Correction: Azure Monitor and Log Analytics Workspaces: Observability on AZ-104
Corrected by Melik Can Sariyer · Software Engineer and Linux OS Developer
Melik Can Sariyer found something wrong, outdated, or unsupported on this page and proposed a fix. The publisher accepted the correction.
- Role
- Correction
- Publisher
- Pass4Sure
- Topic
- Azure Certifications
- Status
- Accepted
- Date
- 11 July 2026
The exact change
"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"
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 a fabricated quote credited to Charity Majors with an implausible 'frequent Microsoft observability collaborator' descriptor (Honeycomb competes with Azure Monitor), generalized a recurring fabricated Heineken IoT brewery case study (reused with different framing across sibling articles) with no locatable source, and de-attributed a fabricated quote credited to Mark Russinovich.
How this record is verified
- The contribution is tied to a real, identified contributor, not an anonymous byline.
- It counts only because the publisher, Pass4Sure, accepted it. Self-claimed work earns nothing.
- It is recorded against a specific page and cannot be bought or edited after the fact.