Dynamics 365 FO: Export to Datalake

The export to data lake feature in Dynamics 365 Finance & SCM allows you to export data from tables to a storage account. You can directly export tables like CustTable, InventTable, etc. and do not need to put it in entities. Power BI can directly access the datalake and load D365 tables like in the good old times. I’ve published a short video on Youtube:

How to use Dynamics 365 SCM Product Categories in PowerBI

Recently we had the requirement to use the product categories from Dynamics 365 Supply Chain Management in a PowerBI report as well. It should be used to filter products by categories and sub-categories. We were using Data Lake export in D365 FSCM.

This is how product category hierarchy looks like in Dynamics 365 SCM:

Dynamics 365 FSCM: Products by Category
Dynamics 365 FSCM: Products by Category

This is how it should look in PowerBI:

Data sources

To build a product category model in PowerBI some tables need to be exported:

  • EcoResCategoryHierarchy
  • EcoResCategory
  • EcoResProductCategory
  • EcoResProduct

Load and model the category hierarchy data

Start with EcoResCategory table. I’d recommend to remove all unnecessary fields and keep at least RecID, Name and ParentCategory.

EcoResCategory table in PowerQuery editor

The field ParentCategory is a reference to the RecID of the parent line. In theory this would be sufficient to build the hierarchy in PowerBI. In practice we want to create the hierarchy via the name, not the RecID. Create a copy of the table and remove all fields except the Name and RecID. I call the new table EcoResCategoryName:

A duplicate of EcoResCategory with RedID and Name

Create an outer join from the original table to the new EcoResCategoryName table via the ParentCategory to the RecID.

Left Outer Join from EcoResCategory to the Name table to get the parent name

As result the Name of parent is now part of the table. For example the parent of PC&Tablet is Lenovo Sales. and the parent of Server as well as the parent of Storage is Server & Storage.

Category with name and parent name

Safe and load the data.

Build the Hierarchy

In PowerBI you can use the DAX formula PATHITEM to identify a certain element within a hierarchy. You have to provide the PATH (i.e. Name and ParentName) how the hierarchy is linked. For example to get the first level hierarchy element use the following code:

Level1 = PATHITEM(PATH(EcoResCategory[Name],EcoResCategory[ParentName]),1)

In my example “Lenovo Sales” is a root element for my hierarchy. The other root elements like “Neue Kategorie” and “Elektro Geräte” belong to another hierarchy (see CategoryHierarchy field). My hierarchy has 3 levels, therefore I create 3 additional fields called Level1, Level2, Level3.

Level2 = PATHITEM(PATH(EcoResCategory[Name],EcoResCategory[ParentName]),2)
Level3 = PATHITEM(PATH(EcoResCategory[Name],EcoResCategory[ParentName]),3)
Use PathItem() to identify Level1, Level2, Level3 elements

To create the hierarchy in PowerBI right click on the Level1 field and select create hierarchy. Right click on Level 2 and choose “Add to hierarchy”. Do the same with Level 3. Your hierarchy should look like this:

Hierarchy in PowerBI

Create the PowerBI data model

To implement a report like in Dynamics 365 SCM, load 3 additional tables:

  • EcoResCategoryHierarchy
  • EcoResProductCategory
  • EcoResProduct

Link the EcoResCategoryHierarchy.RecId to EcoResCategory.CategoryHierarchy
Link the EcoResCategory.RecId to EcoResProductCategory.Category
Link the EcoResProductCategory.Product to EcoResProduct.RecId

In my example the relations look like this:

PowerBI data model for Dynamics 365 SCM product category hierarchy

Add visuals to the report

I’ve added 3 visuals to the report. First, a filter element to choose from the EcoResCategoryHierarchy. For example the “Lenovo” hierarchy consisting of Laptops, Servers and Storage products.

Next a filter element for the hierarchy that was created earlier. PowerBI presents the hierarchy in a drop down tree. To avoid “Blank” elements in the hierarchy create a visual level filter and exclude the blanks

exclude blank values from the hierarchy using a visual level filter

My third visual is a table containing the product. The products get filtered based on the selection of the hierarchy elements.

Final report with hierarchy and products

PowerBI: Compare different Timespans and Products in one Matrix

A recent requirement at a customer was to compare Sales Quantity and Sales Totals of different time spans in one matrix. The customer is selling saisonal as well as all-time products. It should be possible to compare the sale of saisonal products from last season to the actual sales.

Sum of different time spans and product

Data Model

The original data contains 6 rows: The product, the corresponding collection, the sold quantity, the unit price, calculated total price (Qty * Price), date.

In order to make the Quantity and Totals available for a row-like visualization the original data was unpivoted. This created a new column called “Attribute” and another Column called “Value”. The unit (pcs, €) have been added to the attribute to make it more readable. The resulting data looks like the following in PowerBI:

Filter tables

To implement 2 independet filter options based on date and collection 4 independet tables have been added. A date table and a collection table for both filter options. The date tables can easily be generated by using the Calendar() function:

Filter1Date = CALENDAR(Date(2021,1,1), Date(2022,12,31))
Filter2Date = CALENDAR(Date(2021,1,1), Date(2022,12,31))

The collection tables are generated by using the Distinct() function on the collection column in the sales data table. Each of the tables contain a distinct list of collections available for filtering.

 Filter1Collection = DISTINCT(Sales[Collection])
 Filter2Collection = DISTINCT(Sales[Collection])


Three measures have been create. Two measures that sum up the Value column in the sales data filtered on the selected values in the Filter1* table or Filter2 table:

        Sales[Date] >= FIRSTDATE(Filter1Date[Date]) &&
        Sales[Date] <= LASTDATE(Filter1Date[Date]) &&
        Sales[Collection] in VALUES(Filter1Collection[Collection])
        Sales[Date] >= FIRSTDATE(Filter2Date[Date]) &&
        Sales[Date] <= LASTDATE(Filter2Date[Date]) &&
        Sales[Collection] in VALUES(Filter2Collection[Collection])

The third measure calculates the difference between the other two measures:

M_Diff = [M_Sum2]-[M_Sum1]


Finally the report contains 5 visuals. Two slicers for date and collection on the left, another two slicers for date and collection on the right, and a matrix in the middle. The matrix shows the Attribute column as row and shows M_Sum1, M_Sum2 and M_Diff as values.

For example comparing collection “Summer 2021” from 1. Jan. 2021 till 30. Sep. 2021 to the aggregated values of “Collection 2022” + “Basic Wear” from 1. Jan 2022 till 30. Sep. 2022.

Comparing quantity and totals from different time spans and products in one matrix

The slices on the left only affect the M_Sum1 measure which shows quantity and totals in the Filter1 column while the slicers on the right effect only M_Sum2 measure which shows the results in Filter2 column. The difference is calculate dynamically when adjusting the slicers.

Custom Scripts: Run X++ Code without downtime (Video)

Custom Scripts in Dynamics 365 Finance and Supply Chain Management enables you to upload and execute X++ Code without the need to deploy a new release. Custom Scripts serve the same purpose like X++ Jobs in AX 2012 and earlier versions e.g. data correction. This short video shows how to create such a custom script, upload and execute it in a Dynamics 365 FO instance:

Custom Scripts: Jobs are (almost) back with in 10.0.27

The Custom Scripts feature in Dynamics 365 Finance and Supply Chain Management allows you to upload and execute code snippets. Microsoft implemented some barriers because this feature is potential dangerous. You need two accounts, one for uploading the script and one for approval. The feature can be found in System Administration > Periodic Tasks > Database > Custom scripts.

Custom Scripts Feature in 10.0.27

Donate Crypto – Invest in Peace 💛💙

Ukraine is suffering under a brutal Russian aggression. Not everyone can fight a battle but everyone can help. Donate Bitcoin, Ethereum, Dodge etc. and help Ukraine to defend themselves.


How to create PowerBI Scorecard based on D365FO data

PowerBI goals are used to keep track of targets like sales quantity, quality, etc. Goals can be linked to values from PowerBI reports. This video shows how to create a scorecard with goals based on Dynamics 365 Finance data.

Admin Provisioning Tool Error: The value’s length for key ‘password’ exceeds it’s limit of ‘128’

Microsoft has recently released the new VHD for Dynamics 365 Finance and Operations 10.0.24 to download from LCS. When you instantly try to execute the Admin Provisioning Tool and provide your domain user you will get an error.

The value’s length for key ‘password’ exceeds it’s limit of ‘128’

There are some steps required before you can assign it to your Domain:

  1. Go to https://portal.azure.com > Active Directory > App Registration and register a new App
Register a new application in Azure Active Directory
  1. Provide the One-Box URL as reponse address
  2. Copy the AppID to your clipboard
App Registration for Dynamics 365 FO 10.0.24 One-Box Environment
  1. Execute the “Generate Self-Signed Certificates” PowerShell script from the Desktop
  2. Provide the AppID from the App Registration
Generate Self-Signed Certificates

6. Execute the Admin Provisioning Tool and provide your Domain account address
7. Open https://usnconeboxax1aos.cloud.onebox.dynamics.com/ in Edge and login

Dynamics 365 Finance and Operations 10.0.24 One-Box Environment

Store Dynamics 365 F/SCM Attachments on SharePoint

Dynamics 365 Finance & Supply Chain allows you to store attachments in the database, on Azure BLOB and on SharePoint. See here how you can configure SharePoint as storage location and create a document type “Fact Sheet”:

Dynamics 365 Environment missing in PowerBI Dataverse Connector

Dataverse is the name of the Dynamics 365 Apps database (e.g. Sales, Service, Field Services, etc.). PowerBI desktop comes with a builtin Dataverse connector. However, if you have multiple environments not all of them may show up in the connector.

Dataverse environment missing in PowerBI connector
Dataverse environment missing in PowerBI connector

In order to make the environment visible in PowerBI Desktop Dataverse Connector you have to enable PowerBI Embedded in your environment.

  1. Open Power Apps Admin Center https://admin.powerplatform.microsoft.com/
  2. Select the missing environment
  3. Open Settings (gear icon on the top)
  4. Search for TDS and open the Datastream Endpoint Configuration page
  5. In the group Embedded enable embedded PowerBI visuals
Enable PowerBI embedded visuals to see the Dataverse environment in the PowerBI connector
Enable PowerBI embedded visuals to see the Dataverse environment in the PowerBI connector

Now when you open PowerBI Desktop and use the Dataverse Connector you should see the missing environment.

Missing Dynamics 365 Dataverse environment is now visible in PowerBI Dataverse connector
Missing Dynamics 365 Dataverse environment is now visible in PowerBI Dataverse connector