What's new in Analytics Platform System, a scale-out MPP data warehouse
See what's new in the latest Appliance Updates for Microsoft Analytics Platform System (APS). APS is a scale-out on-premises appliance that hosts MPP SQL Server Parallel Data Warehouse.
Release date - September 2019
Alter External Data Source
Customers will be able to alter external data source definition with the CU7.5 update. Customers with Hadoop name node high availability can now alter the data source to change the arguments when a failover happens. For APS, only the LOCATION, RESOURCE_MANAGER_LOCATION and CREDENTIAL can be changed. See alter external data source for more information.
CDH 5.15 and 5.16 support with PolyBase
PolyBase on APS with CU7.5 update now supports CDH 5.15 and 5.16 versions of Hadoop distribution from Cloudera. Use option 6 for CDH 5.x versions.
Try_Convert and Try_Cast support
Release date - May 2019
Loading large rows with dwloader
Starting from APS CU7.4, customers will be able to use a new dwloader to load rows into tables that are larger than 32 KB (32,768 bytes). The new dwloader supports the -l switch that takes an integer value between 32768 and 33554432 (in bytes) to load rows larger than 32 KB. Only use this option when loading large rows (greater than 32 KB) as this switch will allocate more memory on the client and the server and may slow down loads. You can download the new dwloader from download site.
HDP 3.0 and 3.1 support with PolyBase
PolyBase on APS now supports HDP 3.0 and 3.1 with this update. Use option 7 for HDP 3.x versions. For more information, see PolyBase connectivity page.
UTF16 file support with PolyBase
PolyBase now support reading delimited text files that are in UTF16 (LE) encoding. See create external file format for setup details.
Release date - December 2018
Common subexpression elimination
APS CU7.3 improves query performance with common subexpression elimination in SQL query optimizer. The improvement improves queries in two ways. The first benefit is the ability to identify and eliminate such expressions help reduce SQL compilation time. The second and more important benefit is data movement operations for these redundant subexpressions are eliminated thus execution time for queries becomes faster. Detailed explanation of this feature can be found here.
APS Informatica connector for Informatica 10.2.0 published
We have released a new version of Informatica connectors for APS that works with Informatica version 10.2.0 and 10.2.0 Hotfix 1. The new connectors can be downloaded from download site.
|APS Version||Informatica PowerCenter||Driver|
|APS 2016||9.6.1||SQL Server Native Client 11.x|
|APS 2016 and later||10.2.0, 10.2.0 Hotfix 1||SQL Server Native Client 11.x|
Release date - October 2018
Support for TLS 1.2
APS CU7.2 supports TLS 1.2. Client machine to APS and APS intra-node communication can now be set to communicate only over TLS1.2. Tools like SSDT, SSIS, and Dwloader installed on client machines that are set to communicate only over TLS 1.2 can now connect to APS using TLS 1.2. By default, APS will support all TLS (1.0, 1.1 and 1.2) versions for backward compatibility. If you wish to set your APS appliance to strictly use TLS 1.2, you can do so by changing registry settings.
For more information, see configuring TLS1.2 on APS.
Hadoop encryption zone support for PolyBase
PolyBase now can communicate to Hadoop encryption zones. See APS configuration changes that are needed in configure Hadoop security.
Insert-Select maxdop options
We have added a feature switch that allows you to pick maxdop settings greater than 1 for insert-select operations. You can now set the maxdop setting to 0, 1, 2, or 4. The default is 1.
Increasing maxdop may sometimes result in slower operations or deadlock errors. If that occurs, change the setting back to maxdop 1 and retry the operation.
ColumnStore index health DMV
You can view columnstore index health information using dm_pdw_nodes_db_column_store_row_group_physical_stats dmv. Use the following view to determine fragmentation and decide when to rebuild or reorganize a columnstore index.
create view dbo.vCS_rg_physical_stats as with cte as ( select tb.[name] AS [logical_table_name] , rg.[row_group_id] AS [row_group_id] , rg.[state] AS [state] , rg.[state_desc] AS [state_desc] , rg.[total_rows] AS [total_rows] , rg.[trim_reason_desc] AS trim_reason_desc , mp.[physical_name] AS physical_name FROM sys.[schemas] sm JOIN sys.[tables] tb ON sm.[schema_id] = tb.[schema_id] JOIN sys.[pdw_table_mappings] mp ON tb.[object_id] = mp.[object_id] JOIN sys.[pdw_nodes_tables] nt ON nt.[name] = mp.[physical_name] JOIN sys.[dm_pdw_nodes_db_column_store_row_group_physical_stats] rg ON rg.[object_id] = nt.[object_id] AND rg.[pdw_node_id] = nt.[pdw_node_id] AND rg.[pdw_node_id] = nt.[pdw_node_id] ) select * from cte;
PolyBase date range increase for ORC and Parquet files
Reading, importing and exporting date data types using PolyBase now supports dates before 1970-01-01 and after 2038-01-20 for ORC and Parquet file types.
SSIS destination adapter for SQL Server 2017 as target
New APS SSIS destination adapter that supports SQL Server 2017 as deployment target can be downloaded from download site.
Release date - July 2018
DBCC commands do not consume concurrency slots (behavior change)
APS supports a subset of the T-SQL DBCC commands such as DBCC DROPCLEANBUFFERS. Previously, these commands would consume a concurrency slot reducing the number of user loads/queries that could be executed. The
DBCC commands are now run in a local queue that do not consume a user concurrency slot improving overall query execution performance.
Replaces some metadata calls with catalog objects
Using catalog objects for metadata calls instead of using SMO has shown performance improvement in APS. Starting from CU7.1, some of these metadata calls now use catalog objects by default. This behavior can be turned off by feature switch if customers using metadata queries run into any issues.
We have upgraded to SQL Server 2016 SP2 CU2 with APS CU7.1. The upgrade fixes some issues described below.
|Potential tuple mover deadlock||The upgrade fixes a long standing possibility of deadlock in a distributed transaction and tuple mover background thread. After installing CU7.1, customers who used TF634 to stop tuple mover as SQL Server startup parameter or global trace flag can safely remove it.|
|Certain lag/lead query fails||Certain queries on CCI tables with nested lag/lead functions that would error is now fixed with this upgrade.|
Release date - May 2018
APS 2016 is a prerequisite to upgrade to AU7. The following are new features in APS AU7:
Auto-create and auto-update statistics
APS AU7 creates and updates statistics automatically, by default. To update statistics settings, administrators can use a new feature switch menu item in the Configuration Manager. The feature switch controls the auto-create, auto-update, and asynchronous update behavior of statistics. You can also update statistics settings with the ALTER DATABASE (Parallel Data Warehouse) statement.
Select @var is now supported. For more information, see select local variable
Query hints HASH and ORDER GROUP are now supported. For more information, see Hints(Transact-SQL) - Query
APS AU7 introduces Feature Switch in Configuration Manager. AutoStatsEnabled and DmsProcessStopMessageTimeoutInSeconds are now configurable options that can be changed by Administrators.
With APS AU7 software, an Intel BIOS update is provided which fixes a problem described as speculative execution side-channel attacks. The attacks aim to exploit what are called Spectre and Meltdown vulnerabilities. Although packaged together with APS, the BIOS update is installed manually, and not as part of the APS AU7 software install.
Microsoft advises all customers to install the BIOS updated. Microsoft has measured the effect of Kernel Virtual Address Shadowing (KVAS), Kernel Page Table Indirection (KPTI) and Indirect Branch Prediction mitigation (IBP) on various SQL workloads in various environments. The measurements found significant degradation on some workloads. Based on the results, the recommendation is that you test the performance effect of enabling BIOS update before you deploy them in a production environment. See SQL Server guidance here.
This section described the new features for APS 2016-AU6.
SQL Server 2016
APS AU6 runs on the latest SQL Server 2016 release, and uses the default database compatibility level 130. SQL Server 2016 enables support for new features such as:
- Secondary indexes for clustered columnstore indexes.
- Kerberos for PolyBase.
APS AU6 supports these T-SQL compatibility improvements. These additional language elements make it easier to migrate from SQL Server and other data sources.
- Column-level SQL collations are now supported, in addition to Windows collations.
- Nonclustered indexes on clustered columnstore indexes improve performance of queries that search for specific values in the clustered columnstore index.
- sp_spaceused() displays the disk space used or reserved in a table or database.
- Wide tables support is the same as SQL Server 2016. The previous limit of 32 K for the row size no longer exists.
- VARCHAR(MAX), NVARCHAR(MAX) and VARBINARY(MAX). These LOB data types have a maximum size of 2 GB. To load these objects use bcp Utility. PolyBase and dwloader do not currently support these data types.
- NUMERIC and DECIMAL data types.
- ROWS or RANGE in the OVER clause of the SELECT statement.
- Compatibility with Hortonworks HDP 2.4 and HDP 2.5
- Kerberos support via database scoped credentials
- Credential support with Azure Storage Blobs
Install and upgrade enhancements
Enterprise architecture updates Upgrading your existing appliance to APS AU6 installs the latest firmware and driver updates, which include security fixes.
A new appliance from HPE or DELL includes all the latest updates plus:
- Latest generation processor support (Broadwell)
- Update to DDR4 DIMMs
- Improved DIMM throughput
- Fully Qualified Domain Name (FQDN) support makes it possible to setup a Domain trust to the appliance.
- To use FQDN, you need to do a full upgrade and opt-in during the upgrade.
Reduced downtime Installing or upgrading to APS AU6 is faster and requires less downtime than previous releases. To reduce downtime, the install or upgrade:
- Streamlines applying WSUS updates by using an image that contains all the updates through June 2016
- Applies security updates with the driver and firmware updates
- Places the latest hotfixes and the appliance verification utility (PAV) on your appliance so they are ready to install with no need to download them.