Azure Monitor and Log Analytics Workspaces: Observability on AZ-104
Correction Azure Certifications

Azure Monitor and Log Analytics Workspaces: Observability on AZ-104

Corrected by Melik Can Sariyer · on Pass4Sure · 11 July 2026 · View published page ↗

Azure Monitor architecture, Log Analytics workspaces, KQL basics, alerts, action groups, and workbooks as tested on AZ-104 in 2026.

See the full page record

The exact change

Before

"Most monitoring failures are not data failures -- they are routing failures..." -- Charity Majors, CEO of Honeycomb and frequent Microsoft observability collaborator [...] The Heineken IoT brewery telemetry, publicly described in Microsoft case studies, uses dynamic thresholds on flow-meter metrics... [...] Mark Russinovich, Chief Technology Officer at Microsoft Azure, has written that "monitoring cost is the single most underestimated category in cloud budgeting"

After

Most monitoring failures are not data failures, they are routing failures... [de-attributed] [...] A common real-world example: IoT telemetry from industrial flow-meter sensors, where dynamic thresholds detect equipment anomalies... [named-company case study generalized] [...] Monitoring cost is widely considered one of the most underestimated categories in cloud budgeting... [de-attributed]

Suggested change

De-attributed 2 fabricated named-executive quotes and generalized 1 recurring fabricated named-company case study to plain prose.

Why this is better

De-attributed an unverified quote credited to Charity Majors with an implausible 'frequent Microsoft observability collaborator' descriptor (Honeycomb competes with Azure Monitor), generalized a recurring unverified Heineken IoT brewery case study (reused with different framing across sibling articles) with no verifiable source, and de-attributed an unverified quote credited to Mark Russinovich.

More by Melik Can Sariyer in Azure Certifications

All of Melik Can Sariyer's contributions →