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        "title": "Separate Load Balancer data-path health from application availability",
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        "dse_recommendation": "Pair data-path monitoring with backend membership checks and an application-level test.",
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        "content_html": "<h2>Source facts</h2>\n<p>The data-path availability probe simulates traffic through the load-balancing rule to the host of a backend VM. The host responds; the VM itself does not receive that probe traffic. Its result is therefore different from an application response inside the guest.</p>\n<p>When backend pools are empty, there is no valid data path to probe. Microsoft says the metric is then unavailable and configured alerts on that metric do not trigger. <a href=\"https://learn.microsoft.com/en-us/azure/load-balancer/load-balancer-standard-diagnostics\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft Learn</a>.</p>\n<h2>Applicability</h2>\n<p>Identify the frontend rule, intended backend membership, and the application transaction whose availability matters. Keep infrastructure-path health, backend health-probe state, and a real user transaction distinct in the monitoring design.</p>\n<h2>DSE recommendation</h2>\n<p>DSE recommends writing an acceptance statement for each signal before setting alert thresholds. Explicitly account for an empty backend pool instead of assuming the data-path alert covers it. Assign an owner to membership drift and define an application test that reaches the intended service through the frontend.</p>\n<h2>Verification</h2>\n<p>In a nonproduction load balancer, compare healthy traffic, an application failure, and an empty-pool condition. Record which signal changes in each case and whether the expected notification occurs. Inspect the application response separately from metric presence. Preserve the configured rule and backend list with the observed results before relying on the alert set.</p>\n<h2>Official references</h2>\n<p><a href=\"https://learn.microsoft.com/en-us/azure/load-balancer/load-balancer-standard-diagnostics\" target=\"_blank\" rel=\"noopener noreferrer\">Microsoft Learn: Load Balancer Diagnostics</a>. Source retrieved September 9, 2026.</p>",
        "content_text": "Source facts\nThe data-path availability probe simulates traffic through the load-balancing rule to the host of a backend VM. The host responds; the VM itself does not receive that probe traffic. Its result is therefore different from an application response inside the guest.\nWhen backend pools are empty, there is no valid data path to probe. Microsoft says the metric is then unavailable and configured alerts on that metric do not trigger. Microsoft Learn.\nApplicability\nIdentify the frontend rule, intended backend membership, and the application transaction whose availability matters. Keep infrastructure-path health, backend health-probe state, and a real user transaction distinct in the monitoring design.\nDSE recommendation\nDSE recommends writing an acceptance statement for each signal before setting alert thresholds. Explicitly account for an empty backend pool instead of assuming the data-path alert covers it. Assign an owner to membership drift and define an application test that reaches the intended service through the frontend.\nVerification\nIn a nonproduction load balancer, compare healthy traffic, an application failure, and an empty-pool condition. Record which signal changes in each case and whether the expected notification occurs. Inspect the application response separately from metric presence. Preserve the configured rule and backend list with the observed results before relying on the alert set.\nOfficial references\nMicrosoft Learn: Load Balancer Diagnostics. Source retrieved September 9, 2026.",
        "content_markdown": "## Source facts\n\nThe data-path availability probe simulates traffic through the load-balancing rule to the host of a backend VM. The host responds; the VM itself does not receive that probe traffic. Its result is therefore different from an application response inside the guest.\n\nWhen backend pools are empty, there is no valid data path to probe. Microsoft says the metric is then unavailable and configured alerts on that metric do not trigger. [Microsoft Learn](https://learn.microsoft.com/en-us/azure/load-balancer/load-balancer-standard-diagnostics).\n\n## Applicability\n\nIdentify the frontend rule, intended backend membership, and the application transaction whose availability matters. Keep infrastructure-path health, backend health-probe state, and a real user transaction distinct in the monitoring design.\n\n## DSE recommendation\n\nDSE recommends writing an acceptance statement for each signal before setting alert thresholds. Explicitly account for an empty backend pool instead of assuming the data-path alert covers it. Assign an owner to membership drift and define an application test that reaches the intended service through the frontend.\n\n## Verification\n\nIn a nonproduction load balancer, compare healthy traffic, an application failure, and an empty-pool condition. Record which signal changes in each case and whether the expected notification occurs. Inspect the application response separately from metric presence. Preserve the configured rule and backend list with the observed results before relying on the alert set.\n\n## Official references\n\n[Microsoft Learn: Load Balancer Diagnostics](https://learn.microsoft.com/en-us/azure/load-balancer/load-balancer-standard-diagnostics). Source retrieved September 9, 2026."
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