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Quota usage including any quota thresholds does not change when a file is processed by deduplication. All other FSRM quota functionality, including volume-root soft quotas and quotas on subfolders, will work normally when using deduplication.
Volumes brought under deduplication control may be empty or they may already contain data. If the volume already has data, deduplication may take an extended amount of time to process the data for the first time. This is a normal condition and should be expected. Data Deduplication processes files when the server has available resources and will automatically resume processing.
The rate of processing depends on the system specifications. Administrators can monitor the progress of deduplication by using Windows PowerShell or in Server Manager. After the initial dataset is processed, deduplication has minimal impact on the server, and it does not require manual maintenance.
Data deduplication allows new writing directly to an NTFS volume. Files on the volume are evaluated periodically and processed if they meet the deduplication policy criteria. Deduplication processes files inside an enabled volume once per hour in the background or on additional schedules that you specify by using Throughput mode optimization jobs.
The deduplication feature can process roughly 2 TB of data per volume in a hour period GB per hour when running a throughput optimization job on a single volume. Multiple volumes can run in parallel if CPU core processors and memory are available. The busier the server is, the longer it will take to process the data. If you have a data volume that is very busy, you might consider scheduling a regular throughput optimization job during off-peak hours.
For more information, see Optimization jobs. Running very low on disk space on a deduplicated volume is not advisable because certain types of data access operations can fail unexpectedly. For example, memory-mapped operations on deduplicated files can fail due to lack of disk space.
Notepad is an example of an application that accesses files by using memory-mapped operations. If the volume is at or near zero free space, opening deduplicated files in Notepad may return an error message that says disk access has failed.
Similar data-access failures can occur on sparse or compressed files on a full volume without deduplication installed. We recommend keeping at least one gigabyte of free space on deduplicated volumes to avoid failures.
If the volume is full and you encounter file access failures, consider one of the following options to work around the issue:. Run a Garbage Collection job to reclaim disk space by using an elevated Windows PowerShell command prompt:.
You can use it to determine the expected savings that you would get if deduplication is enabled on a particular volume. The following example shows running DDPEval. When the space savings percent is calculated, you can make an informed decision to install deduplication or not.
By running the Windows PowerShell Measure-DedupFileMetadata cmdlet, you can determine how much potential disk space can be reclaimed on a volume if you delete a group of folders, a single folder, or a single file, and then run a Garbage Collection job.
Specifically, the DedupDistinctSize value will tell you how much space you would get back if you deleted those files. Files often have chunks that are shared across other folders, so the deduplication engine will calculate which chunks are unique and would be deleted after the Garbage Collection job.
In this example, KB of space will be reclaimed if Garbage Collection is run with the —full parameter. When appropriate servers and volumes have been identified, you can enable the feature on the server and assign volumes.
For more information, see Install and Configure Data Deduplication. When it is enabled, the default policies and schedules are created. Process files that have a minimum age of five days according to the Last Modified Time.
If Last Access Time is enabled on the server this is not the default setting , deduplication will use the Last Access Time. Process files in background mode every hour. Do not exclude any directories or file types. The default setting is to process the entire volume. Run a garbage collection job every Saturday at AM. Garbage collection reclaims space on a volume by deleting chunks from the chunk store that are no longer referenced. Download now.
Get started. Get started with Tips. Work together. Check it out. Get now. See all. Watch videos. Take training. Learn how to get more work done, from anywhere on any device with Microsoft and Windows Select Authentication Settings , and select one of the following options to log on to the data source:.
Windows Authentication Select this option to use the Windows username and password of the current user. This is the most secure method, but it can affect performance when there are many users. A site administrator can configure a SharePoint site to use a Single Sign On database where a username and password can be stored.
This method can be the most efficient when there are many users. None Select this option to save the username and password in the connection file. Important: Avoid saving logon information when connecting to data sources. This information may be stored as plain text, and a malicious user could access the information to compromise the security of the data source. Select Finish to close the Data Connection Wizard.
Decide how you want to import the data, and then select OK. For more information about using this dialog box, select the question mark? You can connect to a specific offline cube file if it has been created on the database server. You can also import data into Excel as either a Table or a PivotTable report.
In the Navigator pane select the database, and then select the cube or tables you want to connect. Click Load to load the selected table into a worksheet, or click Edit to perform additional data filters and transformations in the Power Query Editor before loading it. Note: Before you can connect to an Oracle database using Power Query , you need the Oracle client software v8. If you want to import data using native database query, specify your query in the SQL Statement box.
For more information, see Import data from database using Native Database Query. For more information about advanced connector options, see Oracle Database. Select the driver that matches your Power Query installation bit or bit.
For more information, see Import data from a database using Native Database Query. For more information about advanced connector options, see MySQL database. Select the driver that matches your Office version bit or bit.
For more information, see Which version of Office am I using? Also make sure you have the provider registered in the machine configuration that matches the most recent.
NET version on your device. For more information about advanced connector options, see PostgreSQL. Select the driver that matches your Excel installation bit or bit. By default, the Encrypt connection check box is selected so that Power Query connects to your database using a simple encrypted connection. Note: Before you can connect to a Teradata database, you need the.
This feature is only available in Excel for Windows if you have Office or later, or a Microsoft subscription. If you are a Microsoft subscriber, make sure you have the latest version of Office. You will need an SAP account to login to the website and download the drivers.
If you are unsure, contact the SAP administrator in your organization. The server name should follow the format ServerName:Port. Optionally, if you want to import data using native database query, Select Advanced options and in the SQL Statement box enter the query. Azure SQL Database is a high-performing, fully managed, scalable relational database built for the cloud and used for mission-critical applications.
For more information about advanced connector options, see Azure SQL database. Azure Synapse Analytics combines big data tools and relational queries by using Apache Spark to connect to Azure data services and the Power Platform. You can load millions of rows in no time. Then, you can work with tabular data by using familiar SQL syntax for queries.
For more information, see What is Azure Synapse Analytics. For more information about advanced connector options, see Azure Synapse Analytics. Azure HDInsight is used for big data analysis when you need to process large amounts of data. It supports data warehousing and machine learning; you can think of it as a data flow engine. Select your cluster in the Navigator dialog, and then find and select a content file.
Select Load to load the selected table, or Edit to perform additional data filters and transformations before loading it. If you are connecting to the Blob storage service for the first time, you will be prompted to enter and save the storage access key. Note: If you need to retrieve your storage access key, browse to the Microsoft Azure Portal , select your storage account, and then select the Manage Access Key icon on the bottom of the page.
Select the copy icon to the right of the primary key, and then paste the value in the Account Key box. The Azure Storage provides storage services for a variety of data objects. For more information, see Introduction to Table storage. Azure Data Lake Storage Gen 1 combines different data warehouses into a single, stored environment.
You can use a new generation of query tools to explore and analyze data, working with petabytes of data. For more information, see Azure Data Lake Storage. Azure Data Explorer is a fast and highly scalable data exploration service for log and telemetry data. It can handle large volumes of diverse data from any data source, such as websites, applications, IoT devices, and more. For more information, see What is Azure Data Explorer. In the Azure Data Explorer Kusto dialog box, enter appropriate values.
Each prompt provides helpful examples to walk you though the process. You can import Datasets from your organization with appropriate permission by selecting them from the Power BI Datasets pane, and then creating a PivotTable in a new worksheet. The Power BI Datasets pane appears.
If many Datasets are available, use the Search box. Select the arrow next to the box to display keyword filters for versions and environments to target your search. Select a Dataset and create a PivotTable in a new worksheet. Select the 2. As an alternative to 2. For more information about advanced connector options, see SharePoint Online list.
If you have many objects, use the Search box to locate an object or use he Display Options along with the Refresh button to filter the list. Select or clear the Skip files with errors checkbox at the bottom of the dialog box.
If you select the Advanced option, you can append certain additional parameters to the query to control what data is returned. If you aren’t signed in using the Microsoft Work or School account you use to access Dataverse for Apps, select Sign in and enter the account username and password. The Salesforce Objects dialog box appears. Select either Production or Custom. If you select Custom , enter the URL of a custom instance.
For more information about advanced connector options, see Salesforce Objects. Because Salesforce Reports has API limits retrieving only the first 2, rows for each report, consider using the Salesforce Objects connector to work around this limitation if needed. The Salesforce Reports dialog box appears.
For more information about advanced connector options, see Salesforce Reports. Make sure you have the latest version of the Adobe Analytics connector. Sign in with you Adobe Analytics Organizational account, and then select Connect. For more information about advanced connector options, see Adobe Analytics. Select Advanced , and then In the Access Web dialog box, enter your credentials.
For more information about advanced connector options, see Web. Microsoft Query has been around a long time and is still popular. In many ways, it’s a progenitor of Power Query. For more information, see Use Microsoft Query to retrieve external data. By default, the most general URL is selected. Select Anonymous if the SharePoint Server does not require any credentials.
Select Organizational account if the SharePoint Server requires organizational account credentials. For more information about advanced connector options, see SharePoint list. Select Marketplace key if the OData feed requires a Marketplace account key.
Click Organizational account if the OData feed requires federated access credentials. For Windows Live ID, log into your account. For more information about advanced connector options, see OData feed.
HDFS connects computer nodes within clusters over which data files are distributed and you can access these data files as one seamless file stream. Enter the name of the server in the Server box, and then select OK. In the Active Directory Domain dialog box for your domain, select Use my current credentials , or select Use alternate credentials and then enter your Username and Password.
After the connection succeeds, use the Navigator pane to browse all the domains available within your Active Directory, and then drill down into Active Directory information including Users, Accounts, and Computers.
In the next dialog box, select from Default or Custom , Windows , or Database connection options, enter your credentials, and then select Connect. In the Navigator pane, select the tables or queries that you want to connect to, then select Load or Edit. For more information about advanced connector options, see ODBC data source. In the Navigator dialog box, select the database, and tables or queries you want to connect to, and then select Load or Edit. Important: Retirement of Facebook data connector notice Import and refresh data from Facebook in Excel will stop working in April, Note: If this is the first time you’ve connected to Facebook, you will be asked to provide credentials.
Sign in using your Facebook account, and allow access to the Power Query application. You can turn off future prompts by clicking the Don’t warn me again for this connector option. Note: Your Facebook username is different from your login email. Select a category to connect to from the Connection drop-down list.
For example, select Friends to give you access to all information available in your Facebook Friends category. If necessary, click Sign in from the Access Facebook dialog, then enter your Facebook email or phone number, and password.
You can check the option to remain logged in. Once signed in, click Connect. After the connection succeeds, you will be able to preview a table containing information about the selected category.
For instance, if you select the Friends category, Power Query renders a table containing your Facebook friends by name. You can create a blank query. You might want to enter data to try out some commands, or you can select the source data from Power Query:.
For more information, see Manage data source settings and permissions. This command is similar to the Get Data command on the Data tab of the Excel ribbon. This command is similar to the Recent Sources command on the Data tab of the Excel ribbon. When you merge two external data sources, you join two queries that create a relationship between two tables.
When you append two or more queries, the data is added to a query based on the names of the column headers in both tables. The queries are appended in the order in which they’re selected. For more information, see Append queries Power Query.
You can use the Power Query add-in to connect to external data sources and perform advanced data analyses. The following sections provide steps for connecting to your data sources – web pages, text files, databases, online services, and Excel files, tables, and ranges. Click the Power Query check box, then OK. The Power Query ribbon should appear automatically, but if it doesn’t, close and restart Excel. The following video shows the Query Editor window appearing after editing a query from an Excel workbook.
The following video shows one way to display the Query Editor. These automatic actions are equivalent to manually promoting a row and manually changing each column type. For example:. The following video shows the Query Editor window in Excel appearing after editing a query from an Excel workbook. If prompted, in the From Table dialog box, you can click the Range Selection button to select a specific range to use as a data source.
If the range of data has column headers, you can check My table has headers. The range header cells are used to set the column names for the query. Note: If your data range has been defined as a named range, or is in an Excel table, then Power Query will automatically sense the entire range and load it into the Query Editor for you.
Plain data will automatically be converted to a table when it is loaded into the Query Editor. You can use the Query Editor to write formulas for Power Query. You can also use the Query Editor to write formulas for Power Query. Note: While trying to import data from a legacy Excel file or an Access database in certain setups, you may encounter an error that the Microsoft Access Database Engine Microsoft.
The error occurs on systems with only Office installed. To resolve this error, download the following resources to ensure that you can proceed with the data sources you are trying to access. Microsoft Access Database Engine Redistributable. Access Database Engine Service Pack 1. In the Access Web dialog box, click a credentials option, and provide authentication values. Power Query will analyze the web page, and load the Navigator pane in Table View.
If you know which table you want to connect to, then click it from the list. For this example, we chose the Results table. Otherwise, you can switch to the Web View and pick the appropriate table manually. In this case, we’ve selected the Results table. Click Load , and Power Query will load the web data you selected into Excel. Windows : This is the default selection. In the next dialog box, select from Default or Custom , Windows , or Database connection options, enter your credentials, then press Connect.
In the Navigator pane, select the tables or queries that you want to connect to, then press Load or Edit. In the Browse dialog box, browse for or type a file URL to import or link to a file.
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You can import data into Excel from a wide variety of data sources and the sections that follow show you how. For more information on what to do with your data once it’s imported, see How data journeys through Excel. You can create a query from an Excel table, named range, or dynamic array in the current workbook.
Importing dynamic arrays requires a Microsoft subscription. For more information on dynamic arrays, see Dynamic array formulas and spilled array behavior. If prompted, in the Create Table dialog box, you can select the Range Selection button to select a specific range to use as a data source. If the table or range of data has column headers, select My table has headers. The header cells are used to define the column names for the query.
For more information, see Import from an Excel Table. In the Excel Browse dialog box, browse for or type a path to the file that you want to query. For more information about advanced connector options, see Excel Workbook. The following procedure shows the basic steps. For more detailed coverage, see Import or export text. In the Comma-Separated Values Browse dialog box, browse for or type a path to the file that you want to query. Note: If you are importing data from a CSV file, Power Query will automatically detect column delimiters including column names and types.
For example, if you imported the example CSV file below, Power Query automatically uses the first row as the column names and changes each column data type.
The following procedure shows the basic steps of importing data. For more detailed coverage, see Import XML data. After the connection succeeds, use the Navigator pane to browse and preview the collections of items in the XML file in a tabular form. For more information about advanced connector options, see XML. The Import Data dialog box appears. For more information about advanced connector options, see JSON.
NET Framework 4. You can download the latest. NET Framework from here. Select your PDF file, and then click Open. The Navigator dialog box opens your PDF and displays available tables. For more information about advanced connector options, see PDF. You can import data from several files having a similar schema and format from a folder. Then, you can append the data into one table.
In the Browse dialog box, locate the folder, and then select Open. For detailed steps, see Import data from a folder with multiple files. For more information about advanced connector options, see Folder. You can import data from several files having a similar schema and format from a SharePoint library.
In the SharePoint Folder dialog box, enter the root URL for the SharePoint site not including any reference to a library, and then navigate to the library. For more information about advanced connector options, see SharePoint folder. Optionally, you can specify a Database Name as well. If you want to import data using a native database query, specify your query in the SQL Statement box. Windows This is the default selection. Select this if you want to connect using Windows authentication.
After you select this, specify a user name and password to connect to your SQL Server instance. By default, the Encrypt connection check box is selected to signify that Power Query connects to your database using an encrypted connection.
If you do not want to connect using an encrypted connection, clear this check box, and then click Connect. If a connection to your SQL Server is not established using an encrypted connection, Power Query prompts you to connect using an unencrypted connection. Click OK in the message to connect using an unencrypted connection. For more information about advanced connector options, see SQL Server database.
In the Import Data dialog box, browse for and locate the Access database file. Select the file, and then select Open. The Navigator dialog box appears. If you have many tables and queries, use the Search box to locate an object or use the Display Options along with the Refresh button to filter the list. For more information about advanced connector options, see Access database.
Note When you use a workbook connected to a SQL Server Analysis Services database, you may need additional information to answer specific product questions, such as reference information about multidimensional expressions MDX , or configuration procedures for an online analytical processing OLAP server.
The first page of the Data Connection Wizard appears. Its title is Connect to Database Server. Tip: If you know the name of the offline cube file that you want to connect to, you can type the complete file path, file name, and extension. Under Log on credentials , do one of the following, then click Next :.
To use your current Windows user name and password, click Use Windows Authentication. To enter a database user name and password, click Use the following User Name and Password , and then type your user name and password in the corresponding User Name and Password boxes. Use strong passwords that combine uppercase and lowercase letters, numbers, and symbols.
Weak passwords don’t mix these elements. For example, Y6dh! Passwords should contain 8 or more characters. A pass phrase that uses 14 or more characters is better. It is critical that you remember your password. If you forget your password, Microsoft cannot retrieve it. Store the passwords that you write down in a secure place away from the information that they help protect.
Select Next to go to the second wizard screen. Its title is Select Database and Table. To connect to a specific cube file in the database, make sure that Connect to a specific cube or table is selected, and then select a cube from the list. In the Select the database that contains the data you want box, select a database, and then click Next. Click Next to go to the third wizard screen. Click Browse to change the default file location of My Data Sources , or check for existing file names.
In the Description , Friendly Name , and Search Keywords boxes, type a description of the file, a friendly name, and common search words all are optional. To ensure that the connection file is used when the PivotTable is refreshed, click Always attempt to use this file to refresh this data.
Selecting this check box ensures that updates to the connection file will always be used by all workbooks that use that connection file. You can specify how a PivotTable is accessed if the workbook is saved to Excel Services and is opened by using Excel Services.
If you want to ensure that the same data is accessed whether you open the workbook in Excel or Excel Services, make sure that the authentication setting in Excel is the same. Select Authentication Settings , and select one of the following options to log on to the data source:.
Windows Authentication Select this option to use the Windows username and password of the current user. This is the most secure method, but it can affect performance when there are many users. A site administrator can configure a SharePoint site to use a Single Sign On database where a username and password can be stored. This method can be the most efficient when there are many users. None Select this option to save the username and password in the connection file. Important: Avoid saving logon information when connecting to data sources.
This information may be stored as plain text, and a malicious user could access the information to compromise the security of the data source. Select Finish to close the Data Connection Wizard. Decide how you want to import the data, and then select OK.
For more information about using this dialog box, select the question mark? You can connect to a specific offline cube file if it has been created on the database server. You can also import data into Excel as either a Table or a PivotTable report. In the Navigator pane select the database, and then select the cube or tables you want to connect. Click Load to load the selected table into a worksheet, or click Edit to perform additional data filters and transformations in the Power Query Editor before loading it.
Note: Before you can connect to an Oracle database using Power Query , you need the Oracle client software v8. If you want to import data using native database query, specify your query in the SQL Statement box. For more information, see Import data from database using Native Database Query.
For more information about advanced connector options, see Oracle Database. Select the driver that matches your Power Query installation bit or bit. For more information, see Import data from a database using Native Database Query.
For more information about advanced connector options, see MySQL database.
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