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Finally I had to edit the Firewall network rule for DNS and allow UDP protocol. The document mentions only about enabling TCP protocol under the section \"Configure network rules\". \n\n---\n#### Document Details\n\n⚠ *Do not edit this section. It is required for docs.microsoft.com ➟ GitHub issue linking.*\n\n* ID: ac13cbf3-f230-7e85-d57d-cba3196a166c\n* Version Independent ID: f4f0c94a-5a43-94e2-d8e5-19cf167c188a\n* Content: [Deploy and configure Azure Firewall using the Azure portal](https://docs.microsoft.com/en-us/azure/firewall/tutorial-firewall-deploy-portal)\n* Content Source: [articles/firewall/tutorial-firewall-deploy-portal.md](https://github.com/Microsoft/azure-docs/blob/master/articles/firewall/tutorial-firewall-deploy-portal.md)\n* Service: **firewall**\n* GitHub Login: @vhorne\n* Microsoft Alias: **victorh**"}}
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