19 September 2023
Now that you have a solid grasp of M language basics, it's time to unlock more advanced capabilities. This guide covers techniques like performance optimization, custom visual development, Python and R integration, error handling, and deployment options to take your M skills to the next level. This article is part of JBI Trainings M Language course and is intended as a support resource for our Power BI - Beyond the Basics
As M codebases grow, query performance can degrade. Some optimization techniques include:
// Filter Sales table before loading
FilteredSales = Table.SelectRows(Sales, each [Country] = "USA")
// Concatenate with Table.Combine()
CombinedSales = Table.Combine({FilteredSales, FilteredReturns})
Profiling tools like the Power BI Performance Analyzer and M Query Profiler provide detailed query diagnostics to identify and fix bottlenecks.
The Power BI custom visual SDK enables building visuals using M language.
// Sample bar chart custom visual
Visual = (data as table, category as text) as visual =>
Visual.Chart(data,
Visual.Column(category),
"BarChart", [IsMultiSelect = true])
After developing the visual, package it into a PBIVIZ file using the Power BI Desktop exporter. Then import into reports using Visual.Import
Custom visual developed with M language
R and Python scripts can be directly embedded within M code.
// Run Python script
Python.Execute(Text.FromBinary(pyScript))
// Convert R dataframe to table
mTable = R.DataFrameToTable(rDataframe)
This enables reusing R and Python libraries while keeping M as the top-level orchestration language.
Robust error handling prevents failures in production.
Try GetData = Source(){1},
Otherwise Error = Exception.Message,
"Error getting data: " & Error
Techniques like wrapping code in try/otherwise blocks and logging detailed errors prevent query failures.
To scale out M usage, solutions can be deployed in Azure using:
With proper deployment governance, M can power organization-wide analytics solutions.
This guide presented more advanced techniques to elevate your M language skills. Focus on performance tuning, robust error handling, custom visualization, and enterprise deployment to take your M programming to the next level.
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