diff --git a/.github/workflows/opendata-instance-size-flexibility.yml b/.github/workflows/opendata-instance-size-flexibility.yml new file mode 100644 index 000000000..8dea73d7c --- /dev/null +++ b/.github/workflows/opendata-instance-size-flexibility.yml @@ -0,0 +1,84 @@ +name: Update Instance Size Flexibility + +on: + schedule: + - cron: '0 6 * * 1' # Every Monday at 06:00 UTC + workflow_dispatch: + +# Unlike the other open data workflows, the Catalogs API is authenticated and requires +# Microsoft.Capacity/catalogs/read. This reuses the existing OIDC service principal from the +# aoe-prod environment (same one the AOE deployment workflows use) via federated credentials, +# so no client secret is stored. The principal's subscription must have the Microsoft.Capacity +# resource provider registered. +permissions: + contents: write + pull-requests: write + id-token: write + +jobs: + update: + environment: aoe-prod + runs-on: ubuntu-latest + timeout-minutes: 60 + steps: + - uses: actions/checkout@v4 + with: + ref: dev + + - name: Install Az.Accounts + shell: pwsh + run: | + Set-PSRepository PSGallery -InstallationPolicy Trusted + Install-Module -Name Az.Accounts -RequiredVersion 2.19.0 -Force + + - name: Login via Az module + uses: azure/login@hf_447_release + with: + client-id: ${{ secrets.AZURE_CLIENT_ID }} + tenant-id: ${{ secrets.AZURE_TENANT_ID }} + subscription-id: ${{ secrets.AZURE_SUBSCRIPTION_ID }} + enable-AzPSSession: true + + - name: Fetch ISF ratios from Azure Catalogs API + shell: pwsh + run: src/scripts/Update-InstanceSizeFlexibility.ps1 + + - name: Create PR if data changed + env: + GH_TOKEN: ${{ secrets.GITHUB_TOKEN }} + PR_BODY: | + ## Summary + + Weekly automated update of instance size flexibility (ISF) ratios from the + [Azure Reservations Catalogs API](https://learn.microsoft.com/azure/cost-management-billing/reservations/instance-size-flexibility#extract-instance-size-flexibility-ratios-using-azure-catalogs-api). + + This file maps each ARM SKU to its instance size flexibility group and ratio, + replacing the deprecated `AutofitComboMeterData.csv` and `isfratioblob.csv` files + that were hosted on `ccmstorageprod.blob.core.windows.net` (retired 30 Aug 2026). + + ## Test plan + + - [ ] Review the diff for unexpected changes (large drops in group/SKU count, etc.) + - [ ] Spot-check a few SKUs against the Azure Pricing Calculator + + πŸ€– Generated by the **Update Instance Size Flexibility** workflow + run: | + # Check for changes (handles both new file and modified file) + if git diff --quiet --exit-code -- src/open-data/InstanceSizeFlexibility.csv 2>/dev/null && \ + ! git ls-files --others --exclude-standard | grep -q 'InstanceSizeFlexibility.csv'; then + echo "No changes detected" + exit 0 + fi + + BRANCH="opendata/instance-size-flexibility-$(date +%Y%m%d)" + git checkout -b "$BRANCH" + git config user.name "github-actions[bot]" + git config user.email "github-actions[bot]@users.noreply.github.com" + git add src/open-data/InstanceSizeFlexibility.csv + git commit -m "chore: Update instance size flexibility ratios" + git push origin "$BRANCH" + + gh pr create \ + --title "[Open Data] Update instance size flexibility ratios ($(date +'%B %Y'))" \ + --base dev \ + --body "$PR_BODY" diff --git a/docs-mslearn/toolkit/changelog.md b/docs-mslearn/toolkit/changelog.md index 1f7974bef..a01533027 100644 --- a/docs-mslearn/toolkit/changelog.md +++ b/docs-mslearn/toolkit/changelog.md @@ -3,7 +3,7 @@ title: FinOps toolkit changelog description: Review the latest features and enhancements in the FinOps toolkit, including updates to FinOps hubs, Power BI reports, and more. author: MSBrett ms.author: brettwil -ms.date: 06/19/2026 +ms.date: 06/29/2026 ms.topic: reference ms.service: finops ms.subservice: finops-toolkit @@ -18,14 +18,18 @@ ms.reviewer: brettwil This article summarizes the features and enhancements in each release of the FinOps toolkit. - +### [Open data](open-data.md) updates + +**[Instance size flexibility](open-data.md#instance-size-flexibility)** + +- **Added** + - Added a new [Instance size flexibility](open-data.md#instance-size-flexibility) dataset that maps each ARM SKU to its instance size flexibility group and ratio, sourced from the Azure Reservations Catalogs API. It replaces the deprecated ISF ratio files hosted on `ccmstorageprod.blob.core.windows.net` ([#2090](https://github.com/microsoft/finops-toolkit/issues/2090)).
diff --git a/docs-mslearn/toolkit/open-data.md b/docs-mslearn/toolkit/open-data.md index afc1f6f4b..0e7cf8489 100644 --- a/docs-mslearn/toolkit/open-data.md +++ b/docs-mslearn/toolkit/open-data.md @@ -4,7 +4,7 @@ description: Use open data to normalize and enhance your FinOps reporting, ensur ms.topic: concept-article author: flanakin ms.author: micflan -ms.date: 04/04/2026 +ms.date: 06/29/2026 ms.service: finops ms.subservice: finops-toolkit ms.reviewer: micflan @@ -179,6 +179,31 @@ A few important notes about the data:
+## Instance size flexibility + +Instance size flexibility (ISF) lets a reservation apply across multiple SKUs in the same flexibility group, weighted by a ratio. The instance size flexibility file maps each ARM SKU to its flexibility group and ratio, sourced from the [Azure Reservations Catalogs API](/azure/cost-management-billing/reservations/instance-size-flexibility#extract-instance-size-flexibility-ratios-using-azure-catalogs-api). It replaces the static ISF ratio files that were previously hosted on `ccmstorageprod.blob.core.windows.net`, which Microsoft is retiring. + +Sample data: + +| InstanceSizeFlexibilityGroup | ArmSkuName | Ratio | +| ---------------------------- | -------------- | ----- | +| Av2 Series | Standard_A1_v2 | 1 | +| Av2 Series | Standard_A2_v2 | 2.1 | +| Av2 Series | Standard_A4_v2 | 4.44 | + +A few important notes about the data: + +- It covers the reserved resource types that expose ISF ratios: Virtual Machines, Block Blob storage, Redis Cache, and Dedicated Host. +- Ratios are the raw Microsoft values within each group (the smallest SKU isn't always `1`). +- Data is updated weekly via a GitHub Actions workflow. + + +> [!div class="nextstepaction"] +> [Download](https://github.com/microsoft/finops-toolkit/releases/latest/download/InstanceSizeFlexibility.csv) + + +
+ ## Dataset examples The following files are examples of what you see when you export data from Microsoft Cost Management. These files are provided to help you understand the data structure and format. They are from an Enterprise Agreement (EA) demo account and aren't intended to be used for ingestion or reporting. diff --git a/docs/open-data.md b/docs/open-data.md index fd0fd59ab..ed191680b 100644 --- a/docs/open-data.md +++ b/docs/open-data.md @@ -34,6 +34,12 @@ FinOps toolkit open data is used to transform Cost Management actual and amortiz ## Download open data
+
+
πŸ“ Instance size flexibility
+ Download + + +
πŸ“ Pricing units
Download diff --git a/src/open-data/InstanceSizeFlexibility.csv b/src/open-data/InstanceSizeFlexibility.csv new file mode 100644 index 000000000..f9b4d705b --- /dev/null +++ b/src/open-data/InstanceSizeFlexibility.csv @@ -0,0 +1,2437 @@ +"InstanceSizeFlexibilityGroup","ArmSkuName","Ratio" +"Av2 Series","Standard_A1_v2","1" +"Av2 Series","Standard_A2_v2","2.1" +"Av2 Series","Standard_A4_v2","4.44" +"Av2 Series","Standard_A8_v2","9.28" +"Av2 Series High Memory","Standard_A2m_v2","2" +"Av2 Series High Memory","Standard_A4m_v2","4" +"Av2 Series High Memory","Standard_A8m_v2","8" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b0","1" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b1","2" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b10","19.69" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b100","156" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b1000","1248" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b150","235.63" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b20","39.31" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b250","315" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b3","4.06" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b350","471.25" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b5","9.75" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b50","78.56" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b500","624" +"Azure Managed Redis - Balanced","azure_managed_redis_balanced_b700","936" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x1","1" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x10","4" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x100","31.9" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x150","47.9" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x20","8" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x250","63.9" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x3","1.5" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x350","95.8" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x5","2" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x50","16" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x500","127.7" +"Azure Managed Redis - Compute Optimized","azure_managed_redis_compute_optimized_x700","159.7" +"Azure Managed Redis - Flash Optimized","azure_managed_redis_flash_optimized_a1000","4" +"Azure Managed Redis - Flash Optimized","azure_managed_redis_flash_optimized_a1500","6" +"Azure Managed Redis - Flash Optimized","azure_managed_redis_flash_optimized_a2000","8" +"Azure Managed Redis - Flash Optimized","azure_managed_redis_flash_optimized_a250","1" +"Azure Managed Redis - Flash Optimized","azure_managed_redis_flash_optimized_a4500","16" +"Azure Managed Redis - Flash Optimized","azure_managed_redis_flash_optimized_a500","2" +"Azure Managed Redis - Flash Optimized","azure_managed_redis_flash_optimized_a700","3" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m10","1" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m100","8" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m1000","64" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m150","12" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m1500","96" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m20","2" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m2000","128" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m250","16" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m350","24" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m50","4" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m500","32" +"Azure Managed Redis - Memory Optimized","azure_managed_redis_memory_optimized_m700","48" +"Azure Redis Cache Enterprise","azure_redis_cache_enterprise_e1","1" +"Azure Redis Cache Enterprise","azure_redis_cache_enterprise_e10","12.03" +"Azure Redis Cache Enterprise","azure_redis_cache_enterprise_e100","94.23" +"Azure Redis Cache Enterprise","azure_redis_cache_enterprise_e20","24" +"Azure Redis Cache Enterprise","azure_redis_cache_enterprise_e50","47.13" +"Azure Redis Cache Enterprise Flash","azure_redis_cache_enterprise_flash_f1500","4" +"Azure Redis Cache Enterprise Flash","azure_redis_cache_enterprise_flash_f300","1" +"Azure Redis Cache Enterprise Flash","azure_redis_cache_enterprise_flash_f700","2" +"Azure Redis Cache Premium","azure_redis_cache_premium_p1_cache","1" +"Azure Redis Cache Premium","azure_redis_cache_premium_p2_cache","2" +"Azure Redis Cache Premium","azure_redis_cache_premium_p3_cache","4" +"Azure Redis Cache Premium","azure_redis_cache_premium_p4_cache","8" +"Azure Redis Cache Premium","azure_redis_cache_premium_p5_cache","18.14" +"Basv2 Series","Standard_B16als_v2","113.4" +"Basv2 Series","Standard_B16as_v2","128.08" +"Basv2 Series","Standard_B2als_v2","8" +"Basv2 Series","Standard_B2as_v2","16" +"Basv2 Series","Standard_B2ats_v2","2" +"Basv2 Series","Standard_B32als_v2","226.6" +"Basv2 Series","Standard_B32as_v2","255.96" +"Basv2 Series","Standard_B4als_v2","28.3" +"Basv2 Series","Standard_B4as_v2","31.92" +"Basv2 Series","Standard_B8als_v2","56.6" +"Basv2 Series","Standard_B8as_v2","64.04" +"Bpsv2 Series","Standard_B16pls_v2","113.34" +"Bpsv2 Series","Standard_B16ps_v2","128.1" +"Bpsv2 Series","Standard_B2pls_v2","8" +"Bpsv2 Series","Standard_B2ps_v2","16" +"Bpsv2 Series","Standard_B2pts_v2","2" +"Bpsv2 Series","Standard_B4pls_v2","28.34" +"Bpsv2 Series","Standard_B4ps_v2","31.9" +"Bpsv2 Series","Standard_B8pls_v2","56.66" +"Bpsv2 Series","Standard_B8ps_v2","64.04" +"BS Series","Standard_B1ls","0.25" +"BS Series","Standard_B1s","0.5" +"BS Series","Standard_B2s","2" +"BS Series High Memory","Standard_B12ms","12.06" +"BS Series High Memory","Standard_B16ms","16.09" +"BS Series High Memory","Standard_B1ms","0.5" +"BS Series High Memory","Standard_B20ms","20.1" +"BS Series High Memory","Standard_B2ms","2" +"BS Series High Memory","Standard_B4ms","4" +"BS Series High Memory","Standard_B8ms","8.05" +"Bsv2 Series","Standard_B16ls_v2","113.27" +"Bsv2 Series","Standard_B16s_v2","128.08" +"Bsv2 Series","Standard_B2ls_v2","8" +"Bsv2 Series","Standard_B2s_v2","16" +"Bsv2 Series","Standard_B2ts_v2","2" +"Bsv2 Series","Standard_B32ls_v2","226.73" +"Bsv2 Series","Standard_B32s_v2","255.96" +"Bsv2 Series","Standard_B4ls_v2","28.27" +"Bsv2 Series","Standard_B4s_v2","31.92" +"Bsv2 Series","Standard_B8ls_v2","56.73" +"Bsv2 Series","Standard_B8s_v2","64.04" +"D Series","Standard_D1","1" +"D Series","Standard_D2","2" +"D Series","Standard_D3","4" +"D Series","Standard_D4","8" +"D Series High Memory","Standard_D11","2" +"D Series High Memory","Standard_D12","4" +"D Series High Memory","Standard_D13","8" +"D Series High Memory","Standard_D14","16" +"Dadsv5 Series","Standard_D16ads_v5","16" +"Dadsv5 Series","Standard_D2ads_v5","2" +"Dadsv5 Series","Standard_D32ads_v5","32" +"Dadsv5 Series","Standard_D48ads_v5","48" +"Dadsv5 Series","Standard_D4ads_v5","4" +"Dadsv5 Series","Standard_D64ads_v5","64" +"Dadsv5 Series","Standard_D8ads_v5","8" +"Dadsv5 Series","Standard_D96ads_v5","96" +"Dadsv5 Series DedicatedHost","dadsv5_type1","112" +"Dasv4 Series","Standard_D16as_v4","16" +"Dasv4 Series","Standard_D2as_v4","2" +"Dasv4 Series","Standard_D32as_v4","32" +"Dasv4 Series","Standard_D48as_v4","48" +"Dasv4 Series","Standard_D4as_v4","4" +"Dasv4 Series","Standard_D64as_v4","64" +"Dasv4 Series","Standard_D8as_v4","8" +"Dasv4 Series","Standard_D96as_v4","96" +"Dasv4 Series Dedicated Host","dasv4_type1","96" +"Dasv4 Series Dedicated Host","dasv4_type2","99.84" +"Dasv5 Series","Standard_D16as_v5","16" +"Dasv5 Series","Standard_D2as_v5","2" +"Dasv5 Series","Standard_D32as_v5","32" +"Dasv5 Series","Standard_D48as_v5","48" +"Dasv5 Series","Standard_D4as_v5","4" +"Dasv5 Series","Standard_D64as_v5","64" +"Dasv5 Series","Standard_D8as_v5","8" +"Dasv5 Series","Standard_D96as_v5","96" +"Dasv5 Series DedicatedHost","dasv5_type1","112" +"Dav4 Series","Standard_D16a_v4","16" +"Dav4 Series","Standard_D2a_v4","2" +"Dav4 Series","Standard_D32a_v4","32" +"Dav4 Series","Standard_D48a_v4","48" +"Dav4 Series","Standard_D4a_v4","4" +"Dav4 Series","Standard_D64a_v4","64" +"Dav4 Series","Standard_D8a_v4","8" +"Dav4 Series","Standard_D96a_v4","96" +"DCadsv5-series DedicatedHost","dcadsv5 type 1","112" +"DCadsv5-series Linux","Standard_DC16ads_v5","16" +"DCadsv5-series Linux","Standard_DC2ads_v5","2" +"DCadsv5-series Linux","Standard_DC32ads_v5","32" +"DCadsv5-series Linux","Standard_DC48ads_v5","48" +"DCadsv5-series Linux","Standard_DC4ads_v5","4" +"DCadsv5-series Linux","Standard_DC64ads_v5","64" +"DCadsv5-series Linux","Standard_DC8ads_v5","8" +"DCadsv5-series Linux","Standard_DC96ads_v5","96" +"DCasv5-series DedicatedHost","dcasv5 type 1","112" +"DCasv5-series Linux","Standard_DC16as_v5","16" +"DCasv5-series Linux","Standard_DC2as_v5","2" +"DCasv5-series Linux","Standard_DC32as_v5","32" +"DCasv5-series Linux","Standard_DC48as_v5","48" +"DCasv5-series Linux","Standard_DC4as_v5","4" +"DCasv5-series Linux","Standard_DC64as_v5","64" +"DCasv5-series Linux","Standard_DC8as_v5","8" +"DCasv5-series Linux","Standard_DC96as_v5","96" +"DCdsv3 Series DedicatedHost","dcdsv3 type1","60" +"DCdsv3 Series Linux","Standard_DC16ds_v3","16" +"DCdsv3 Series Linux","Standard_DC1ds_v3","1" +"DCdsv3 Series Linux","Standard_DC24ds_v3","24" +"DCdsv3 Series Linux","Standard_DC2ds_v3","2" +"DCdsv3 Series Linux","Standard_DC32ds_v3","32" +"DCdsv3 Series Linux","Standard_DC48ds_v3","48" +"DCdsv3 Series Linux","Standard_DC4ds_v3","4" +"DCdsv3 Series Linux","Standard_DC8ds_v3","8" +"DCsv3 Series DedicatedHost","dcsv3 type1","51" +"DCsv3 Series Linux","Standard_DC16s_v3","16" +"DCsv3 Series Linux","Standard_DC1s_v3","1" +"DCsv3 Series Linux","Standard_DC24s_v3","24" +"DCsv3 Series Linux","Standard_DC2s_v3","2" +"DCsv3 Series Linux","Standard_DC32s_v3","32" +"DCsv3 Series Linux","Standard_DC48s_v3","48" +"DCsv3 Series Linux","Standard_DC4s_v3","4" +"DCsv3 Series Linux","Standard_DC8s_v3","8" +"Ddsv4 Series","Standard_D16ds_v4","16" +"Ddsv4 Series","Standard_D2ds_v4","2" +"Ddsv4 Series","Standard_D32ds_v4","32" +"Ddsv4 Series","Standard_D48ds_v4","48" +"Ddsv4 Series","Standard_D4ds_v4","4" +"Ddsv4 Series","Standard_D64ds_v4","64" +"Ddsv4 Series","Standard_D8ds_v4","8" +"Ddsv4 Series Dedicated Host","ddsv4_type 1","68" +"Ddsv4 Series Dedicated Host","ddsv4_type2","80.92" +"Ddsv5 Series","Standard_D16ds_v5","16" +"Ddsv5 Series","Standard_D2ds_v5","2" +"Ddsv5 Series","Standard_D32ds_v5","32" +"Ddsv5 Series","Standard_D48ds_v5","48" +"Ddsv5 Series","Standard_D4ds_v5","4" +"Ddsv5 Series","Standard_D64ds_v5","64" +"Ddsv5 Series","Standard_D8ds_v5","8" +"Ddsv5 Series","Standard_D96ds_v5","96" +"Ddsv5 Series DedicatedHost","ddsv5_type1","107" +"Ddv4 Series","Standard_D16d_v4","16" +"Ddv4 Series","Standard_D2d_v4","2" +"Ddv4 Series","Standard_D32d_v4","32" +"Ddv4 Series","Standard_D48d_v4","48" +"Ddv4 Series","Standard_D4d_v4","4" +"Ddv4 Series","Standard_D64d_v4","64" +"Ddv4 Series","Standard_D8d_v4","8" +"Ddv5 Series","Standard_D16d_v5","16" +"Ddv5 Series","Standard_D2d_v5","2" +"Ddv5 Series","Standard_D32d_v5","32" +"Ddv5 Series","Standard_D48d_v5","48" +"Ddv5 Series","Standard_D4d_v5","4" +"Ddv5 Series","Standard_D64d_v5","64" +"Ddv5 Series","Standard_D8d_v5","8" +"Ddv5 Series","Standard_D96d_v5","96" +"Dldsv5 Series","Standard_D16lds_v5","16" +"Dldsv5 Series","Standard_D2lds_v5","2" +"Dldsv5 Series","Standard_D32lds_v5","32" +"Dldsv5 Series","Standard_D48lds_v5","48" +"Dldsv5 Series","Standard_D4lds_v5","4" +"Dldsv5 Series","Standard_D64lds_v5","64" +"Dldsv5 Series","Standard_D8lds_v5","8" +"Dldsv5 Series","Standard_D96lds_v5","96" +"Dlsv5 Series","Standard_D16ls_v5","16" +"Dlsv5 Series","Standard_D2ls_v5","2" +"Dlsv5 Series","Standard_D32ls_v5","32" +"Dlsv5 Series","Standard_D48ls_v5","48" +"Dlsv5 Series","Standard_D4ls_v5","4" +"Dlsv5 Series","Standard_D64ls_v5","64" +"Dlsv5 Series","Standard_D8ls_v5","8" +"Dlsv5 Series","Standard_D96ls_v5","96" +"Dpdsv5 Series","Standard_D16pds_v5","16" +"Dpdsv5 Series","Standard_D2pds_v5","2" +"Dpdsv5 Series","Standard_D32pds_v5","32" +"Dpdsv5 Series","Standard_D48pds_v5","48" +"Dpdsv5 Series","Standard_D4pds_v5","4" +"Dpdsv5 Series","Standard_D64pds_v5","64" +"Dpdsv5 Series","Standard_D8pds_v5","8" +"Dpldsv5 Series","Standard_D16plds_v5","16" +"Dpldsv5 Series","Standard_D2plds_v5","2" +"Dpldsv5 Series","Standard_D32plds_v5","32" +"Dpldsv5 Series","Standard_D48plds_v5","48" +"Dpldsv5 Series","Standard_D4plds_v5","4" +"Dpldsv5 Series","Standard_D64plds_v5","64" +"Dpldsv5 Series","Standard_D8plds_v5","8" +"Dplsv5 Series","Standard_D16pls_v5","16" +"Dplsv5 Series","Standard_D2pls_v5","2" +"Dplsv5 Series","Standard_D32pls_v5","32" +"Dplsv5 Series","Standard_D48pls_v5","48" +"Dplsv5 Series","Standard_D4pls_v5","4" +"Dplsv5 Series","Standard_D64pls_v5","64" +"Dplsv5 Series","Standard_D8pls_v5","8" +"Dpsv5 Series","Standard_D16ps_v5","16" +"Dpsv5 Series","Standard_D2ps_v5","2" +"Dpsv5 Series","Standard_D32ps_v5","32" +"Dpsv5 Series","Standard_D48ps_v5","48" +"Dpsv5 Series","Standard_D4ps_v5","4" +"Dpsv5 Series","Standard_D64ps_v5","64" +"Dpsv5 Series","Standard_D8ps_v5","8" +"DS Series","Standard_DS1","1" +"DS Series","Standard_DS2","2" +"DS Series","Standard_DS3","4" +"DS Series","Standard_DS4","8" +"DS Series High Memory","Standard_DS11","2" +"DS Series High Memory","Standard_DS12","4" +"DS Series High Memory","Standard_DS13","8" +"DS Series High Memory","Standard_DS14","16" +"DSv2 Series","Standard_DS1_v2","1" +"DSv2 Series","Standard_DS2_v2","2" +"DSv2 Series","Standard_DS3_v2","4" +"DSv2 Series","Standard_DS4_v2","8" +"DSv2 Series","Standard_DS5_v2","16" +"DSv2 Series High Memory","Standard_DS11_v2","2" +"DSv2 Series High Memory","Standard_DS11-1_v2","2" +"DSv2 Series High Memory","Standard_DS12_v2","4" +"DSv2 Series High Memory","Standard_DS12-1_v2","4" +"DSv2 Series High Memory","Standard_DS12-2_v2","4" +"DSv2 Series High Memory","Standard_DS13_v2","8" +"DSv2 Series High 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Host","dsv4_type2","96" +"Dsv5 Series","Standard_D16s_v5","16" +"Dsv5 Series","Standard_D2s_v5","2" +"Dsv5 Series","Standard_D32s_v5","32" +"Dsv5 Series","Standard_D48s_v5","48" +"Dsv5 Series","Standard_D4s_v5","4" +"Dsv5 Series","Standard_D64s_v5","64" +"Dsv5 Series","Standard_D8s_v5","8" +"Dsv5 Series","Standard_D96s_v5","96" +"Dsv5 Series DedicatedHost","dsv5_type1","107" +"Dv2 Series","Standard_D1_v2","1" +"Dv2 Series","Standard_D2_v2","2" +"Dv2 Series","Standard_D3_v2","4" +"Dv2 Series","Standard_D4_v2","8" +"Dv2 Series","Standard_D5_v2","16" +"Dv2 Series High Memory","Standard_D11_v2","2" +"Dv2 Series High Memory","Standard_D12_v2","4" +"Dv2 Series High Memory","Standard_D13_v2","8" +"Dv2 Series High Memory","Standard_D14_v2","16" +"Dv2 Series High Memory","Standard_D15_v2","20" +"Dv3 Series","Standard_D16_v3","16" +"Dv3 Series","Standard_D2_v3","2" +"Dv3 Series","Standard_D32_v3","32" +"Dv3 Series","Standard_D4_v3","4" +"Dv3 Series","Standard_D48_v3","48" +"Dv3 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Series","Standard_E2bds_v5","2" +"Ebdsv5 Series","Standard_E32bds_v5","32" +"Ebdsv5 Series","Standard_E48bds_v5","48" +"Ebdsv5 Series","Standard_E4bds_v5","4" +"Ebdsv5 Series","Standard_E64bds_v5","64" +"Ebdsv5 Series","Standard_E8bds_v5","8" +"Ebdsv5 Series","Standard_E96bds_v5","96" +"Ebdsv5 Series Dedicated Host","ebdsv5-type1","112" +"Ebsv5 Series","Standard_E112ibs_v5","123.2" +"Ebsv5 Series","Standard_E16bs_v5","16" +"Ebsv5 Series","Standard_E2bs_v5","2" +"Ebsv5 Series","Standard_E32bs_v5","32" +"Ebsv5 Series","Standard_E48bs_v5","48" +"Ebsv5 Series","Standard_E4bs_v5","4" +"Ebsv5 Series","Standard_E64bs_v5","64" +"Ebsv5 Series","Standard_E8bs_v5","8" +"Ebsv5 Series","Standard_E96bs_v5","96" +"Ebsv5 Series Dedicated Host","ebsv5-type1","112" +"ECadsv5-series DedicatedHost","ecadsv5 type 1","112" +"ECadsv5-series Linux","Standard_EC16ads_v5","16" +"ECadsv5-series Linux","Standard_EC20ads_v5","20" +"ECadsv5-series Linux","Standard_EC2ads_v5","2" +"ECadsv5-series Linux","Standard_EC32ads_v5","32" +"ECadsv5-series Linux","Standard_EC48ads_v5","48" +"ECadsv5-series Linux","Standard_EC4ads_v5","4" +"ECadsv5-series Linux","Standard_EC64ads_v5","64" +"ECadsv5-series Linux","Standard_EC8ads_v5","8" +"ECadsv5-series Linux","Standard_EC96ads_v5","96" +"ECadsv5-series Linux","Standard_EC96iads_v5","105.6" +"ECasv5-series DedicatedHost","ecasv5 type 1","112" +"ECasv5-series Linux","Standard_EC16as_v5","16" +"ECasv5-series Linux","Standard_EC20as_v5","20" +"ECasv5-series Linux","Standard_EC2as_v5","2" +"ECasv5-series Linux","Standard_EC32as_v5","32" +"ECasv5-series Linux","Standard_EC48as_v5","48" +"ECasv5-series Linux","Standard_EC4as_v5","4" +"ECasv5-series Linux","Standard_EC64as_v5","64" +"ECasv5-series Linux","Standard_EC8as_v5","8" +"ECasv5-series Linux","Standard_EC96as_v5","96" +"ECasv5-series Linux","Standard_EC96ias_v5","105.6" +"Edsv4 Series","Standard_E16-4ds_v4","16" +"Edsv4 Series","Standard_E16-8ds_v4","16" +"Edsv4 Series","Standard_E16ds_v4","16" +"Edsv4 Series","Standard_E20ds_v4","20" +"Edsv4 Series","Standard_E2ds_v4","2" +"Edsv4 Series","Standard_E32-16ds_v4","32" +"Edsv4 Series","Standard_E32-8ds_v4","32" +"Edsv4 Series","Standard_E32ds_v4","32" +"Edsv4 Series","Standard_E4-2ds_v4","4" +"Edsv4 Series","Standard_E48ds_v4","48" +"Edsv4 Series","Standard_E4ds_v4","4" +"Edsv4 Series","Standard_E64-16ds_v4","64" +"Edsv4 Series","Standard_E64-32ds_v4","64" +"Edsv4 Series","Standard_E64ds_v4","64" +"Edsv4 Series","Standard_E8-2ds_v4","8" +"Edsv4 Series","Standard_E8-4ds_v4","8" +"Edsv4 Series","Standard_E8ds_v4","8" +"Edsv4 Series Dedicated Host","edsv4_type 1","68" +"Edsv4 Series Dedicated Host","edsv4_type2","80.92" +"Edsv4 Series Isolated","Standard_E80ids_v4","80" +"Edsv5 Series","Standard_E16-4ds_v5","16" +"Edsv5 Series","Standard_E16-8ds_v5","16" +"Edsv5 Series","Standard_E16ds_v5","16" +"Edsv5 Series","Standard_E20ds_v5","20" +"Edsv5 Series","Standard_E2ds_v5","2" +"Edsv5 Series","Standard_E32-16ds_v5","32" +"Edsv5 Series","Standard_E32-8ds_v5","32" +"Edsv5 Series","Standard_E32ds_v5","32" +"Edsv5 Series","Standard_E4-2ds_v5","4" +"Edsv5 Series","Standard_E48ds_v5","48" +"Edsv5 Series","Standard_E4ds_v5","4" +"Edsv5 Series","Standard_E64-16ds_v5","64" +"Edsv5 Series","Standard_E64-32ds_v5","64" +"Edsv5 Series","Standard_E64ds_v5","64" +"Edsv5 Series","Standard_E8-2ds_v5","8" +"Edsv5 Series","Standard_E8-4ds_v5","8" +"Edsv5 Series","Standard_E8ds_v5","8" +"Edsv5 Series","Standard_E96-24ds_v5","96" +"Edsv5 Series","Standard_E96-48ds_v5","96" +"Edsv5 Series","Standard_E96ds_v5","96" +"Edsv5 Series DedicatedHost","edsv5_type1","107" +"Edsv5 Series Isolated","Standard_E104ids_v5","104" +"Edv4 Series","Standard_E16d_v4","16" +"Edv4 Series","Standard_E20d_v4","20" +"Edv4 Series","Standard_E2d_v4","2" +"Edv4 Series","Standard_E32d_v4","32" +"Edv4 Series","Standard_E48d_v4","48" +"Edv4 Series","Standard_E4d_v4","4" +"Edv4 Series","Standard_E64d_v4","64" +"Edv4 Series","Standard_E8d_v4","8" +"Edv5 Series","Standard_E104id_v5","114.4" +"Edv5 Series","Standard_E16d_v5","16" +"Edv5 Series","Standard_E20d_v5","20" +"Edv5 Series","Standard_E2d_v5","2" +"Edv5 Series","Standard_E32d_v5","32" +"Edv5 Series","Standard_E48d_v5","48" +"Edv5 Series","Standard_E4d_v5","4" +"Edv5 Series","Standard_E64d_v5","64" +"Edv5 Series","Standard_E8d_v5","8" +"Edv5 Series","Standard_E96d_v5","96" +"Epdsv5 Series","Standard_E16pds_v5","16" +"Epdsv5 Series","Standard_E20pds_v5","20" +"Epdsv5 Series","Standard_E2pds_v5","2" +"Epdsv5 Series","Standard_E32pds_v5","32" +"Epdsv5 Series","Standard_E4pds_v5","4" +"Epdsv5 Series","Standard_E8pds_v5","8" +"Epsv5 Series","Standard_E16ps_v5","16" +"Epsv5 Series","Standard_E20ps_v5","20" +"Epsv5 Series","Standard_E2ps_v5","2" +"Epsv5 Series","Standard_E32ps_v5","32" +"Epsv5 Series","Standard_E4ps_v5","4" +"Epsv5 Series","Standard_E8ps_v5","8" +"ESv3 Series","Standard_E16-4s_v3","16" +"ESv3 Series","Standard_E16-8s_v3","16" +"ESv3 Series","Standard_E16s_v3","16" +"ESv3 Series","Standard_E20s_v3","20" +"ESv3 Series","Standard_E2s_v3","2" +"ESv3 Series","Standard_E32-16s_v3","32" +"ESv3 Series","Standard_E32-8s_v3","32" +"ESv3 Series","Standard_E32s_v3","32" +"ESv3 Series","Standard_E4-2s_v3","4" +"ESv3 Series","Standard_E48s_v3","48" +"ESv3 Series","Standard_E4s_v3","4" +"ESv3 Series","Standard_E64-16s_v3","57.6" +"ESv3 Series","Standard_E64-32s_v3","57.6" +"ESv3 Series","Standard_E64s_v3","57.6" +"ESv3 Series","Standard_E8-2s_v3","8" +"ESv3 Series","Standard_E8-4s_v3","8" +"ESv3 Series","Standard_E8s_v3","8" +"ESv3 Series Dedicated Host","esv3_type3","68.82" +"ESv3 Series Dedicated Host","esv3_type4","93" +"Esv4 Series","Standard_E16-4s_v4","16" +"Esv4 Series","Standard_E16-8s_v4","16" +"Esv4 Series","Standard_E16s_v4","16" +"Esv4 Series","Standard_E20s_v4","20" +"Esv4 Series","Standard_E2s_v4","2" +"Esv4 Series","Standard_E32-16s_v4","32" +"Esv4 Series","Standard_E32-8s_v4","32" +"Esv4 Series","Standard_E32s_v4","32" +"Esv4 Series","Standard_E4-2s_v4","4" +"Esv4 Series","Standard_E48s_v4","48" +"Esv4 Series","Standard_E4s_v4","4" +"Esv4 Series","Standard_E64-16s_v4","64" +"Esv4 Series","Standard_E64-32s_v4","64" +"Esv4 Series","Standard_E64s_v4","64" +"Esv4 Series","Standard_E8-2s_v4","8" +"Esv4 Series","Standard_E8-4s_v4","8" +"Esv4 Series","Standard_E8s_v4","8" +"ESv4 Series Dedicated Host","esv4_type1","64" +"ESv4 Series Dedicated Host","esv4_type2","83.84" +"ESv4 Series Dedicated Host","standard_e64is_v4_special","64" +"Esv4 Series Isolated","Standard_E80is_v4","80" +"Esv5 Series","Standard_E16-4s_v5","16" +"Esv5 Series","Standard_E16-8s_v5","16" +"Esv5 Series","Standard_E16s_v5","16" +"Esv5 Series","Standard_E20s_v5","20" +"Esv5 Series","Standard_E2s_v5","2" +"Esv5 Series","Standard_E32-16s_v5","32" +"Esv5 Series","Standard_E32-8s_v5","32" +"Esv5 Series","Standard_E32s_v5","32" +"Esv5 Series","Standard_E4-2s_v5","4" +"Esv5 Series","Standard_E48s_v5","48" +"Esv5 Series","Standard_E4s_v5","4" +"Esv5 Series","Standard_E64-16s_v5","64" +"Esv5 Series","Standard_E64-32s_v5","64" +"Esv5 Series","Standard_E64s_v5","64" +"Esv5 Series","Standard_E8-2s_v5","8" +"Esv5 Series","Standard_E8-4s_v5","8" +"Esv5 Series","Standard_E8s_v5","8" +"Esv5 Series","Standard_E96-24s_v5","96" +"Esv5 Series","Standard_E96-48s_v5","96" +"Esv5 Series","Standard_E96s_v5","96" +"Esv5 Series DedicatedHost","esv5_type1","107" +"Esv5 Series Isolated","Standard_E104is_v5","104" +"Ev3 Series","Standard_E16_v3","16" +"Ev3 Series","Standard_E2_v3","2" +"Ev3 Series","Standard_E20_v3","20" +"Ev3 Series","Standard_E32_v3","32" +"Ev3 Series","Standard_E4_v3","4" +"Ev3 Series","Standard_E48_v3","48" +"Ev3 Series","Standard_E64_v3","57.6" +"Ev3 Series","Standard_E8_v3","8" +"Ev4 Series","Standard_E16_v4","16" +"Ev4 Series","Standard_E2_v4","2" +"Ev4 Series","Standard_E20_v4","20" +"Ev4 Series","Standard_E32_v4","32" +"Ev4 Series","Standard_E4_v4","4" +"Ev4 Series","Standard_E48_v4","48" 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Machines DCasv6-series Linux","Standard_DC64as_v6","64" +"Virtual Machines DCasv6-series Linux","Standard_DC8as_v6","8" +"Virtual Machines DCasv6-series Linux","Standard_DC96as_v6","96" +"Virtual Machines DCedsv6-series Linux","Standard_DC128eds_v6","128" +"Virtual Machines DCedsv6-series Linux","Standard_DC16eds_v6","16" +"Virtual Machines DCedsv6-series Linux","Standard_DC2eds_v6","2" +"Virtual Machines DCedsv6-series Linux","Standard_DC32eds_v6","32" +"Virtual Machines DCedsv6-series Linux","Standard_DC48eds_v6","48" +"Virtual Machines DCedsv6-series Linux","Standard_DC4eds_v6","4" +"Virtual Machines DCedsv6-series Linux","Standard_DC64eds_v6","64" +"Virtual Machines DCedsv6-series Linux","Standard_DC8eds_v6","8" +"Virtual Machines DCedsv6-series Linux","Standard_DC96eds_v6","96" +"Virtual Machines DCesv6-series Linux","Standard_DC128es_v6","128" +"Virtual Machines DCesv6-series Linux","Standard_DC16es_v6","16" +"Virtual Machines DCesv6-series Linux","Standard_DC2es_v6","2" +"Virtual Machines DCesv6-series Linux","Standard_DC32es_v6","32" +"Virtual Machines DCesv6-series Linux","Standard_DC48es_v6","48" +"Virtual Machines DCesv6-series Linux","Standard_DC4es_v6","4" +"Virtual Machines DCesv6-series Linux","Standard_DC64es_v6","64" +"Virtual Machines DCesv6-series Linux","Standard_DC8es_v6","8" +"Virtual Machines DCesv6-series Linux","Standard_DC96es_v6","96" +"Virtual Machines Ddsv6-series DedicatedHost","ddsv6_type1","192" +"Virtual Machines Ddsv6-series Linux","Standard_D128ds_v6","127.56" +"Virtual Machines Ddsv6-series Linux","Standard_D16ds_v6","16" +"Virtual Machines Ddsv6-series Linux","Standard_D192ds_v6","191.36" +"Virtual Machines Ddsv6-series Linux","Standard_D2ds_v6","2" +"Virtual Machines Ddsv6-series Linux","Standard_D32ds_v6","31.88" +"Virtual Machines Ddsv6-series Linux","Standard_D48ds_v6","47.84" +"Virtual Machines Ddsv6-series Linux","Standard_D4ds_v6","4" +"Virtual Machines Ddsv6-series Linux","Standard_D64ds_v6","63.8" +"Virtual Machines Ddsv6-series Linux","Standard_D8ds_v6","8" +"Virtual Machines Ddsv6-series Linux","Standard_D96ds_v6","95.68" +"Virtual Machines Dldsv6-series Linux","Standard_D128lds_v6","128.36" +"Virtual Machines Dldsv6-series Linux","Standard_D16lds_v6","16" +"Virtual Machines Dldsv6-series Linux","Standard_D2lds_v6","2" +"Virtual Machines Dldsv6-series Linux","Standard_D32lds_v6","32" +"Virtual Machines Dldsv6-series Linux","Standard_D48lds_v6","48.14" +"Virtual Machines Dldsv6-series Linux","Standard_D4lds_v6","4" +"Virtual Machines Dldsv6-series Linux","Standard_D64lds_v6","64.18" +"Virtual Machines Dldsv6-series Linux","Standard_D8lds_v6","8" +"Virtual Machines Dldsv6-series Linux","Standard_D96lds_v6","96.28" +"Virtual Machines Dlsv6-Series Linux","Standard_D128ls_v6","128" +"Virtual Machines Dlsv6-Series Linux","Standard_D16ls_v6","16" +"Virtual Machines Dlsv6-Series Linux","Standard_D2ls_v6","2" +"Virtual Machines Dlsv6-Series Linux","Standard_D32ls_v6","32" +"Virtual Machines Dlsv6-Series Linux","Standard_D48ls_v6","48" +"Virtual Machines Dlsv6-Series Linux","Standard_D4ls_v6","4" +"Virtual Machines Dlsv6-Series Linux","Standard_D64ls_v6","64" +"Virtual Machines Dlsv6-Series Linux","Standard_D8ls_v6","8" +"Virtual Machines Dlsv6-Series Linux","Standard_D96ls_v6","96" +"Virtual Machines Dndv6-series Linux","Standard_D128nds_v6","128" +"Virtual Machines Dndv6-series Linux","Standard_D16nds_v6","16" +"Virtual Machines Dndv6-series Linux","Standard_D2nds_v6","2" +"Virtual Machines Dndv6-series Linux","Standard_D32nds_v6","32" +"Virtual Machines Dndv6-series Linux","Standard_D48nds_v6","48" +"Virtual Machines Dndv6-series Linux","Standard_D4nds_v6","4" +"Virtual Machines Dndv6-series Linux","Standard_D64nds_v6","64" +"Virtual Machines Dndv6-series Linux","Standard_D8nds_v6","8" +"Virtual Machines Dndv6-series Linux","Standard_D96nds_v6","96" +"Virtual Machines Dnldv6-series Linux","Standard_D128nlds_v6","128" +"Virtual Machines Dnldv6-series Linux","Standard_D16nlds_v6","16" +"Virtual Machines Dnldv6-series Linux","Standard_D2nlds_v6","2" +"Virtual Machines Dnldv6-series Linux","Standard_D32nlds_v6","32" +"Virtual Machines Dnldv6-series Linux","Standard_D48nlds_v6","48" +"Virtual Machines Dnldv6-series Linux","Standard_D4nlds_v6","4" +"Virtual Machines Dnldv6-series Linux","Standard_D64nlds_v6","64" +"Virtual Machines Dnldv6-series Linux","Standard_D8nlds_v6","8" +"Virtual Machines Dnldv6-series Linux","Standard_D96nlds_v6","96" +"Virtual Machines Dnlv6-series Linux","Standard_D128nls_v6","128" +"Virtual Machines Dnlv6-series Linux","Standard_D16nls_v6","16" +"Virtual Machines Dnlv6-series Linux","Standard_D2nls_v6","2" +"Virtual Machines Dnlv6-series Linux","Standard_D32nls_v6","32" +"Virtual Machines Dnlv6-series Linux","Standard_D48nls_v6","48" +"Virtual Machines Dnlv6-series Linux","Standard_D4nls_v6","4" +"Virtual Machines Dnlv6-series Linux","Standard_D64nls_v6","64" +"Virtual Machines Dnlv6-series Linux","Standard_D8nls_v6","8" +"Virtual Machines Dnlv6-series Linux","Standard_D96nls_v6","96" +"Virtual Machines Dnv6-series Linux","Standard_D128ns_v6","128" +"Virtual Machines Dnv6-series Linux","Standard_D16ns_v6","16" +"Virtual Machines Dnv6-series Linux","Standard_D2ns_v6","2" +"Virtual Machines Dnv6-series Linux","Standard_D32ns_v6","32" +"Virtual Machines Dnv6-series Linux","Standard_D48ns_v6","48" +"Virtual Machines Dnv6-series Linux","Standard_D4ns_v6","4" +"Virtual Machines Dnv6-series Linux","Standard_D64ns_v6","64" +"Virtual Machines Dnv6-series Linux","Standard_D8ns_v6","8" +"Virtual Machines Dnv6-series Linux","Standard_D96ns_v6","96" +"Virtual Machines Dpdsv6-series Linux","Standard_D16pds_v6","16" +"Virtual Machines Dpdsv6-series Linux","Standard_D2pds_v6","2" +"Virtual Machines Dpdsv6-series Linux","Standard_D32pds_v6","32" +"Virtual Machines Dpdsv6-series Linux","Standard_D48pds_v6","48" +"Virtual Machines Dpdsv6-series Linux","Standard_D4pds_v6","4" +"Virtual Machines Dpdsv6-series Linux","Standard_D64pds_v6","64" +"Virtual Machines Dpdsv6-series Linux","Standard_D8pds_v6","8" +"Virtual Machines Dpdsv6-series Linux","Standard_D96pds_v6","96" +"Virtual Machines Dpldsv6-series Linux","Standard_D16plds_v6","16" +"Virtual Machines Dpldsv6-series Linux","Standard_D2plds_v6","2" +"Virtual Machines Dpldsv6-series Linux","Standard_D32plds_v6","32" +"Virtual Machines Dpldsv6-series Linux","Standard_D48plds_v6","48" +"Virtual Machines Dpldsv6-series Linux","Standard_D4plds_v6","4" +"Virtual Machines Dpldsv6-series Linux","Standard_D64plds_v6","64" +"Virtual Machines Dpldsv6-series Linux","Standard_D8plds_v6","8" +"Virtual Machines Dpldsv6-series Linux","Standard_D96plds_v6","96" +"Virtual Machines Dplsv6-series Linux","Standard_D16pls_v6","16" +"Virtual Machines Dplsv6-series Linux","Standard_D2pls_v6","2" +"Virtual Machines Dplsv6-series Linux","Standard_D32pls_v6","32" +"Virtual Machines Dplsv6-series Linux","Standard_D48pls_v6","48" +"Virtual Machines Dplsv6-series Linux","Standard_D4pls_v6","4" +"Virtual Machines Dplsv6-series Linux","Standard_D64pls_v6","64" +"Virtual Machines Dplsv6-series Linux","Standard_D8pls_v6","8" +"Virtual Machines Dplsv6-series Linux","Standard_D96pls_v6","96" +"Virtual Machines Dpsv6-series Linux","Standard_D16ps_v6","16" +"Virtual Machines Dpsv6-series Linux","Standard_D2ps_v6","2" +"Virtual Machines Dpsv6-series Linux","Standard_D32ps_v6","32" +"Virtual Machines Dpsv6-series Linux","Standard_D48ps_v6","48" +"Virtual Machines Dpsv6-series Linux","Standard_D4ps_v6","4" +"Virtual Machines Dpsv6-series Linux","Standard_D64ps_v6","64" +"Virtual Machines Dpsv6-series Linux","Standard_D8ps_v6","8" +"Virtual Machines Dpsv6-series Linux","Standard_D96ps_v6","96" +"Virtual Machines Dsv6-series DedicatedHost","dsv6_type1","192" +"Virtual Machines Dsv6-series Linux","Standard_D128s_v6","127.74" +"Virtual Machines Dsv6-series Linux","Standard_D16s_v6","16" +"Virtual Machines Dsv6-series Linux","Standard_D192s_v6","191.62" +"Virtual Machines Dsv6-series Linux","Standard_D2s_v6","2" +"Virtual Machines Dsv6-series Linux","Standard_D32s_v6","32" +"Virtual Machines Dsv6-series Linux","Standard_D48s_v6","48" +"Virtual Machines Dsv6-series Linux","Standard_D4s_v6","4" +"Virtual Machines Dsv6-series Linux","Standard_D64s_v6","63.88" +"Virtual Machines Dsv6-series Linux","Standard_D8s_v6","8" +"Virtual Machines Dsv6-series Linux","Standard_D96s_v6","95.8" +"Virtual Machines Eadsv6-series Linux","Standard_E16ads_v6","16" +"Virtual Machines Eadsv6-series Linux","Standard_E20ads_v6","20" +"Virtual Machines Eadsv6-series Linux","Standard_E2ads_v6","2" +"Virtual Machines Eadsv6-series Linux","Standard_E32ads_v6","32" +"Virtual Machines Eadsv6-series Linux","Standard_E48ads_v6","48" +"Virtual Machines Eadsv6-series Linux","Standard_E4ads_v6","4" +"Virtual Machines Eadsv6-series Linux","Standard_E64ads_v6","64" +"Virtual Machines Eadsv6-series Linux","Standard_E8ads_v6","8" +"Virtual Machines Eadsv6-series Linux","Standard_E96ads_v6","96.14" +"Virtual Machines Eadsv7-series Linux","Standard_E128-32ads_v7","128" +"Virtual Machines Eadsv7-series Linux","Standard_E128-64ads_v7","128" +"Virtual Machines Eadsv7-series Linux","Standard_E128ads_v7","128" +"Virtual Machines Eadsv7-series Linux","Standard_E16-4ads_v7","16" +"Virtual Machines Eadsv7-series Linux","Standard_E16-8ads_v7","16" +"Virtual Machines Eadsv7-series Linux","Standard_E160ads_v7","160" +"Virtual Machines Eadsv7-series Linux","Standard_E16ads_v7","16" +"Virtual Machines Eadsv7-series Linux","Standard_E2ads_v7","2" +"Virtual Machines Eadsv7-series Linux","Standard_E32-16ads_v7","32" +"Virtual Machines Eadsv7-series Linux","Standard_E32-8ads_v7","32" +"Virtual Machines Eadsv7-series Linux","Standard_E32ads_v7","32" +"Virtual Machines Eadsv7-series Linux","Standard_E4-2ads_v7","4" +"Virtual Machines Eadsv7-series Linux","Standard_E48ads_v7","48" +"Virtual Machines Eadsv7-series Linux","Standard_E4ads_v7","4" +"Virtual Machines Eadsv7-series Linux","Standard_E64-16ads_v7","64" +"Virtual Machines Eadsv7-series Linux","Standard_E64-32ads_v7","64" +"Virtual Machines Eadsv7-series Linux","Standard_E64ads_v7","64" +"Virtual Machines Eadsv7-series Linux","Standard_E8-2ads_v7","8" +"Virtual Machines Eadsv7-series Linux","Standard_E8-4ads_v7","8" +"Virtual Machines Eadsv7-series Linux","Standard_E8ads_v7","8" +"Virtual Machines Eadsv7-series Linux","Standard_E96-24ads_v7","96" +"Virtual Machines Eadsv7-series Linux","Standard_E96-48ads_v7","96" +"Virtual Machines Eadsv7-series Linux","Standard_E96ads_v7","96" +"Virtual Machines Easv6-series DedicatedHost","easv6_type1","144" +"Virtual Machines Easv6-series Linux","Standard_E16as_v6","16" +"Virtual Machines Easv6-series Linux","Standard_E20as_v6","20" +"Virtual Machines Easv6-series Linux","Standard_E2as_v6","2" +"Virtual Machines Easv6-series Linux","Standard_E32as_v6","32" +"Virtual Machines Easv6-series Linux","Standard_E48as_v6","48" +"Virtual Machines Easv6-series Linux","Standard_E4as_v6","4" +"Virtual Machines Easv6-series Linux","Standard_E64as_v6","64.1" +"Virtual Machines Easv6-series Linux","Standard_E8as_v6","8" +"Virtual Machines Easv6-series Linux","Standard_E96as_v6","96.16" +"Virtual Machines Easv7-series Linux","Standard_E128-32as_v7","128" +"Virtual Machines Easv7-series Linux","Standard_E128-64as_v7","128" +"Virtual Machines Easv7-series Linux","Standard_E128as_v7","128" +"Virtual Machines Easv7-series Linux","Standard_E16-4as_v7","16" +"Virtual Machines Easv7-series Linux","Standard_E16-8as_v7","16" +"Virtual Machines Easv7-series Linux","Standard_E160as_v7","160" +"Virtual Machines Easv7-series Linux","Standard_E16as_v7","16" +"Virtual Machines Easv7-series Linux","Standard_E2as_v7","2" +"Virtual Machines Easv7-series Linux","Standard_E32-16as_v7","32" +"Virtual Machines Easv7-series Linux","Standard_E32-8as_v7","32" +"Virtual Machines Easv7-series Linux","Standard_E32as_v7","32" +"Virtual Machines Easv7-series Linux","Standard_E4-2as_v7","4" +"Virtual Machines Easv7-series Linux","Standard_E48as_v7","48" +"Virtual Machines Easv7-series Linux","Standard_E4as_v7","4" +"Virtual Machines Easv7-series Linux","Standard_E64-16as_v7","64" +"Virtual Machines Easv7-series Linux","Standard_E64-32as_v7","64" +"Virtual Machines Easv7-series Linux","Standard_E64as_v7","64" +"Virtual Machines Easv7-series Linux","Standard_E8-2as_v7","8" +"Virtual Machines Easv7-series Linux","Standard_E8-4as_v7","8" +"Virtual Machines Easv7-series Linux","Standard_E8as_v7","8" +"Virtual Machines Easv7-series Linux","Standard_E96-24as_v7","96" +"Virtual Machines Easv7-series Linux","Standard_E96-48as_v7","96" +"Virtual Machines Easv7-series Linux","Standard_E96as_v7","96" +"Virtual Machines ECadsv6-series Linux","Standard_EC16ads_v6","16" +"Virtual Machines ECadsv6-series Linux","Standard_EC2ads_v6","2" +"Virtual Machines ECadsv6-series Linux","Standard_EC32ads_v6","32" +"Virtual Machines ECadsv6-series Linux","Standard_EC48ads_v6","48" +"Virtual Machines ECadsv6-series Linux","Standard_EC4ads_v6","4" +"Virtual Machines ECadsv6-series Linux","Standard_EC64ads_v6","64" +"Virtual Machines ECadsv6-series Linux","Standard_EC8ads_v6","8" +"Virtual Machines ECadsv6-series Linux","Standard_EC96ads_v6","96" +"Virtual Machines ECasv6-series Linux","Standard_EC16as_v6","16" +"Virtual Machines ECasv6-series Linux","Standard_EC2as_v6","2" +"Virtual Machines ECasv6-series Linux","Standard_EC32as_v6","32" +"Virtual Machines ECasv6-series Linux","Standard_EC48as_v6","48" +"Virtual Machines ECasv6-series Linux","Standard_EC4as_v6","4" +"Virtual Machines ECasv6-series Linux","Standard_EC64as_v6","64" +"Virtual Machines ECasv6-series Linux","Standard_EC8as_v6","8" +"Virtual Machines ECasv6-series Linux","Standard_EC96as_v6","96" +"Virtual Machines ECedsv6-series Linux","Standard_EC16eds_v6","16" +"Virtual Machines ECedsv6-series Linux","Standard_EC2eds_v6","2" +"Virtual Machines ECedsv6-series Linux","Standard_EC32eds_v6","32" +"Virtual Machines ECedsv6-series Linux","Standard_EC48eds_v6","48" +"Virtual Machines ECedsv6-series Linux","Standard_EC4eds_v6","4" +"Virtual Machines ECedsv6-series Linux","Standard_EC64eds_v6","64" +"Virtual Machines ECedsv6-series Linux","Standard_EC8eds_v6","8" +"Virtual Machines ECesv6-series Linux","Standard_EC16es_v6","16" +"Virtual Machines ECesv6-series Linux","Standard_EC2es_v6","2" +"Virtual Machines ECesv6-series Linux","Standard_EC32es_v6","32" +"Virtual Machines ECesv6-series Linux","Standard_EC48es_v6","48" +"Virtual Machines ECesv6-series Linux","Standard_EC4es_v6","4" +"Virtual Machines ECesv6-series Linux","Standard_EC64es_v6","64" +"Virtual Machines ECesv6-series Linux","Standard_EC8es_v6","8" +"Virtual Machines Edsv6-series Linux","Standard_E128-32ds_v6","127.62" +"Virtual Machines Edsv6-series Linux","Standard_E128-64ds_v6","127.62" +"Virtual Machines Edsv6-series Linux","Standard_E128ds_v6","127.62" +"Virtual Machines Edsv6-series Linux","Standard_E16-4ds_v6","16" +"Virtual Machines Edsv6-series Linux","Standard_E16-8ds_v6","16" +"Virtual Machines Edsv6-series Linux","Standard_E16ds_v6","16" +"Virtual Machines Edsv6-series Linux","Standard_E192ids_v6","210.58" +"Virtual Machines Edsv6-series Linux","Standard_E20ds_v6","20" +"Virtual Machines Edsv6-series Linux","Standard_E2ds_v6","2" +"Virtual Machines Edsv6-series Linux","Standard_E32-16ds_v6","32" +"Virtual Machines Edsv6-series Linux","Standard_E32-8ds_v6","32" +"Virtual Machines Edsv6-series Linux","Standard_E32ds_v6","32" +"Virtual Machines Edsv6-series Linux","Standard_E4-2ds_v6","4" +"Virtual Machines Edsv6-series Linux","Standard_E48ds_v6","47.86" +"Virtual Machines Edsv6-series Linux","Standard_E4ds_v6","4" +"Virtual Machines Edsv6-series Linux","Standard_E64-16ds_v6","63.82" +"Virtual Machines Edsv6-series Linux","Standard_E64-32ds_v6","63.82" +"Virtual Machines Edsv6-series Linux","Standard_E64ds_v6","63.82" +"Virtual Machines Edsv6-series Linux","Standard_E8-2ds_v6","8" +"Virtual Machines Edsv6-series Linux","Standard_E8-4ds_v6","8" +"Virtual Machines Edsv6-series Linux","Standard_E8ds_v6","8" +"Virtual Machines Edsv6-series Linux","Standard_E96-24ds_v6","95.72" +"Virtual Machines Edsv6-series Linux","Standard_E96-48ds_v6","95.72" +"Virtual Machines Edsv6-series Linux","Standard_E96ds_v6","95.72" +"Virtual Machines Endv6-series Linux","Standard_E128nds_v6","128" +"Virtual Machines Endv6-series Linux","Standard_E16nds_v6","16" +"Virtual Machines Endv6-series Linux","Standard_E2nds_v6","2" +"Virtual Machines Endv6-series Linux","Standard_E32nds_v6","32" +"Virtual Machines Endv6-series Linux","Standard_E48nds_v6","48" +"Virtual Machines Endv6-series Linux","Standard_E4nds_v6","4" +"Virtual Machines Endv6-series Linux","Standard_E64nds_v6","64" +"Virtual Machines Endv6-series Linux","Standard_E8nds_v6","8" +"Virtual Machines Endv6-series Linux","Standard_E96nds_v6","96" +"Virtual Machines Env6-series Linux","Standard_E128ns_v6","128" +"Virtual Machines Env6-series Linux","Standard_E16ns_v6","16" +"Virtual Machines Env6-series Linux","Standard_E2ns_v6","2" +"Virtual Machines Env6-series Linux","Standard_E32ns_v6","32" +"Virtual Machines Env6-series Linux","Standard_E48ns_v6","48" +"Virtual Machines Env6-series Linux","Standard_E4ns_v6","4" +"Virtual Machines Env6-series Linux","Standard_E64ns_v6","64" +"Virtual Machines Env6-series Linux","Standard_E8ns_v6","8" +"Virtual Machines Env6-series Linux","Standard_E96ns_v6","96" +"Virtual Machines Epdsv6-series Linux","Standard_E16pds_v6","16" +"Virtual Machines Epdsv6-series Linux","Standard_E2pds_v6","2" +"Virtual Machines Epdsv6-series Linux","Standard_E32pds_v6","32" +"Virtual Machines Epdsv6-series Linux","Standard_E48pds_v6","48" +"Virtual Machines Epdsv6-series Linux","Standard_E4pds_v6","4" +"Virtual Machines Epdsv6-series Linux","Standard_E64pds_v6","64" +"Virtual Machines Epdsv6-series Linux","Standard_E8pds_v6","8" +"Virtual Machines Epdsv6-series Linux","Standard_E96pds_v6","96" +"Virtual Machines Epsv6-series Linux","Standard_E16ps_v6","16" +"Virtual Machines Epsv6-series Linux","Standard_E2ps_v6","2" +"Virtual Machines Epsv6-series Linux","Standard_E32ps_v6","32" +"Virtual Machines Epsv6-series Linux","Standard_E48ps_v6","48" +"Virtual Machines Epsv6-series Linux","Standard_E4ps_v6","4" +"Virtual Machines Epsv6-series Linux","Standard_E64ps_v6","64" +"Virtual Machines Epsv6-series Linux","Standard_E8ps_v6","8" +"Virtual Machines Epsv6-series Linux","Standard_E96ps_v6","96" +"Virtual Machines Esv6-series DedicatedHost","esv6_type1","192" +"Virtual Machines Esv6-series Linux","Standard_E128-32s_v6","128.28" +"Virtual Machines Esv6-series Linux","Standard_E128-64s_v6","128.28" +"Virtual Machines Esv6-series Linux","Standard_E128s_v6","128.28" +"Virtual Machines Esv6-series Linux","Standard_E16-4s_v6","16" +"Virtual Machines Esv6-series Linux","Standard_E16-8s_v6","16" +"Virtual Machines Esv6-series Linux","Standard_E16s_v6","16" +"Virtual Machines Esv6-series Linux","Standard_E192is_v6","211.68" +"Virtual Machines Esv6-series Linux","Standard_E20s_v6","20" +"Virtual Machines Esv6-series Linux","Standard_E2s_v6","2" +"Virtual Machines Esv6-series Linux","Standard_E32-16s_v6","32" +"Virtual Machines Esv6-series Linux","Standard_E32-8s_v6","32" +"Virtual Machines Esv6-series Linux","Standard_E32s_v6","32" +"Virtual Machines Esv6-series Linux","Standard_E4-2s_v6","4" +"Virtual Machines Esv6-series Linux","Standard_E48s_v6","48.1" +"Virtual Machines Esv6-series Linux","Standard_E4s_v6","4" +"Virtual Machines Esv6-series Linux","Standard_E64-16s_v6","64.16" +"Virtual Machines Esv6-series Linux","Standard_E64-32s_v6","64.16" +"Virtual Machines Esv6-series Linux","Standard_E64s_v6","64.16" +"Virtual Machines Esv6-series Linux","Standard_E8-2s_v6","8" +"Virtual Machines Esv6-series Linux","Standard_E8-4s_v6","8" +"Virtual Machines Esv6-series Linux","Standard_E8s_v6","8" +"Virtual Machines Esv6-series Linux","Standard_E96-24s_v6","96.22" +"Virtual Machines Esv6-series Linux","Standard_E96-48s_v6","96.22" +"Virtual Machines Esv6-series Linux","Standard_E96s_v6","96.22" +"Virtual Machines Fadsv7-series Linux","Standard_F16ads_v7","16" +"Virtual Machines Fadsv7-series Linux","Standard_F1ads_v7","1" +"Virtual Machines Fadsv7-series Linux","Standard_F2ads_v7","2" +"Virtual Machines Fadsv7-series Linux","Standard_F32ads_v7","32" +"Virtual Machines Fadsv7-series Linux","Standard_F48ads_v7","48" +"Virtual Machines Fadsv7-series Linux","Standard_F4ads_v7","4" +"Virtual Machines Fadsv7-series Linux","Standard_F64ads_v7","64" +"Virtual Machines Fadsv7-series Linux","Standard_F80ads_v7","80" +"Virtual Machines Fadsv7-series Linux","Standard_F8ads_v7","8" +"Virtual Machines Faldsv7-series Linux","Standard_F16alds_v7","16" +"Virtual Machines Faldsv7-series Linux","Standard_F1alds_v7","1" +"Virtual Machines Faldsv7-series Linux","Standard_F2alds_v7","2" +"Virtual Machines Faldsv7-series Linux","Standard_F32alds_v7","32" +"Virtual Machines Faldsv7-series Linux","Standard_F48alds_v7","48" +"Virtual Machines Faldsv7-series Linux","Standard_F4alds_v7","4" +"Virtual Machines Faldsv7-series Linux","Standard_F64alds_v7","64" +"Virtual Machines Faldsv7-series Linux","Standard_F80alds_v7","80" +"Virtual Machines Faldsv7-series Linux","Standard_F8alds_v7","8" +"Virtual Machines Falsv6-series Linux","Standard_F16als_v6","16" +"Virtual Machines Falsv6-series Linux","Standard_F2als_v6","2" +"Virtual Machines Falsv6-series Linux","Standard_F32als_v6","32" +"Virtual Machines Falsv6-series Linux","Standard_F48als_v6","48" +"Virtual Machines Falsv6-series Linux","Standard_F4als_v6","4" +"Virtual Machines Falsv6-series Linux","Standard_F64als_v6","64" +"Virtual Machines Falsv6-series Linux","Standard_F8als_v6","8" +"Virtual Machines Falsv7-series Linux","Standard_F16als_v7","16" +"Virtual Machines Falsv7-series Linux","Standard_F1als_v7","1" +"Virtual Machines Falsv7-series Linux","Standard_F2als_v7","2" +"Virtual Machines Falsv7-series Linux","Standard_F32als_v7","32" +"Virtual Machines Falsv7-series Linux","Standard_F48als_v7","48" +"Virtual Machines Falsv7-series Linux","Standard_F4als_v7","4" +"Virtual Machines Falsv7-series Linux","Standard_F64als_v7","64" +"Virtual Machines Falsv7-series Linux","Standard_F80als_v7","80" +"Virtual Machines Falsv7-series Linux","Standard_F8als_v7","8" +"Virtual Machines Famdsv7-series Linux","Standard_F16-4amds_v7","16" +"Virtual Machines Famdsv7-series Linux","Standard_F16-8amds_v7","16" +"Virtual Machines Famdsv7-series Linux","Standard_F16amds_v7","16" +"Virtual Machines Famdsv7-series Linux","Standard_F1amds_v7","1" +"Virtual Machines Famdsv7-series Linux","Standard_F2-1amds_v7","2" +"Virtual Machines Famdsv7-series Linux","Standard_F2amds_v7","2" +"Virtual Machines Famdsv7-series Linux","Standard_F32-16amds_v7","32" +"Virtual Machines Famdsv7-series Linux","Standard_F32-8amds_v7","32" +"Virtual Machines Famdsv7-series Linux","Standard_F32amds_v7","32" +"Virtual Machines Famdsv7-series Linux","Standard_F4-1amds_v7","4" +"Virtual Machines Famdsv7-series Linux","Standard_F4-2amds_v7","4" +"Virtual Machines Famdsv7-series Linux","Standard_F48amds_v7","48" +"Virtual Machines Famdsv7-series Linux","Standard_F4amds_v7","4" +"Virtual Machines Famdsv7-series Linux","Standard_F64-16amds_v7","64" +"Virtual Machines Famdsv7-series Linux","Standard_F64-32amds_v7","64" +"Virtual Machines Famdsv7-series Linux","Standard_F64amds_v7","64" +"Virtual Machines Famdsv7-series Linux","Standard_F8-2amds_v7","8" +"Virtual Machines Famdsv7-series Linux","Standard_F8-4amds_v7","8" +"Virtual Machines Famdsv7-series Linux","Standard_F80amds_v7","80" +"Virtual Machines Famdsv7-series Linux","Standard_F8amds_v7","8" +"Virtual Machines Famsv6-series Linux","Standard_F16ams_v6","16" +"Virtual Machines Famsv6-series Linux","Standard_F2ams_v6","2" +"Virtual Machines Famsv6-series Linux","Standard_F32ams_v6","32" +"Virtual Machines Famsv6-series Linux","Standard_F48ams_v6","48" +"Virtual Machines Famsv6-series Linux","Standard_F4ams_v6","4" +"Virtual Machines Famsv6-series Linux","Standard_F64ams_v6","64" +"Virtual Machines Famsv6-series Linux","Standard_F8ams_v6","8" +"Virtual Machines Famsv7-series Linux","Standard_F16-4ams_v7","16" +"Virtual Machines Famsv7-series Linux","Standard_F16-8ams_v7","16" +"Virtual Machines Famsv7-series Linux","Standard_F16ams_v7","16" +"Virtual Machines Famsv7-series Linux","Standard_F1ams_v7","1" +"Virtual Machines Famsv7-series Linux","Standard_F2-1ams_v7","2" +"Virtual Machines Famsv7-series Linux","Standard_F2ams_v7","2" +"Virtual Machines Famsv7-series Linux","Standard_F32-16ams_v7","32" +"Virtual Machines Famsv7-series Linux","Standard_F32-8ams_v7","32" +"Virtual Machines Famsv7-series Linux","Standard_F32ams_v7","32" +"Virtual Machines Famsv7-series Linux","Standard_F4-1ams_v7","4" +"Virtual Machines Famsv7-series Linux","Standard_F4-2ams_v7","4" +"Virtual Machines Famsv7-series Linux","Standard_F48ams_v7","48" +"Virtual Machines Famsv7-series Linux","Standard_F4ams_v7","4" +"Virtual Machines Famsv7-series Linux","Standard_F64-16ams_v7","64" +"Virtual Machines Famsv7-series Linux","Standard_F64-32ams_v7","64" +"Virtual Machines Famsv7-series Linux","Standard_F64ams_v7","64" +"Virtual Machines Famsv7-series Linux","Standard_F8-2ams_v7","8" +"Virtual Machines Famsv7-series Linux","Standard_F8-4ams_v7","8" +"Virtual Machines Famsv7-series Linux","Standard_F80ams_v7","80" +"Virtual Machines Famsv7-series Linux","Standard_F8ams_v7","8" +"Virtual Machines Fasv6-series Linux","Standard_F16as_v6","16" +"Virtual Machines Fasv6-series Linux","Standard_F2as_v6","2" +"Virtual Machines Fasv6-series Linux","Standard_F32as_v6","32" +"Virtual Machines Fasv6-series Linux","Standard_F48as_v6","48" +"Virtual Machines Fasv6-series Linux","Standard_F4as_v6","4" +"Virtual Machines Fasv6-series Linux","Standard_F64as_v6","64" +"Virtual Machines Fasv6-series Linux","Standard_F8as_v6","8" +"Virtual Machines Fasv7-series Linux","Standard_F16as_v7","16" +"Virtual Machines Fasv7-series Linux","Standard_F1as_v7","1" +"Virtual Machines Fasv7-series Linux","Standard_F2as_v7","2" +"Virtual Machines Fasv7-series Linux","Standard_F32as_v7","32" +"Virtual Machines Fasv7-series Linux","Standard_F48as_v7","48" +"Virtual Machines Fasv7-series Linux","Standard_F4as_v7","4" +"Virtual Machines Fasv7-series Linux","Standard_F64as_v7","64" +"Virtual Machines Fasv7-series Linux","Standard_F80as_v7","80" +"Virtual Machines Fasv7-series Linux","Standard_F8as_v7","8" +"Virtual Machines FXmdsv2-series Linux","Standard_FX12-6mds_v2","12" +"Virtual Machines FXmdsv2-series Linux","Standard_FX12mds_v2","12" +"Virtual Machines FXmdsv2-series Linux","Standard_FX16-4mds_v2","16" +"Virtual Machines FXmdsv2-series Linux","Standard_FX16-8mds_v2","16" +"Virtual Machines FXmdsv2-series Linux","Standard_FX16mds_v2","16" +"Virtual Machines FXmdsv2-series Linux","Standard_FX24-12mds_v2","24" +"Virtual Machines FXmdsv2-series Linux","Standard_FX24-6mds_v2","24" +"Virtual Machines FXmdsv2-series Linux","Standard_FX24mds_v2","24" +"Virtual Machines FXmdsv2-series Linux","Standard_FX2mds_v2","2" +"Virtual Machines FXmdsv2-series Linux","Standard_FX32-16mds_v2","32" +"Virtual Machines FXmdsv2-series Linux","Standard_FX32-8mds_v2","32" +"Virtual Machines FXmdsv2-series Linux","Standard_FX32mds_v2","32" +"Virtual Machines FXmdsv2-series Linux","Standard_FX4-2mds_v2","4" +"Virtual Machines FXmdsv2-series Linux","Standard_FX48-12mds_v2","48" +"Virtual Machines FXmdsv2-series Linux","Standard_FX48-24mds_v2","48" +"Virtual Machines FXmdsv2-series Linux","Standard_FX48mds_v2","48" +"Virtual Machines FXmdsv2-series Linux","Standard_FX4mds_v2","4" +"Virtual Machines FXmdsv2-series Linux","Standard_FX64-16mds_v2","63.9" +"Virtual Machines FXmdsv2-series Linux","Standard_FX64-32mds_v2","63.9" +"Virtual Machines FXmdsv2-series Linux","Standard_FX64mds_v2","63.9" +"Virtual Machines FXmdsv2-series Linux","Standard_FX8-2mds_v2","8" +"Virtual Machines FXmdsv2-series Linux","Standard_FX8-4mds_v2","8" +"Virtual Machines FXmdsv2-series Linux","Standard_FX8mds_v2","8" +"Virtual Machines FXmdsv2-series Linux","Standard_FX96-24mds_v2","95.84" +"Virtual Machines FXmdsv2-series Linux","Standard_FX96-48mds_v2","95.84" +"Virtual Machines FXmdsv2-series Linux","Standard_FX96mds_v2","95.84" +"Virtual Machines FXmsv2-series Linux","Standard_FX12-6ms_v2","12" +"Virtual Machines FXmsv2-series Linux","Standard_FX12ms_v2","12" +"Virtual Machines FXmsv2-series Linux","Standard_FX16-4ms_v2","16" +"Virtual Machines FXmsv2-series Linux","Standard_FX16-8ms_v2","16" +"Virtual Machines FXmsv2-series Linux","Standard_FX16ms_v2","16" +"Virtual Machines FXmsv2-series Linux","Standard_FX24-12ms_v2","24" +"Virtual Machines FXmsv2-series Linux","Standard_FX24-6ms_v2","24" +"Virtual Machines FXmsv2-series Linux","Standard_FX24ms_v2","24" +"Virtual Machines FXmsv2-series Linux","Standard_FX2ms_v2","2" +"Virtual Machines FXmsv2-series Linux","Standard_FX32-16ms_v2","32" +"Virtual Machines FXmsv2-series Linux","Standard_FX32-8ms_v2","32" +"Virtual Machines FXmsv2-series Linux","Standard_FX32ms_v2","32" +"Virtual Machines FXmsv2-series Linux","Standard_FX4-2ms_v2","4" +"Virtual Machines FXmsv2-series Linux","Standard_FX48-12ms_v2","48" +"Virtual Machines FXmsv2-series Linux","Standard_FX48-24ms_v2","48" +"Virtual Machines FXmsv2-series Linux","Standard_FX48ms_v2","48" +"Virtual Machines FXmsv2-series Linux","Standard_FX4ms_v2","4" +"Virtual Machines FXmsv2-series Linux","Standard_FX64-16ms_v2","64" +"Virtual Machines FXmsv2-series Linux","Standard_FX64-32ms_v2","64" +"Virtual Machines FXmsv2-series Linux","Standard_FX64ms_v2","64" +"Virtual Machines FXmsv2-series Linux","Standard_FX8-2ms_v2","8" +"Virtual Machines FXmsv2-series Linux","Standard_FX8-4ms_v2","8" +"Virtual Machines FXmsv2-series Linux","Standard_FX8ms_v2","8" +"Virtual Machines FXmsv2-series Linux","Standard_FX96-24ms_v2","96.14" +"Virtual Machines FXmsv2-series Linux","Standard_FX96-48ms_v2","96.14" +"Virtual Machines FXmsv2-series Linux","Standard_FX96ms_v2","96.14" +"Virtual Machines HBrsv4-series Linux","Standard_HB176-144rs_v4","176" +"Virtual Machines HBrsv4-series Linux","Standard_HB176-24rs_v4","176" +"Virtual Machines HBrsv4-series Linux","Standard_HB176-48rs_v4","176" +"Virtual Machines HBrsv4-series Linux","Standard_HB176-96rs_v4","176" +"Virtual Machines HBrsv4-series Linux","Standard_HB176rs_v4","176" +"Virtual Machines HBrsv5 Linux","Standard_HB368-144rs_v5","368" +"Virtual Machines HBrsv5 Linux","Standard_HB368-192rs_v5","368" +"Virtual Machines HBrsv5 Linux","Standard_HB368-240rs_v5","368" +"Virtual Machines HBrsv5 Linux","Standard_HB368-288rs_v5","368" +"Virtual Machines HBrsv5 Linux","Standard_HB368-336rs_v5","368" +"Virtual Machines HBrsv5 Linux","Standard_HB368-48rs_v5","368" +"Virtual Machines HBrsv5 Linux","Standard_HB368-96rs_v5","368" +"Virtual Machines HBrsv5 Linux","Standard_HB368rs_v5","368" +"Virtual Machines HXrs Linux","Standard_HX176-144rs","176" +"Virtual Machines HXrs Linux","Standard_HX176-24rs","176" +"Virtual Machines HXrs Linux","Standard_HX176-48rs","176" +"Virtual Machines HXrs Linux","Standard_HX176-96rs","176" +"Virtual Machines HXrs Linux","Standard_HX176rs","176" +"Virtual Machines Laosv4-series Linux","Standard_L12aos_v4","12" +"Virtual Machines Laosv4-series Linux","Standard_L16aos_v4","16" +"Virtual Machines Laosv4-series Linux","Standard_L24aos_v4","24" +"Virtual Machines Laosv4-series Linux","Standard_L2aos_v4","2" +"Virtual Machines Laosv4-series Linux","Standard_L32aos_v4","32" +"Virtual Machines Laosv4-series Linux","Standard_L4aos_v4","4" +"Virtual Machines Laosv4-series Linux","Standard_L8aos_v4","8" +"Virtual Machines Lasv4 Series Linux","Standard_L16as_v4","16" +"Virtual Machines Lasv4 Series Linux","Standard_L2as_v4","2" +"Virtual Machines Lasv4 Series Linux","Standard_L32as_v4","32" +"Virtual Machines Lasv4 Series Linux","Standard_L48as_v4","48" +"Virtual Machines Lasv4 Series Linux","Standard_L4as_v4","4" +"Virtual Machines Lasv4 Series Linux","Standard_L64as_v4","64" +"Virtual Machines Lasv4 Series Linux","Standard_L80as_v4","80" +"Virtual Machines Lasv4 Series Linux","Standard_L8as_v4","8" +"Virtual Machines Lasv4 Series Linux","Standard_L96as_v4","96" +"Virtual Machines Lsv4 Series Linux","Standard_L16s_v4","16" +"Virtual Machines Lsv4 Series Linux","Standard_L2s_v4","2" +"Virtual Machines Lsv4 Series Linux","Standard_L32s_v4","32" +"Virtual Machines Lsv4 Series Linux","Standard_L48s_v4","48" +"Virtual Machines Lsv4 Series Linux","Standard_L4s_v4","4" +"Virtual Machines Lsv4 Series Linux","Standard_L64s_v4","64" +"Virtual Machines Lsv4 Series Linux","Standard_L80s_v4","80" +"Virtual Machines Lsv4 Series Linux","Standard_L8s_v4","8" +"Virtual Machines Lsv4 Series Linux","Standard_L96s_v4","96" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M128-64bds_3_v3","31.5" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M128-64bds_v3","8" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M128bds_3_v3","31.5" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M128bds_v3","8" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M16bds_v3","1" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M176-88bds_4_v3","43" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M176-88bds_v3","11" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M176bds_4_v3","43" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M176bds_v3","11" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M32bds_v3","2" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M48bds_v3","3" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M64-32bds_1_v3","15.7" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M64bds_1_v3","15.7" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M64bds_v3","4" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M96-48bds_2_v3","23.6" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M96bds_2_v3","23.6" +"Virtual Machines Mbdsv3 Medium Memory Series Linux","Standard_M96bds_v3","6" +"Virtual Machines Mbsv3 Medium Memory Series Linux","Standard_M128-64bs_v3","8" +"Virtual Machines Mbsv3 Medium Memory Series Linux","Standard_M128bs_v3","8" +"Virtual Machines Mbsv3 Medium Memory Series Linux","Standard_M16bs_v3","1" +"Virtual Machines Mbsv3 Medium Memory Series Linux","Standard_M176-88bs_v3","11" +"Virtual Machines Mbsv3 Medium Memory Series Linux","Standard_M176bs_v3","11" +"Virtual Machines Mbsv3 Medium Memory Series Linux","Standard_M32bs_v3","2" +"Virtual Machines Mbsv3 Medium Memory Series Linux","Standard_M416bs_v3","34.4" +"Virtual Machines Mbsv3 Medium Memory Series Linux","Standard_M48bs_v3","3" +"Virtual Machines Mbsv3 Medium Memory Series Linux","Standard_M64bs_v3","4" +"Virtual Machines Mbsv3 Medium Memory Series Linux","Standard_M96bs_v3","6" +"Virtual Machines Mdsv3 High Memory Series Linux","Standard_M416ds_10_v3","416" +"Virtual Machines Mdsv3 High Memory Series Linux","Standard_M416ds_12_v3","416" +"Virtual Machines Mdsv3 High Memory Series Linux","Standard_M416ds_6_v3","1" +"Virtual Machines Mdsv3 High Memory Series Linux","Standard_M416ds_8_v3","1.33" +"Virtual Machines Mdsv3 High Memory Series Linux","Standard_M416ds_9_v3","416" +"Virtual Machines Mdsv3 High Memory Series Linux","Standard_M624ds_12_v3","2" +"Virtual Machines Mdsv3 High Memory Series Linux","Standard_M832ds_12_v3","2.01" +"Virtual Machines Mdsv3 High Memory Series Linux","Standard_M832ids_16_v3","2.96" +"Virtual Machines Mdsv3 Medium Memory Series DedicatedHost","mdsv3medmem_type1","1" +"Virtual Machines Mdsv3 Medium Memory Series Linux","Standard_M12ds_v3","1" +"Virtual Machines Mdsv3 Medium Memory Series Linux","Standard_M176ds_3_v3","11.7" +"Virtual Machines Mdsv3 Medium Memory Series Linux","Standard_M176ds_4_v3","16.2" +"Virtual Machines Mdsv3 Medium Memory Series Linux","Standard_M24ds_v3","2" +"Virtual Machines Mdsv3 Medium Memory Series Linux","Standard_M48ds_1_v3","4.1" +"Virtual Machines Mdsv3 Medium Memory Series Linux","Standard_M96ds_1_v3","6.1" +"Virtual Machines Mdsv3 Medium Memory Series Linux","Standard_M96ds_2_v3","8.1" +"Virtual Machines Msv3 High Memory Series Linux","Standard_M416s_10_v3","416" +"Virtual Machines Msv3 High Memory Series Linux","Standard_M416s_12_v3","416" +"Virtual Machines Msv3 High Memory Series Linux","Standard_M416s_6_v3","1" +"Virtual Machines Msv3 High Memory Series Linux","Standard_M416s_8_v3","1.33" +"Virtual Machines Msv3 High Memory Series Linux","Standard_M416s_9_v3","416" +"Virtual Machines Msv3 High Memory Series Linux","Standard_M624s_12_v3","2" +"Virtual Machines Msv3 High Memory Series Linux","Standard_M832is_16_v3","2.96" +"Virtual Machines Msv3 High Memory Series Linux","Standard_M832s_12_v3","2.01" +"Virtual Machines Msv3 Medium Memory Series DedicatedHost","msv3medmem_type1","1" +"Virtual Machines Msv3 Medium Memory Series Linux","Standard_M12s_v3","1" +"Virtual Machines Msv3 Medium Memory Series Linux","Standard_M176s_3_v3","11.6" +"Virtual Machines Msv3 Medium Memory Series Linux","Standard_M176s_4_v3","16.2" +"Virtual Machines Msv3 Medium Memory Series Linux","Standard_M24s_v3","2" +"Virtual Machines Msv3 Medium Memory Series Linux","Standard_M48s_1_v3","4" +"Virtual Machines Msv3 Medium Memory Series Linux","Standard_M96s_1_v3","6.1" +"Virtual Machines Msv3 Medium Memory Series Linux","Standard_M96s_2_v3","8.1" +"Virtual Machines NCadsH100_v5-series Linux","Standard_NC40ads_H100_v5","40" +"Virtual Machines NCadsH100_v5-series Linux","Standard_NC80adis_H100_v5","80" +"Virtual Machines NCCadsH100_v5_series Linux","Standard_NCC40ads_H100_v5","40" +"Virtual Machines NCdsxlRTX6kv6 Linux","Standard_NC144ds_xl_RTXPRO6000BSE_v6","144" +"Virtual Machines NCdsxlRTX6kv6 Linux","Standard_NC288ds_xl_RTXPRO6000BSE_v6","288" +"Virtual Machines NCdsxlRTX6kv6 Linux","Standard_NC36ds_xl_RTXPRO6000BSE_v6","36" +"Virtual Machines NCdsxlRTX6kv6 Linux","Standard_NC72ds_xl_RTXPRO6000BSE_v6","72" +"Virtual Machines NCldsxlRTX6kv6 Linux","Standard_NC144lds_xl_RTXPRO6000BSE_v6","144" +"Virtual Machines NCldsxlRTX6kv6 Linux","Standard_NC24lds_xl_RTXPRO6000BSE_v6","24" +"Virtual Machines NCldsxlRTX6kv6 Linux","Standard_NC288lds_xl_RTXPRO6000BSE_v6","288" +"Virtual Machines NCldsxlRTX6kv6 Linux","Standard_NC36lds_xl_RTXPRO6000BSE_v6","36" +"Virtual Machines NCldsxlRTX6kv6 Linux","Standard_NC72lds_xl_RTXPRO6000BSE_v6","72" +"Virtual Machines ND MI300X v5 Series Linux","Standard_ND96is_MI300X_v5","96" +"Virtual Machines ND MI300X v5 Series Linux","Standard_ND96isr_MI300X_v5","96" +"Virtual Machines NDsr GB200 NDR v6 Series Linux","Standard_ND128isr_NDR_GB200_v6","128" +"Virtual Machines NDsr GB300 v6-Series Linux","Standard_ND128isr_GB300_v6","128" +"Virtual Machines NDsr H100 v5-Series Linux","Standard_ND96isr_H100_v5","106.56" +"Virtual Machines NDsr H200 v5 Series Linux","Standard_ND96isr_H200_v5","96" +"Virtual Machines NGads_V620_v1 Linux","Standard_NG16ads_V620_v1","16" +"Virtual Machines NGads_V620_v1 Linux","Standard_NG32ads_V620_v1","32" +"Virtual Machines NGads_V620_v1 Linux","Standard_NG8ads_V620_v1","8" +"Virtual Machines NVads_V710_v5 Linux","Standard_NV12ads_V710_v5","12" +"Virtual Machines NVads_V710_v5 Linux","Standard_NV24ads_V710_v5","24" +"Virtual Machines NVads_V710_v5 Linux","Standard_NV28adms_V710_v5","28.76" +"Virtual Machines NVads_V710_v5 Linux","Standard_NV4ads_V710_v5","4" +"Virtual Machines NVads_V710_v5 Linux","Standard_NV8ads_V710_v5","8" diff --git a/src/open-data/README.md b/src/open-data/README.md index 25212ecaf..86fa374e5 100644 --- a/src/open-data/README.md +++ b/src/open-data/README.md @@ -5,6 +5,7 @@ Our open data solutions are pretty straightforward. Nothing to deploy. Just use On this page: - [πŸ’° Commitment discount eligibility](#-commitment-discount-eligibility) +- [πŸ“ Instance size flexibility](#-instance-size-flexibility) - [πŸ“ Pricing units](#-pricing-units) - [πŸ—ΊοΈ Regions](#️-regions) - [πŸ—ΊοΈ Resource types](#️-resource-types) @@ -31,6 +32,32 @@ To update manually:
+## πŸ“ Instance size flexibility + + + πŸ“… Updated: Jun 28, 2026
+ ➑️ Source: Azure Reservations Catalogs API
+ + +
+ +The [InstanceSizeFlexibility.csv](./InstanceSizeFlexibility.csv) file maps each ARM SKU to its instance size flexibility (ISF) group and ratio. ISF lets a reservation apply across multiple SKUs in the same flexibility group; the ratio is the relative weight of each SKU within its group. It covers the reserved resource types that expose ISF ratios β€” Virtual Machines, Block Blob storage, Redis Cache, and Dedicated Host β€” unioned across a broad set of regions (compute groups are region-stable, but storage groups are region-specific). The raw Microsoft ratios are kept as-is (they don't always start at `1` for the smallest SKU) for drop-in parity with the deprecated files; pass `-Normalize` to rescale each group so its smallest SKU is `1`. This data is updated weekly by the [Update Instance Size Flexibility](../../.github/workflows/opendata-instance-size-flexibility.yml) workflow, which queries the [Azure Reservations Catalogs API](https://learn.microsoft.com/azure/cost-management-billing/reservations/instance-size-flexibility#extract-instance-size-flexibility-ratios-using-azure-catalogs-api). + +This dataset replaces two deprecated static CSVs that were hosted on `ccmstorageprod.blob.core.windows.net` (`AutofitComboMeterData.csv` and `isfratioblob.csv` / `aka.ms/isf`), which Microsoft is retiring (no updates after 9 May 2026, removed 30 Aug 2026). + +The file uses the canonical three-column Catalogs API schema: `InstanceSizeFlexibilityGroup`, `ArmSkuName`, `Ratio`. This is a 1:1 match for the deprecated `isfratioblob.csv`. The deprecated `AutofitComboMeterData.csv` also carried Cost Management connector columns (`ResourceLocation`, meter IDs, composite key, normalized SKU) that are not part of the Catalogs API and aren't reproducible from it; consumers that relied on them (e.g. the Power BI model's join key) should join on `ArmSkuName` instead. + +The Catalogs API is authenticated and requires the `Microsoft.Capacity/catalogs/read` permission, so this script must run with an active Azure context. Downstream tools consume the resulting public CSV and need no Azure credentials. + +To update manually: + +```powershell +Connect-AzAccount +./src/scripts/Update-InstanceSizeFlexibility.ps1 +``` + +
+ ## πŸ“ Pricing units diff --git a/src/scripts/Update-InstanceSizeFlexibility.ps1 b/src/scripts/Update-InstanceSizeFlexibility.ps1 new file mode 100644 index 000000000..7e9896dbd --- /dev/null +++ b/src/scripts/Update-InstanceSizeFlexibility.ps1 @@ -0,0 +1,350 @@ +# Copyright (c) Microsoft Corporation. +# Licensed under the MIT License. + +<# + .SYNOPSIS + Fetches instance size flexibility (ISF) ratios from the Azure Reservations Catalogs API. + + .DESCRIPTION + Queries the Azure Reservations Catalogs API (Microsoft.Capacity/catalogs) to extract + instance size flexibility groups and ratios for the supported reserved resource types. + Outputs a CSV file that can be used as open data for FinOps Hub ingestion, Power BI, and + the Optimization Engine. + + This replaces the deprecated static ISF CSVs that were hosted on + ccmstorageprod.blob.core.windows.net (AutofitComboMeterData.csv and isfratioblob.csv), + which Microsoft is retiring (no updates after 9 May 2026, removed 30 Aug 2026). + + The Catalogs API is authenticated and requires the Microsoft.Capacity/catalogs/read + permission, so this script must run with an active Azure context (Connect-AzAccount). The + authentication complexity lives only in this generator -- downstream tools consume the + resulting public CSV and need no Azure credentials. + + See: https://learn.microsoft.com/azure/cost-management-billing/reservations/instance-size-flexibility#extract-instance-size-flexibility-ratios-using-azure-catalogs-api + + .PARAMETER OutputPath + Path to the output CSV file. Defaults to src/open-data/InstanceSizeFlexibility.csv. + + .PARAMETER SubscriptionId + Subscription to use for the Catalogs API call. Defaults to the subscription in the current + Azure context. + + .PARAMETER Location + One or more Azure regions to query and union ISF ratios from. Compute ISF group/ratio + relationships are region-stable, but BlockBlob storage groups are region-specific, so the + default unions a broad region set to maximize coverage. + + .PARAMETER ReservedResourceType + One or more reserved resource types to extract ISF ratios for. Default is the four types that + expose ISF ratios as of 2026-06 (VirtualMachines, BlockBlob, RedisCache, DedicatedHost); + other reserved types are 1:1 and carry no flexibility groups. + + .PARAMETER ApiVersion + Catalogs API version. Default = 2022-03-01. + + .PARAMETER Normalize + Normalize ratios so the smallest SKU in each flexibility group has a ratio of 1. The raw API + ratios don't always start at 1 (e.g. BS Series starts at 0.25). When omitted, the raw Microsoft + ratios are kept for drop-in parity with the deprecated isfratioblob.csv / + AutofitComboMeterData.csv files that downstream tools (Power BI, Optimization Engine) expect. + + .EXAMPLE + ./Update-InstanceSizeFlexibility.ps1 + + .EXAMPLE + ./Update-InstanceSizeFlexibility.ps1 -ReservedResourceType VirtualMachines, RedisCache -OutputPath ./output/isf.csv +#> + +[CmdletBinding()] +param( + [string]$OutputPath = "$PSScriptRoot/../open-data/InstanceSizeFlexibility.csv", + + [string]$SubscriptionId, + + # ISF group/ratio relationships are region-stable for compute, but BlockBlob storage groups + # are region-specific, so a broad region set is unioned to maximize coverage. + [string[]]$Location = @( + 'eastus', 'eastus2', 'westus', 'westus2', 'westus3', 'centralus', 'southcentralus', 'northcentralus', + 'westeurope', 'northeurope', 'uksouth', 'francecentral', 'germanywestcentral', 'swedencentral', 'norwayeast', + 'southeastasia', 'eastasia', 'japaneast', 'japanwest', 'australiaeast', 'koreacentral', 'centralindia', + 'canadacentral', 'brazilsouth', 'southafricanorth', 'uaenorth' + ), + + # The reserved resource types that expose ISF ratios (ReservationsAutofitGroup/Ratio). As of + # 2026-06 only these four do; other reserved types are 1:1 and carry no flexibility groups. + [string[]]$ReservedResourceType = @('VirtualMachines', 'BlockBlob', 'RedisCache', 'DedicatedHost'), + + [string]$ApiVersion = '2022-03-01', + + [switch]$Normalize +) + +$ErrorActionPreference = 'Stop' + +# ----------------------------------------------------------------------- +# Step 0: Validate the Azure context (the Catalogs API is authenticated) +# ----------------------------------------------------------------------- +$context = Get-AzContext +if (-not $context) +{ + throw "No Azure context found. Run Connect-AzAccount before running this script (the Catalogs API requires Microsoft.Capacity/catalogs/read)." +} + +if (-not $SubscriptionId) +{ + $SubscriptionId = $context.Subscription.Id +} +if (-not $SubscriptionId) +{ + throw "No subscription found in the current Azure context. Pass -SubscriptionId or run Set-AzContext." +} +Write-Host "Using subscription $SubscriptionId, $($Location.Count) region(s), types: $($ReservedResourceType -join ', ')" + +function Invoke-CatalogsApi +{ + <# + .SYNOPSIS + Pages through the Catalogs API for a single reserved resource type and returns all items. + #> + param( + [string]$ResourceType, + [string]$Region + ) + + $items = [System.Collections.ArrayList]::new() + $uri = "https://management.azure.com/subscriptions/$SubscriptionId/providers/Microsoft.Capacity/catalogs" + + "?api-version=$ApiVersion&reservedResourceType=$ResourceType&location=$Region" + $page = 0 + + while ($uri) + { + $page++ + $retries = 0 + $maxRetries = 5 + + # Retry transient failures (network exceptions and 429/5xx) on the SAME page, without + # advancing the paging loop, so $page counts and the retry cap stay correct. + $response = $null + while ($true) + { + try + { + $response = Invoke-AzRestMethod -Uri $uri -Method GET + } + catch + { + $retries++ + if ($retries -gt $maxRetries) { throw "Failed after $maxRetries retries on $ResourceType/$Region page $page`: $_" } + $wait = [Math]::Pow(2, $retries) * 5 + Write-Host " Error on $ResourceType/$Region page $page, retrying in ${wait}s (attempt $retries/$maxRetries)" + Start-Sleep -Seconds $wait + continue + } + + if ($response.StatusCode -eq 429 -or $response.StatusCode -ge 500) + { + $retries++ + if ($retries -gt $maxRetries) { throw "Failed after $maxRetries retries on $ResourceType/$Region page $page (HTTP $($response.StatusCode))" } + $wait = [Math]::Pow(2, $retries) * 5 + Write-Host " HTTP $($response.StatusCode) on $ResourceType/$Region page $page, retrying in ${wait}s (attempt $retries/$maxRetries)" + Start-Sleep -Seconds $wait + continue + } + if ($response.StatusCode -ge 400) + { + throw "HTTP $($response.StatusCode) on $ResourceType/$Region page $page`: $($response.Content)" + } + + break + } + + $json = $response.Content | ConvertFrom-Json -Depth 100 + + # The catalogs API may return a bare array or an object with value/nextLink. + if ($null -ne $json -and $json.PSObject.Properties.Name -contains 'value') + { + $pageItems = $json.value + $uri = $json.nextLink + } + else + { + $pageItems = $json + $uri = $null + } + + foreach ($item in $pageItems) { $null = $items.Add($item) } + Write-Verbose " $ResourceType/$Region page $page`: $($pageItems.Count) items" + } + + return $items +} + +function Get-IsfRecords +{ + <# + .SYNOPSIS + Extracts ISF group/ratio records from raw catalog items. + #> + param( + [object[]]$CatalogItems + ) + + $records = [System.Collections.ArrayList]::new() + foreach ($item in $CatalogItems) + { + $flexGroup = $null + $ratio = $null + + foreach ($property in $item.skuProperties) + { + switch ($property.name) + { + { $_ -in 'ReservationsAutofitGroup', 'InstanceSizeFlexibilityGroup' } { $flexGroup = $property.value } + { $_ -in 'ReservationsAutofitRatio', 'InstanceSizeFlexibilityRatio' } { $ratio = $property.value } + } + } + + # ArmSkuName is exposed as armSkuName on newer API versions, otherwise the catalog name. + $armSkuName = if ($item.PSObject.Properties.Name -contains 'armSkuName' -and $item.armSkuName) { $item.armSkuName } else { $item.name } + + # Preview/unreleased SKUs can come back with a placeholder name (e.g. + # 'arm_sku_name_placeholder'); skip them so they don't leak into the public CSV. + if ($armSkuName -like '*placeholder*') { continue } + + if ($flexGroup -and $ratio -and $armSkuName) + { + $null = $records.Add([PSCustomObject]@{ + InstanceSizeFlexibilityGroup = [string]$flexGroup + ArmSkuName = [string]$armSkuName + Ratio = [double]$ratio + }) + } + } + + return $records +} + +function Get-NormalizedRecords +{ + <# + .SYNOPSIS + Normalizes ratios so the smallest SKU in each flexibility group has a ratio of 1. + #> + param( + [object[]]$Records + ) + + $normalized = [System.Collections.ArrayList]::new() + foreach ($group in ($Records | Group-Object InstanceSizeFlexibilityGroup)) + { + $minRatio = ($group.Group | Measure-Object -Property Ratio -Minimum).Minimum + if (-not $minRatio) { $minRatio = 1 } + foreach ($item in $group.Group) + { + $null = $normalized.Add([PSCustomObject]@{ + InstanceSizeFlexibilityGroup = $item.InstanceSizeFlexibilityGroup + ArmSkuName = $item.ArmSkuName + Ratio = [Math]::Round($item.Ratio / $minRatio, 4) + }) + } + } + + return $normalized +} + +# ----------------------------------------------------------------------- +# Step 1: Load existing CSV as a cache to preserve SKUs not seen this run +# ----------------------------------------------------------------------- +$cache = @{} +if (Test-Path $OutputPath) +{ + Write-Host "Loading existing CSV as cache..." + foreach ($row in (Import-Csv -Path $OutputPath)) + { + $key = "$($row.InstanceSizeFlexibilityGroup)|$($row.ArmSkuName)" + $cache[$key] = [PSCustomObject]@{ + InstanceSizeFlexibilityGroup = $row.InstanceSizeFlexibilityGroup + ArmSkuName = $row.ArmSkuName + Ratio = [double]$row.Ratio + } + } + Write-Host " Cached SKUs: $($cache.Count)" +} + +# ----------------------------------------------------------------------- +# Step 2: Fetch ISF ratios for each reserved resource type across all regions +# ----------------------------------------------------------------------- +$seen = @{} +foreach ($type in $ReservedResourceType) +{ + $typeKeys = @{} + foreach ($region in $Location) + { + try + { + $catalogItems = Invoke-CatalogsApi -ResourceType $type -Region $region + } + catch + { + Write-Warning " $type/$region failed, skipping: $($_.Exception.Message)" + continue + } + foreach ($record in (Get-IsfRecords -CatalogItems $catalogItems)) + { + $key = "$($record.InstanceSizeFlexibilityGroup)|$($record.ArmSkuName)" + $seen[$key] = $record + $typeKeys[$key] = $true + } + } + Write-Host " $type`: $($typeKeys.Count) distinct SKUs with ISF ratios across $($Location.Count) region(s)" +} + +# ----------------------------------------------------------------------- +# Step 3: Merge current run with cache (update seen, preserve unseen) +# ----------------------------------------------------------------------- +$added = 0 +$modified = 0 +$unchanged = 0 +$preserved = 0 + +$merged = @{} +foreach ($key in $cache.Keys) { $merged[$key] = $cache[$key] } +foreach ($key in $seen.Keys) +{ + if (-not $cache.ContainsKey($key)) + { + $added++ + } + elseif ([Math]::Round($cache[$key].Ratio, 6) -ne [Math]::Round($seen[$key].Ratio, 6)) + { + $modified++ + } + else + { + $unchanged++ + } + $merged[$key] = $seen[$key] +} +$preserved = $merged.Count - $seen.Count + +$allRecords = @($merged.Values) + +# ----------------------------------------------------------------------- +# Step 4: Normalize, sort, and write output +# ----------------------------------------------------------------------- +if ($Normalize) +{ + Write-Host "Normalizing ratios (smallest SKU per group = 1)..." + $allRecords = Get-NormalizedRecords -Records $allRecords +} + +$rows = $allRecords | Sort-Object InstanceSizeFlexibilityGroup, ArmSkuName + +Write-Host "`nMerge summary:" +Write-Host " Added: $added" +Write-Host " Modified: $modified" +Write-Host " Unchanged: $unchanged" +Write-Host " Preserved: $preserved (not seen this run, kept from cache)" + +$rows | Export-Csv -Path $OutputPath -UseQuotes Always -NoTypeInformation -Encoding utf8 +Write-Host "Wrote $($rows.Count) SKUs to $OutputPath"