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General availability: serverless for Hyperscale in Azure SQL Database

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Morgan_Oslake
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Feb 13, 2024

Optimizing resource allocation to achieve performance goals while controlling costs can be a challenging balance to strike especially for database workloads with complex usage patterns.  Azure SQL Database serverless provides a solution to help address these challenges, but until now the general availability of serverless has only been available in the General Purpose tier.  However, many workloads that can benefit from serverless may require greater performance and scale along with other capabilities unique to the Hyperscale tier.

 

We are pleased to announce the general availability of serverless auto-scaling for Hyperscale in Azure SQL Database.  The benefits of serverless and Hyperscale now come together into a single database solution.

 

Combined benefits

Performance and scaling

  • Automatic scaling of compute up to 80 vcores and 240 GB memory per replica.
  • Automatic scaling of local SSD cache up to 720 GB per replica boosting IO performance.
  • Automatic scaling of database storage up to 100 TB.
  • Auto-scaling independence of the primary replica, high availability replicas, and named replicas.
  • Auto-scaling independence of CPU and memory to match workload demand.
  • Higher IO performance than the General Purpose tier.
  • Read scale-out up to 30 named replicas.

Business continuity

  • High availability configuration flexibility.
  • Fast restore speed in minutes independent of data size.

Price optimization

  • Price-performance optimized memory management.
  • Billing for compute based on the amount used per second.
  • Billing for storage based on the amount used per hour.
  • Future release: automatic pausing & resuming, and billing only for storage when paused.

Serverless Hyperscale optimizes price-performance and simplifies performance management for databases with intermittent and unpredictable usage while leaving headroom for growing to extreme scale and delivering high performance during active usage periods.  Serverless Hyperscale is also well-suited for new applications with compute sizing uncertainty or workloads requiring frequent rescaling in order to reduce costs.  The serverless compute tier for Hyperscale helps accelerate application development, minimize operational complexity, and lower total costs.

 

Compute scaling and billing

Serverless Hyperscale automatically scales compute and cache resources in response to changing workload demand of the database.  The primary replica and any high availability (HA) replicas or named replicas each auto-scale independently for a serverless database in Hyperscale.  This auto-scaling independence adapts to workload variability that can occur across replicas based on their application purpose and optimizes resource allocation accordingly across the entire Hyperscale footprint.  The compute billed for each replica is based on the amount of CPU and memory used per second between a configurable compute range.

      

Serverless Hyperscale contrasts with provisioned compute Hyperscale which allocates a fixed amount of compute resources for a fixed price and is billed per hour.  Over short time scales, provisioned compute databases must either over-provision resources at a cost in order to accommodate peak usage or under-provision and risk poor performance. Over longer time scales, provisioned compute databases can be rescaled, but this solution may require predicting usage patterns or writing custom logic to trigger rescaling operations based on a schedule or performance metrics which adds development and operational complexity.  In serverless, compute scaling within configurable limits is managed natively by the service to continuously and quickly right-size resources.

 

For example, consider an IoT application using a serverless Hyperscale database with sporadic usage that requires multi-core bursting headroom throughout the day.  Suppose the primary replica with one HA replica is configured to allow auto-scaling up to 16 vcores with the following usage pattern over a 1 hour period:

 

Primary replica

 

Further suppose the database is scaled out with one named replica for read-only analytics scenarios and also configured to allow auto-scaling up to 16 vcores with the following usage pattern over the same 1 hour period:

 

Named replica

 

As can be seen, database usage corresponds to the amount of compute billed.  The compute billed is measured in units of vcore seconds and over the 1 hour period sums to around 9k vcore seconds for the primary replica, 7k vcore seconds for the HA replica, and 9k vcore seconds for the named replica.  Suppose the serverless compute unit price for each replica in the East US region is around $0.000105/vcore-second (subject to change). Then the compute cost over this 1 hour period is approximately $1.67 for the primary replica and its HA replica plus $0.94 for the named replica.  These costs are calculated by multiplying the compute unit price by the total number of vcore seconds billed for each replica.  During this time period, the compute for the primary and named replicas independently scaled from idle usage up to nearly 100 percent of 16 vcores in response to unpredictable bursting episodes and without any customer intervention.  In this example, the price savings using serverless is significant compared to using provisioned compute Hyperscale configured with the same 16 vcore limit.

 

Price-performance trade-offs

Price-performance trade-offs to consider when using serverless for Hyperscale are related to the compute unit price and impact on performance due to compute warm-up after periods of low or idle usage.

 

Compute unit price

The serverless compute unit price is higher than for provisioned compute within Hyperscale since serverless is optimized for workloads with intermittent usage patterns.  If CPU or memory usage is high enough and sustained for long enough, then the provisioned compute tier may be less expensive.

 

Compute warm-up

The SQL memory cache and resilient buffer pool extension (RBPEX) local disk cache for each compute replica in serverless Hyperscale are gradually reclaimed if CPU or memory usage are low enough for long enough.  When workload activity returns, disk IO may be required to rehydrate data pages into the SQL buffer pool memory cache or RBPEX disk cache, or query plans may need to be recompiled. This cache reclamation policy based on low usage is unique to serverless and done to control costs, but can impact performance. Cache reclamation based on low usage does not occur in the provisioned compute tier where this kind of impact can be avoided.

 

Learn more

Azure SQL Database serverless auto-scaling is now generally available for the Hyperscale tier.  Serverless auto-pausing and resuming in Hyperscale is planned in a future release.

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First published on TECHNET on Jan 08, 2018 We are aware of a new publicly disclosed class of vulnerabilities that are referred to as speculative execution side-channel attacks as detailed in Microsoft Security advisory ADV180002.

","body":"

First published on TECHNET on Jan 08, 2018
We are aware of a new publicly disclosed class of vulnerabilities that are referred to as speculative execution side-channel attacks as detailed in Microsoft Security advisory ADV180002 . These vulnerabilities affect many modern processors and operating systems, including chipsets from Intel, AMD, and ARM.

This post is intended to centralize and share current guidance to help Enterprise Mobility + Security customers ensure their environments are protected against these vulnerabilities. We will continue to update as more information becomes available.

The post includes sections for the three main customer scenarios:

\n\n

 

\n\n

 

\n\n



\n

Configuration Manager

\n

 

\n

Windows Update

\n


If you have Windows 10 devices receiving Windows Update for Business policy, or are using co-management and the Windows Update workload is switched to Microsoft Intune, these devices will automatically get the January cumulative update on the ring definition you define.

For traditional management of Windows 10 and other affected operating systems, use the software updates management feature of Configuration Manager to deploy the January cumulative update. For example, 2018-01 Cumulative Update for Windows 10 Version 1709 for x64-based Systems ( KB4056892 ). For more information, see Windows client support article KB 4073119 . (For more information about additional actions specifically for Windows Server, see “Configuration Manager infrastructure” section below.)

Compatibility issues may exist with a small number of antivirus software products. As a result, Microsoft is only offering the Windows security updates released on January 3, 2018, to devices running antivirus software from partners who have confirmed that their software is compatible with the January 2018 Windows security update. If your devices are not detecting the security update as applicable, you may be running incompatible antivirus software, and you should consult the antivirus software vendor. For more information, see Microsoft Support article KB 4072699 .

\n

Firmware update

\n


Check for available firmware updates from your hardware vendor. For more information about an update for Microsoft Surface, see support article KB 4073065 . Download the Windows Installer package for Microsoft Surface, and deploy using a Configuration Manager application . We recommend an application versus a package for the enhanced compliance reporting capabilities.

Customers running Configuration Manager current branch version 1706 or later can manage Microsoft Surface driver updates through the software update channel.

Some customers may experience devices prompting for BitLocker key entry after updating firmware, even if not normally required. If you are using BitLocker, we recommend testing this behavior, and then consider whether to suspend BitLocker during this process. If needed, you can use a custom task sequence to order these events. For example,

\n\n

 

\n\n

 

\n\n



When using the Disable BitLocker step in a task sequence, protection resumes after restart.

\n

Updates for other managed devices

\n


For information about Apple macOS devices, see Apple support article HT208394 .

Install the latest updates for Linux and UNIX. For more information, check with your specific Linux distro vendor and UNIX operating system vendor.

\n

Verify protection on Windows devices

\n


To verify protection against these vulnerabilities, both the software updates management and application management features have compliance reporting capabilities. Use these capabilities to determine device compliance for the January Windows update and the firmware update application.

Additionally, there is a new Windows PowerShell module, SpeculationControl, which you can use to verify protections are enabled. For more information, see the “Verifying protections are enabled” section of Microsoft Support article KB 4073119 . We recommend downloading the version from the TechNet ScriptCenter as it works offline without further prerequisites. (Using the Install-Module process requires Internet access, trusting the PSGallery repository, and installing a NuGet package.)

Customers running Configuration Manager current branch version 1706 or later can use the Run Scripts feature to deploy a script and receive near real-time response from active clients. The following PowerShell code snippet is an example of what you can use to automate running the Get-SpeculationControlSettings cmdlet at scale:

# The SpeculationControl module is signed; default 'Restricted' policy won't work

Set-ExecutionPolicy AllSigned -Scope Process -Force



# Pull the cert from the module

$cert = Get-AuthenticodeSignature .\\SpeculationControl.psd1



# Add the CA cert to the Trusted Publishers store

$store = New-Object System.Security.Cryptography.X509Certificates.X509Store \"TrustedPublisher\",\"LocalMachine\"

$store.Open(\"ReadWrite\")

$store.Add($cert.SignerCertificate)

$store.Close()



# Import the module and run the cmdlet

Import-Module .\\SpeculationControl.psd1

Get-SpeculationControlSettings



The final cmdlet returns a list of settings and their states. While the Run Scripts feature will report this output, a script to wrap and return a single value makes for easier reporting across many devices.

For example, save the Get-SpeculationControlSettings output into a variable, then access each setting as a property:

$SpecSettings = Get-SpeculationControlSettings
If ($SpecSettings.BTIHardwarePresent) { write-host “BTI hardware present”}

We have also published a compliance baseline to help verify protections. Download Speculative Execution Side-Channel Vulnerabilities Configuration Baseline from Official Microsoft Download Center.

\n

Configuration Manager infrastructure

\n


As well as deploying the Windows and firmware updates to servers, also review Microsoft Support articles KB 4072698 for Windows Server and KB 4073225 for SQL Server.

For Windows Server, there are additional actions necessary to enable protections. (For Windows Clients, the protections are enabled by default. For Windows Servers, the protections need to be enabled.) Based on feedback from Microsoft IT, we recommend the following order of operations to optimize the number restarts:

\n\n

 

\n\n

 

\n\n

 

\n\n

 

\n\n



(And remember to possibly disable BitLocker if in use on servers. When using the Disable BitLocker step in a task sequence, protection resumes after restart.)

KB 4073225 outlines customer guidance for SQL Server, which is a critical part of any Configuration Manager system. Currently, we recommend following the SQL guidance for Configuration Manager site database servers, except the following suggested steps which may impact Configuration Manager functionality and performance. Do not perform the steps for these two categories at this time:

\n\n

 

\n\n



For customers that run their Configuration Manager environment in Microsoft Azure, or are using connected Azure services like the Cloud Management Gateway, see this blog post for information.

\n

Configuration Manager with Microsoft Intune (hybrid)

\n


For more information about Apple iOS and macOS devices, see Apple support article HT208394 .

For more information about Android devices, see Google’s blog post and support FAQ .

\n

Microsoft Intune

\n


Windows 10 devices will automatically get the January cumulative update on the ring definitions you define. For example, 2018-01 Cumulative Update for Windows 10 Version 1709 for x64-based Systems ( KB4056892 ). For more information, see Windows client support article KB 4073119 .

For information on classic Intune PC management, see the software update documentation .

Compatibility issues may exist with a small number of antivirus software products. As a result, Microsoft is only offering the Windows security updates released on January 3, 2018, to devices running antivirus software from partners who have confirmed that their software is compatible with the January 2018 Windows security update. If your devices are not detecting the security update as applicable, you may be running incompatible antivirus software, and you should consult the antivirus software vendor.  For more information, see Microsoft Support article KB 4072699 .

For more information about Apple iOS and macOS devices, see Apple support article HT208394 .

For more information about Android devices, see Google’s blog post and support FAQ .



We will continue to update this post as more information becomes available.

If you have any feedback, please use the Windows 10 Feedback Hub .



The System Center Configuration Manager Team

","body@stringLength":"15995","rawBody":"

First published on TECHNET on Jan 08, 2018
We are aware of a new publicly disclosed class of vulnerabilities that are referred to as speculative execution side-channel attacks as detailed in Microsoft Security advisory ADV180002 . These vulnerabilities affect many modern processors and operating systems, including chipsets from Intel, AMD, and ARM.

This post is intended to centralize and share current guidance to help Enterprise Mobility + Security customers ensure their environments are protected against these vulnerabilities. We will continue to update as more information becomes available.

The post includes sections for the three main customer scenarios:

\n\n

 

\n\n

 

\n\n



\n

Configuration Manager

\n

 

\n

Windows Update

\n


If you have Windows 10 devices receiving Windows Update for Business policy, or are using co-management and the Windows Update workload is switched to Microsoft Intune, these devices will automatically get the January cumulative update on the ring definition you define.

For traditional management of Windows 10 and other affected operating systems, use the software updates management feature of Configuration Manager to deploy the January cumulative update. For example, 2018-01 Cumulative Update for Windows 10 Version 1709 for x64-based Systems ( KB4056892 ). For more information, see Windows client support article KB 4073119 . (For more information about additional actions specifically for Windows Server, see “Configuration Manager infrastructure” section below.)

Compatibility issues may exist with a small number of antivirus software products. As a result, Microsoft is only offering the Windows security updates released on January 3, 2018, to devices running antivirus software from partners who have confirmed that their software is compatible with the January 2018 Windows security update. If your devices are not detecting the security update as applicable, you may be running incompatible antivirus software, and you should consult the antivirus software vendor. For more information, see Microsoft Support article KB 4072699 .

\n

Firmware update

\n


Check for available firmware updates from your hardware vendor. For more information about an update for Microsoft Surface, see support article KB 4073065 . Download the Windows Installer package for Microsoft Surface, and deploy using a Configuration Manager application . We recommend an application versus a package for the enhanced compliance reporting capabilities.

Customers running Configuration Manager current branch version 1706 or later can manage Microsoft Surface driver updates through the software update channel.

Some customers may experience devices prompting for BitLocker key entry after updating firmware, even if not normally required. If you are using BitLocker, we recommend testing this behavior, and then consider whether to suspend BitLocker during this process. If needed, you can use a custom task sequence to order these events. For example,

\n\n

 

\n\n

 

\n\n



When using the Disable BitLocker step in a task sequence, protection resumes after restart.

\n

Updates for other managed devices

\n


For information about Apple macOS devices, see Apple support article HT208394 .

Install the latest updates for Linux and UNIX. For more information, check with your specific Linux distro vendor and UNIX operating system vendor.

\n

Verify protection on Windows devices

\n


To verify protection against these vulnerabilities, both the software updates management and application management features have compliance reporting capabilities. Use these capabilities to determine device compliance for the January Windows update and the firmware update application.

Additionally, there is a new Windows PowerShell module, SpeculationControl, which you can use to verify protections are enabled. For more information, see the “Verifying protections are enabled” section of Microsoft Support article KB 4073119 . We recommend downloading the version from the TechNet ScriptCenter as it works offline without further prerequisites. (Using the Install-Module process requires Internet access, trusting the PSGallery repository, and installing a NuGet package.)

Customers running Configuration Manager current branch version 1706 or later can use the Run Scripts feature to deploy a script and receive near real-time response from active clients. The following PowerShell code snippet is an example of what you can use to automate running the Get-SpeculationControlSettings cmdlet at scale:

# The SpeculationControl module is signed; default 'Restricted' policy won't work

Set-ExecutionPolicy AllSigned -Scope Process -Force



# Pull the cert from the module

$cert = Get-AuthenticodeSignature .\\SpeculationControl.psd1



# Add the CA cert to the Trusted Publishers store

$store = New-Object System.Security.Cryptography.X509Certificates.X509Store \"TrustedPublisher\",\"LocalMachine\"

$store.Open(\"ReadWrite\")

$store.Add($cert.SignerCertificate)

$store.Close()



# Import the module and run the cmdlet

Import-Module .\\SpeculationControl.psd1

Get-SpeculationControlSettings



The final cmdlet returns a list of settings and their states. While the Run Scripts feature will report this output, a script to wrap and return a single value makes for easier reporting across many devices.

For example, save the Get-SpeculationControlSettings output into a variable, then access each setting as a property:

$SpecSettings = Get-SpeculationControlSettings
If ($SpecSettings.BTIHardwarePresent) { write-host “BTI hardware present”}

We have also published a compliance baseline to help verify protections. Download Speculative Execution Side-Channel Vulnerabilities Configuration Baseline from Official Microsoft Download Center.

\n

Configuration Manager infrastructure

\n


As well as deploying the Windows and firmware updates to servers, also review Microsoft Support articles KB 4072698 for Windows Server and KB 4073225 for SQL Server.

For Windows Server, there are additional actions necessary to enable protections. (For Windows Clients, the protections are enabled by default. For Windows Servers, the protections need to be enabled.) Based on feedback from Microsoft IT, we recommend the following order of operations to optimize the number restarts:

\n\n

 

\n\n

 

\n\n

 

\n\n

 

\n\n



(And remember to possibly disable BitLocker if in use on servers. When using the Disable BitLocker step in a task sequence, protection resumes after restart.)

KB 4073225 outlines customer guidance for SQL Server, which is a critical part of any Configuration Manager system. Currently, we recommend following the SQL guidance for Configuration Manager site database servers, except the following suggested steps which may impact Configuration Manager functionality and performance. Do not perform the steps for these two categories at this time:

\n\n

 

\n\n



For customers that run their Configuration Manager environment in Microsoft Azure, or are using connected Azure services like the Cloud Management Gateway, see this blog post for information.

\n

Configuration Manager with Microsoft Intune (hybrid)

\n


For more information about Apple iOS and macOS devices, see Apple support article HT208394 .

For more information about Android devices, see Google’s blog post and support FAQ .

\n

Microsoft Intune

\n


Windows 10 devices will automatically get the January cumulative update on the ring definitions you define. For example, 2018-01 Cumulative Update for Windows 10 Version 1709 for x64-based Systems ( KB4056892 ). For more information, see Windows client support article KB 4073119 .

For information on classic Intune PC management, see the software update documentation .

Compatibility issues may exist with a small number of antivirus software products. As a result, Microsoft is only offering the Windows security updates released on January 3, 2018, to devices running antivirus software from partners who have confirmed that their software is compatible with the January 2018 Windows security update. If your devices are not detecting the security update as applicable, you may be running incompatible antivirus software, and you should consult the antivirus software vendor.  For more information, see Microsoft Support article KB 4072699 .

For more information about Apple iOS and macOS devices, see Apple support article HT208394 .

For more information about Android devices, see Google’s blog post and support FAQ .



We will continue to update this post as more information becomes available.

If you have any feedback, please use the Windows 10 Feedback Hub .



The System Center Configuration Manager Team

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First published on TECHNET on Jan 08, 2018 We are aware of a new publicly disclosed class of vulnerabilities that are referred to as speculative execution side-channel attacks as detailed in Microsoft Security advisory ADV180002.

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