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docs/Acquiring-Preparing-Modeling-Data/Acquiring-and-Preparing-Data-in-the-Data-Builder/acquiring-data-in-the-data-builder-1f15a29.md renamed to docs/Acquiring-Preparing-Modeling-Data/Acquiring-and-Preparing-Data-in-the-Data-Builder/acquiring-data-1f15a29.md

@@ -2,21 +2,21 @@
 
 <link rel="stylesheet" type="text/css" href="../css/sap-icons.css"/>
 
-# Acquiring Data in the Data Builder
+# Acquiring Data
 
 Users with a modeler role can import data directly into the *Data Builder* from connections and other sources, and use flows to replicate, extract, transform and load data.
 
 This topic contains the following sections:
 
--   [Federate and Replicate Data in Remote Tables](acquiring-data-in-the-data-builder-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_federate_replicate)
--   [Extract, Transform, and Load Data with Data Flows](acquiring-data-in-the-data-builder-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_etl)
--   [Load Data from Multiple Objects with Replication Flows](acquiring-data-in-the-data-builder-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_replication_flows)
--   [Acquire Data from SAP S/4HANA](acquiring-data-in-the-data-builder-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_s4)
--   [Acquire Data from SAP BW and SAP BW Bridge](acquiring-data-in-the-data-builder-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_bw_bridge)
--   [Import Data from CSV Files](acquiring-data-in-the-data-builder-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_import_csv)
--   [Purchase Data from Data Marketplace](acquiring-data-in-the-data-builder-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_marketplace)
--   [Create and Import Objects to Receive and Prepare Data](acquiring-data-in-the-data-builder-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_create_tables)
--   [Create Objects and Act On Existing Objects](acquiring-data-in-the-data-builder-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_tools)
+-   [Federate and Replicate Data in Remote Tables](acquiring-data-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_federate_replicate)
+-   [Extract, Transform, and Load Data with Data Flows](acquiring-data-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_etl)
+-   [Load Data from Multiple Objects with Replication Flows](acquiring-data-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_replication_flows)
+-   [Acquire Data from SAP S/4HANA](acquiring-data-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_s4)
+-   [Acquire Data from SAP BW and SAP BW Bridge](acquiring-data-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_bw_bridge)
+-   [Import Data from CSV Files](acquiring-data-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_import_csv)
+-   [Purchase Data from Data Marketplace](acquiring-data-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_marketplace)
+-   [Create and Import Objects to Receive and Prepare Data](acquiring-data-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_create_tables)
+-   [Create Objects and Act On Existing Objects](acquiring-data-1f15a29.md#loio1f15a29a25354ec28392ab10ca4e9350__section_tools)
 
 Space administrators and integrators prepare connections and other sources to allow modelers to acquire data \(see [Integrating Data and Managing Spaces in SAP Datasphere](https://help.sap.com/viewer/9f36ca35bc6145e4acdef6b4d852d560/DEV_CURRENT/en-US/8f98d3c917f94452bafe288055b60b35.html "Users with a space administrator or integrator role can create connections to source systems and databases and can schedule and monitor data replication and other data integration tasks. Space administrators are, additionally, responsible for controlling user access to their space, creating data access controls to secure data, enabling other forms of data integration, transporting content between tenants, and monitoring and otherwise managing the space.") :arrow_upper_right:\).
 
@@ -102,7 +102,7 @@ You can import data from a CSV file to create a new local table \(see [Creating
 
 ## Purchase Data from Data Marketplace
 
-Purchase data products from providers and download them directly into your space \(see [Purchasing Data from Data Marketplace](../purchasing-data-from-data-marketplace-4096fb8.md)\).
+Purchase data products from providers and download them directly into your space \(see  <?sap-ot O2O class="- topic/xref " href="4096fb8c97dd4d84a7200941c1721368.xml" text="" desc="" xtrc="xref:47" xtrf="file:/home/builder/src/dita-all/pug1751957928638/loioc25299a38b6448f889a43b42c9e5897d_en-US/src/content/localization/en-us/f3888e57ce0a4afa9759abc3bdb9befd.xml" output-class="" outputTopicFile="file:/home/builder/tp.net.sf.dita-ot/2.3/plugins/com.elovirta.dita.markdown_1.3.0/xsl/dita2markdownImpl.xsl" ?> \).
 
 You can become a data provider and offer your own data products for sale in Data Marketplace via the Data Sharing Cockpit \(see [Data Marketplace - Data Provider's Guide](https://help.sap.com/viewer/bb1899f0b39f415b9de29a845873d7af/DEV_CURRENT/en-US/e479b7b4c95741c7a7a1d42397984c7e.html "Users with a modeler role can create a data provider profile and publish data products to public, private, and internal Data Marketplaces.") :arrow_upper_right:\).
 

docs/Acquiring-Preparing-Modeling-Data/Acquiring-and-Preparing-Data-in-the-Data-Builder/creating-a-data-flow-e30fd14.md

@@ -20,7 +20,7 @@ Create a data flow to move and transform data in an intuitive graphical interfac
 
 In addition to working with flows in the editor, you can also:
 
--   List, create, read, update, and delete them using the `datasphere` command line interface \(see [Manage Modeling Objects via the Command Line](https://help.sap.com/viewer/9b8363ae47c347de9a027c0e5567a37a/DEV_CURRENT/en-US/6f5c65f209004751aa48f9682ee2ec45.html "Users with a modeler role can use the datasphere command line interface to list, create, update, and delete modeling objects.") :arrow_upper_right:\).
+-   List, create, read, update, and delete them using the `datasphere` command line interface \(see [Manage Modeling Objects and Tasks via the Command Line](https://help.sap.com/viewer/9b8363ae47c347de9a027c0e5567a37a/DEV_CURRENT/en-US/6f5c65f209004751aa48f9682ee2ec45.html "Users with a modeler role can use the datasphere command line interface to list, create, update, and delete modeling objects.") :arrow_upper_right:\).
 -   Export and import them via the secure *Transport* app \(see [Transporting Content Between Tenants](https://help.sap.com/viewer/9f36ca35bc6145e4acdef6b4d852d560/DEV_CURRENT/en-US/df12666cf98e41248ef2251c564b0166.html "Users with an administrator or space administrator role can use the Transport app to transfer content between tenants via a private cloud storage area.") :arrow_upper_right:\).
 -   Export and import them via CSN files \(see [Importing and Exporting Objects in CSN/JSON Files](../Creating-Finding-Sharing-Objects/importing-and-exporting-objects-in-csn-json-files-f8ff062.md)\).
 

docs/Acquiring-Preparing-Modeling-Data/Acquiring-and-Preparing-Data-in-the-Data-Builder/creating-a-local-table-2509fe4.md

@@ -20,7 +20,7 @@ This procedure explains how to create an empty table by defining its columns. Yo
 
 In addition to working with tables in the editor, you can also:
 
--   List, create, read, update, and delete them using the `datasphere` command line interface \(see [Manage Modeling Objects via the Command Line](https://help.sap.com/viewer/9b8363ae47c347de9a027c0e5567a37a/DEV_CURRENT/en-US/6f5c65f209004751aa48f9682ee2ec45.html "Users with a modeler role can use the datasphere command line interface to list, create, update, and delete modeling objects.") :arrow_upper_right:\).
+-   List, create, read, update, and delete them using the `datasphere` command line interface \(see [Manage Modeling Objects and Tasks via the Command Line](https://help.sap.com/viewer/9b8363ae47c347de9a027c0e5567a37a/DEV_CURRENT/en-US/6f5c65f209004751aa48f9682ee2ec45.html "Users with a modeler role can use the datasphere command line interface to list, create, update, and delete modeling objects.") :arrow_upper_right:\).
 -   Export and import them via the secure *Transport* app \(see [Transporting Content Between Tenants](https://help.sap.com/viewer/9f36ca35bc6145e4acdef6b4d852d560/DEV_CURRENT/en-US/df12666cf98e41248ef2251c564b0166.html "Users with an administrator or space administrator role can use the Transport app to transfer content between tenants via a private cloud storage area.") :arrow_upper_right:\).
 -   Export and import them via CSN files \(see [Importing and Exporting Objects in CSN/JSON Files](../Creating-Finding-Sharing-Objects/importing-and-exporting-objects-in-csn-json-files-f8ff062.md)\).
 
@@ -118,6 +118,22 @@ In addition to working with tables in the editor, you can also:
 
 
 
+    </td>
+    </tr>
+    <tr>
+    <td valign="top">
+    
+    Allow Data Transport
+    
+    </td>
+    <td valign="top">
+    
+    \[dimensions only\] Enables users to include the table data when transporting the table in a repository package.
+
+    This feature is intended to allow you to transport data for static or slowly changing dimensions and can only be used to initialize data when importing the table for the first time.
+
+    See [Creating Packages to Export](https://help.sap.com/viewer/9f36ca35bc6145e4acdef6b4d852d560/DEV_CURRENT/en-US/24aba84ceeb3416881736f70f02e3a0a.html "Users with the DW Space Administrator role can create packages to model groups of related objects for transport between tenants. Modelers can add objects to packages via the Package field, which appears in editors when a package is created in their space. Once a package is complete and validated, the space administrator can export it to the Content Network. The structure of your package is preserved and, as the objects it contains evolve, you can easily export updated versions of it.") :arrow_upper_right:.
+    
     </td>
     </tr>
     <tr>

docs/Acquiring-Preparing-Modeling-Data/Acquiring-and-Preparing-Data-in-the-Data-Builder/creating-a-local-table-file-d21881b.md

@@ -122,6 +122,22 @@ As a local table \(file\) is capturing delta changes via flows, it creates diffe
 
 
 
+    </td>
+    </tr>
+    <tr>
+    <td valign="top">
+    
+    Allow Data Transport
+    
+    </td>
+    <td valign="top">
+    
+    \[dimensions only\] Enables users to include the table data when transporting the table in a repository package. 
+
+    This feature is intended to allow you to transport data for static or slowly changing dimensions and can only be used to initialize data when importing the table for the first time.
+
+    See [Creating Packages to Export](https://help.sap.com/viewer/9f36ca35bc6145e4acdef6b4d852d560/DEV_CURRENT/en-US/24aba84ceeb3416881736f70f02e3a0a.html "Users with the DW Space Administrator role can create packages to model groups of related objects for transport between tenants. Modelers can add objects to packages via the Package field, which appears in editors when a package is created in their space. Once a package is complete and validated, the space administrator can export it to the Content Network. The structure of your package is preserved and, as the objects it contains evolve, you can easily export updated versions of it.") :arrow_upper_right:.
+    
     </td>
     </tr>
     <tr>

docs/Acquiring-Preparing-Modeling-Data/Acquiring-and-Preparing-Data-in-the-Data-Builder/creating-a-python-operator-a747acf.md

@@ -12,6 +12,9 @@ The *Python* operator allows data manipulation and vector operations by providin
 
 The incoming `data` parameter in the `transform` function is of type Pandas DataFrame. The input table is converted into a DataFrame and fed into transform function as data parameter. You are expected to provide scripts for the intended transformation of the incoming DataFrame and also return a valid DataFrame from transform function. It is important that the returning DataFrame from the transform function has the same column names, types and order as the specified table for the output. Otherwise, execution of the data flow results in failure.
 
+> ### Note:  
+> The *Python* operator uses `mapInPandas` for parallel batch-wise processing. To ensure efficient and accurate data transformation, avoid performing global aggregation, grouping, or similar operations inside the Python code, as these require full dataset context. Instead, either use the *View Transform* operator for aggregation and grouping, or split the transformation flow to isolate operations requiring global context.
+
 1.  Drag and drop an object onto the source operator or select the *View Transform* to display its context menu, and click <span class="SAP-icons-TNT-V3"></span> Python operator to create the *Python* operator.
 2.  Click the *Python* operator to display its properties in the side panel.
 3.  In the *Script* section, enter your Python script to transform the incoming data and produce an output schema.

docs/Acquiring-Preparing-Modeling-Data/Acquiring-and-Preparing-Data-in-the-Data-Builder/creating-a-replication-flow-25e2bd7.md

@@ -28,7 +28,7 @@ For more information about available connection types, sources, and targets, see
 > 
 > In addition to working with flows in the editor, you can also:
 > 
-> -   List, create, read, update, and delete them using the `datasphere` command line interface \(see [Manage Modeling Objects via the Command Line](https://help.sap.com/viewer/9b8363ae47c347de9a027c0e5567a37a/DEV_CURRENT/en-US/6f5c65f209004751aa48f9682ee2ec45.html "Users with a modeler role can use the datasphere command line interface to list, create, update, and delete modeling objects.") :arrow_upper_right:\).
+> -   List, create, read, update, and delete them using the `datasphere` command line interface \(see [Manage Modeling Objects and Tasks via the Command Line](https://help.sap.com/viewer/9b8363ae47c347de9a027c0e5567a37a/DEV_CURRENT/en-US/6f5c65f209004751aa48f9682ee2ec45.html "Users with a modeler role can use the datasphere command line interface to list, create, update, and delete modeling objects.") :arrow_upper_right:\).
 > -   Export and import them via the secure *Transport* app \(see [Transporting Content Between Tenants](https://help.sap.com/viewer/9f36ca35bc6145e4acdef6b4d852d560/DEV_CURRENT/en-US/df12666cf98e41248ef2251c564b0166.html "Users with an administrator or space administrator role can use the Transport app to transfer content between tenants via a private cloud storage area.") :arrow_upper_right:\).
 > -   Export and import them via CSN files \(see [Importing and Exporting Objects in CSN/JSON Files](../Creating-Finding-Sharing-Objects/importing-and-exporting-objects-in-csn-json-files-f8ff062.md)\).
 

docs/Acquiring-Preparing-Modeling-Data/Acquiring-and-Preparing-Data-in-the-Data-Builder/creating-a-task-chain-d1afbc2.md

@@ -51,7 +51,7 @@ You can monitor the status of task chain runs from the Data Integration Monitor.
 
 In addition to working with task chains in the editor, you can also:
 
--   List, create, read, update, and delete them using the `datasphere` command line interface \(see [Manage Modeling Objects via the Command Line](https://help.sap.com/viewer/9b8363ae47c347de9a027c0e5567a37a/DEV_CURRENT/en-US/6f5c65f209004751aa48f9682ee2ec45.html "Users with a modeler role can use the datasphere command line interface to list, create, update, and delete modeling objects.") :arrow_upper_right:\).
+-   List, create, read, update, and delete them using the `datasphere` command line interface \(see [Manage Modeling Objects and Tasks via the Command Line](https://help.sap.com/viewer/9b8363ae47c347de9a027c0e5567a37a/DEV_CURRENT/en-US/6f5c65f209004751aa48f9682ee2ec45.html "Users with a modeler role can use the datasphere command line interface to list, create, update, and delete modeling objects.") :arrow_upper_right:\).
 -   Export and import them via the secure *Transport* app \(see [Transporting Content Between Tenants](https://help.sap.com/viewer/9f36ca35bc6145e4acdef6b4d852d560/DEV_CURRENT/en-US/df12666cf98e41248ef2251c564b0166.html "Users with an administrator or space administrator role can use the Transport app to transfer content between tenants via a private cloud storage area.") :arrow_upper_right:\).
 -   Export and import them via CSN files \(see [Importing and Exporting Objects in CSN/JSON Files](../Creating-Finding-Sharing-Objects/importing-and-exporting-objects-in-csn-json-files-f8ff062.md)\).
 

docs/Acquiring-Preparing-Modeling-Data/Acquiring-and-Preparing-Data-in-the-Data-Builder/deleting-local-table-file-records-6ec9b8a.md

@@ -38,10 +38,10 @@ Local Tables \(File\) store large amount of data, including historical data. Whe
     -   *Delete previous versions \(Vacuum\), which are older than the specified number of days*: Records that meet your defined criteria will be permanently deleted. Default value is 90 days. Minimum authorized value is 7 so that records from the last 7 days cannot be deleted. In addition, only records that have been fully processed can be deleted.
 
         > ### Note:  
-        > 7 days means start time of the task + 169 hours \(7 days X 24 hours + 1hour\). For more information about the 7 retention days and vacuum, see [Remove files no longer referenced by a Delta table](https://docs.delta.io/latest/delta-utility.html#remove-files-no-longer-referenced-by-a-delta-table)
+        > 7 days means start time of the task - 169 hours \(7 days X 24 hours + 1hour\). For more information about the 7 retention days and vacuum, see [Remove files no longer referenced by a Delta table](https://docs.delta.io/latest/delta-utility.html#remove-files-no-longer-referenced-by-a-delta-table)
 
         > ### Example:  
-        > If I decide to start the vacuum activity today February 4 at 10:00 am, and set the minimum value to 7 days, records inserted or changed between February 3, 10:00 am and February 10, 11:00 am won’t be deleted.
+        > If I decide to start the vacuum activity today February 4 at 11:00 am, and set the minimum value to 7 days, records inserted or changed between February 3, 10:00 am and February 10, 11:00 am won’t be deleted.
 
 
     \[Optional\]. When you select one of these options, you can override the default *Apache Spark Application Settings* that were defined at space creation by your administrator:

docs/Acquiring-Preparing-Modeling-Data/Acquiring-and-Preparing-Data-in-the-Data-Builder/google-bigquery-targets-56d4472.md

@@ -37,21 +37,14 @@ The *Delete All Before Loading* setting is not available.
 
 The target container is a Google BigQuery **dataset**.
 
+Tables and column names must have valid names, containing letters, numbers and underscores \(\_\) only.
+
 
 
 <a name="loio56d4472a0e1f44d58e07ca26ab666328__section_ReplFlow_GBQ_TargetTables"/>
 
 ## Target Tables
 
-Target table names may only contain the following special characters:
-
--   Hyphen \(-\)
-
--   Underscore \(\_\)
-
--   Space \( \)
-
-
 The maximum length for target column names is 300 characters.
 
 Decimals with precision larger than 76 are not supported.

docs/Acquiring-Preparing-Modeling-Data/Acquiring-and-Preparing-Data-in-the-Data-Builder/importing-tables-and-views-from-sources-7c4acd3.md

@@ -65,7 +65,7 @@ As these sources are already integrated into SAP Datasphere in staging tables ne
 
 In addition to working with tables in the editor, you can also:
 
--   List, create, read, update, and delete them using the `datasphere` command line interface \(see [Manage Modeling Objects via the Command Line](https://help.sap.com/viewer/9b8363ae47c347de9a027c0e5567a37a/DEV_CURRENT/en-US/6f5c65f209004751aa48f9682ee2ec45.html "Users with a modeler role can use the datasphere command line interface to list, create, update, and delete modeling objects.") :arrow_upper_right:\).
+-   List, create, read, update, and delete them using the `datasphere` command line interface \(see [Manage Modeling Objects and Tasks via the Command Line](https://help.sap.com/viewer/9b8363ae47c347de9a027c0e5567a37a/DEV_CURRENT/en-US/6f5c65f209004751aa48f9682ee2ec45.html "Users with a modeler role can use the datasphere command line interface to list, create, update, and delete modeling objects.") :arrow_upper_right:\).
 -   Export and import them via the secure *Transport* app \(see [Transporting Content Between Tenants](https://help.sap.com/viewer/9f36ca35bc6145e4acdef6b4d852d560/DEV_CURRENT/en-US/df12666cf98e41248ef2251c564b0166.html "Users with an administrator or space administrator role can use the Transport app to transfer content between tenants via a private cloud storage area.") :arrow_upper_right:\).
 -   Export and import them via CSN files \(see [Importing and Exporting Objects in CSN/JSON Files](../Creating-Finding-Sharing-Objects/importing-and-exporting-objects-in-csn-json-files-f8ff062.md)\).