga.com/blog/icinga-2-security-preannouncement-june-2026/

Icinga 2 Security Update Preannouncement

The Icinga team would like to announce the forthcoming releases of Icinga 2 versions 2.16.2, 2.15.4, and 2.14.9. These releases will be made available on

Icinga

MCP в мониторинге: когда «просто спросить» работает, а когда нет

Вступление: Почему мы заговорили об MCP? Наверняка, вы, как читатели Хабра в 2025-2026 годах заметили всплеск интереса к аббревиатуре MCP . Много разных статей уже появилось на эту тему. Но сегодня я хотел рассмотреть MCP в контексте работы в связки с APM мониторингом. Давайте пока коротко вспомним о чем речь, потом проговорим как это может помочь мониторингу и закончим обзором реализации MCP сервера в нашей системе Ключ-АСТРОМ. Итак, появившись как open-source инициатива от Anthropic, Model Context Protocol быстро стал главным стандартом подключения LLM к внешним данным. Это можно сравнить с USB-C для ИИ: один универсальный разъем вместо кучи проприетарных коннекторов. MCP — это протокол прикладного уровня, построенный поверх JSON-RPC 2.0 . Его задача — стандартизировать обмен контекстом между ИИ-моделью (Хост) и источниками данных (Сервер). Архитектура строится вокруг трех ключевых ролей:

https://habr.com/ru/companies/rkt/articles/1043670/

#observability #mcp #mcpserver #мониторинг

MCP в мониторинге: когда «просто спросить» работает, а когда нет

Просто спроси, что происходит Когда начали активно обсуждать MCP, это не выглядело как что-то неожиданное — мониторинг уже подошёл к точке, где идея «просто спросить систему» из эксперимента...

Хабр

#eBPF has come a long way from its origins in packet filtering.

In this #InfoQ #podcast, Dan Fineran explains how the eBPF “verifier” acts as a security guardrail, enabling deep observability and networking without the risks of traditional kernel modules or the slow upstreaming process.

Discover how modern tools leverage eBPF for "front-foot" security enforcement - intercepting threats before they can execute.

🎧 Listen now: https://bit.ly/4oORqEn

#Linux #Observability #Security

 #o11y #Observability

Post-incident review for TanStack npm supply chain ransom incident: No unauthorized access to customer production systems

Source: Grafana Labs blog on Grafana Labs
Joe McManus
Link to story: https://grafana.com/blog/post-incident-review-for-tanstack-npm-supply-chain-ransom-incident/

Post-incident review for TanStack npm supply chain ransom incident | Grafana Labs

We completed our internal investigation of the recent TanStack supply chain ransom incident and confirmed our initial findings: The incident was strictly limited to the Grafana Labs GitHub environment. There was no unauthorized access to customer production systems, and the Grafana Cloud platform was not affected. Read more about our incident response and remediation.

Grafana Labs