Data model impact analysis with Power BI

Our current set up with Power BI is to host Analysis Services databases, and point a Power BI report to that. Due to the de-coupling of the data model and the report, there is no current mechanism to identify what fields and tables in Analysis Services are being used by which Power BI reports.

I’ve written a PowerShell script that will help in understanding this relationship:

Point the script to a directory containing Power BI .pbix or .pbit files, and the script will iterate through each of the reports, open up the Layout file, and extract all used fields to a CSV file with three columns: Field, Table, File.

Due to the complexities of Layout structure with filters on visuals, I’ve taken a shortcut and used regex rather than JSON navigation to mop up any missing properties not found the the first two passes. This will result in the Table column in the CSV file being blank in these cases.

Using Leaflet in a Power BI Custom Visual

For some of the spatial visualisations I’ve been working with in Power BI, I’ve had to create Custom Visuals as the out-of-the-box and visuals in the AppSource don’t quite hit the mark. I’m quite fond of Leaflet for map rendering. Here’s how I got it working with a Power BI Custom Visual.

Create a new Custom Visual via the Command Line:

pbiviz new LeafletCustomVisual

In the newly created directory, install Leaflet via npm:

npm install --save leaflet

You need the geojson as the typings for Leaflet (in the next step), depends on the package being available.

Install typings for Leaflet:

npm install --save-dev @types/leaflet

As Power BI Custom Visuals don’t currently support modules, you will need to grab the Leaflet object from the window. Create an inject.js file with the contents:

var L = window.L;

Add the Leaflet package and inject.js file to pbiviz.json in the externalJS key:

"externalJS": [

Import the Leaflet stylesheet to style/visual.less :

@import (less) "node_modules/leaflet/dist/leaflet.css";

In src/visual.ts, change the constructor to:

private map: L.Map;

constructor(options: VisualConstructorOptions) {
console.log('Visual constructor', options); = options.element;
// Fill the target element with the Leaflet map = "100%"; = "100%";

if (typeof document !== "undefined") { =[0, 0], 2);

You can find an example project on GitHub.