# Data Preparation: new features

| Feature | Description | Available in |
| --- | --- | --- |
| tDataprepRun | This component can now display the path of each preparation when<br>choosing an existing preparation.<br>![](https://help.qlik.com/talend/en-US/release-notes/Resources/images/release_notes_tdatapreprun_path.png) | <ul>Available in:<li>Big Data</li><li>Big Data Platform</li><li>Cloud API Services Platform</li><li>Cloud Big Data</li><li>Cloud Big Data Platform</li><li>Cloud Data Fabric</li><li>Cloud Data Integration</li><li>Cloud Data Management Platform</li><li>Data Fabric</li><li>Data Integration</li><li>Data Management Platform</li><li>Data Services Platform</li><li>ESB</li><li>MDM Platform</li><li>Real-Time Big Data Platform</li></ul><br><br>All Talend products<br>with Talend Studio |
| Magic Fill | The possibilities offered by the Magic Fill function<br>have been improved. In addition to the substring transformations and the<br>addition of constants, the function is now also able to modify the case of<br>your data, and detect semantic transformations for countries, states,<br>emails, URLs, US postal codes and dates. You can easily convert state codes<br>to full state names, extract email domains, or extract the day of the week<br>from a full date for example.<br>![](https://help.qlik.com/talend/en-US/release-notes/Resources/images/magic_fill_winter_rn.png) | <ul>Available in:<li>Big Data</li><li>Big Data Platform</li><li>Cloud API Services Platform</li><li>Cloud Big Data</li><li>Cloud Big Data Platform</li><li>Cloud Data Fabric</li><li>Cloud Data Integration</li><li>Cloud Data Management Platform</li><li>Data Fabric</li><li>Data Integration</li><li>Data Management Platform</li><li>Data Services Platform</li><li>ESB</li><li>MDM Platform</li><li>Real-Time Big Data Platform</li></ul><br><br>All Talend products<br>with Talend Studio |
| Support of Azure Data Lake Storage Gen2 | You can now:<br><br><ul> <li>Add datasets from Azure DLS Gen2</li> <li>Export preparations made on Azure DLS Gen2 datasets</li> </ul> | <ul>Available in:<li>Big Data</li><li>Big Data Platform</li><li>Cloud API Services Platform</li><li>Cloud Big Data</li><li>Cloud Big Data Platform</li><li>Cloud Data Fabric</li><li>Cloud Data Integration</li><li>Cloud Data Management Platform</li><li>Data Fabric</li><li>Data Integration</li><li>Data Management Platform</li><li>Data Services Platform</li><li>ESB</li><li>MDM Platform</li><li>Real-Time Big Data Platform</li></ul><br><br>All Talend products<br>with Talend Studio |
| Improved performances | Statistics computations are now performed asynchronously, which allows<br>an improvement of about 25% in performances when applying functions on a<br>preparation. The gain is particularly noticeable in the following cases:<br><br><ul> <li>Joining two datasets using the <span>lookup</span>                                button</li> <li>Retrieving more rows matching a filter with the <span>Fetch                                    more</span> button</li> </ul> | <ul>Available in:<li>Big Data</li><li>Big Data Platform</li><li>Cloud API Services Platform</li><li>Cloud Big Data</li><li>Cloud Big Data Platform</li><li>Cloud Data Fabric</li><li>Cloud Data Integration</li><li>Cloud Data Management Platform</li><li>Data Fabric</li><li>Data Integration</li><li>Data Management Platform</li><li>Data Services Platform</li><li>ESB</li><li>MDM Platform</li><li>Real-Time Big Data Platform</li></ul><br><br>All Talend products<br>with Talend Studio |
| Enhanced profiling capabilities | From the profiling area of your datasets, you can now<br>access all the values of your charts and patterns, and not just the 15 first<br>values. Which means that you can detect data quality issues by easily<br>spoting low-frequency patterns in the data. | <ul>Available in:<li>Big Data</li><li>Big Data Platform</li><li>Cloud API Services Platform</li><li>Cloud Big Data</li><li>Cloud Big Data Platform</li><li>Cloud Data Fabric</li><li>Cloud Data Integration</li><li>Cloud Data Management Platform</li><li>Data Fabric</li><li>Data Integration</li><li>Data Management Platform</li><li>Data Services Platform</li><li>ESB</li><li>MDM Platform</li><li>Real-Time Big Data Platform</li></ul><br><br>All Talend products<br>with Talend Studio |