You now have everything you need to stand on your own feet. The next part is on you: go apply it. Here are a few practical tips to get you started.
Don't let big tasks overwhelm you
My biggest tip: don't tackle a big task all at once. Break it into smaller pieces, then automate them one step at a time.
One big goal, broken down
Automate the monthly report
Read data
Pull the files in
Clean up
Fix and tidy
Calculate
Totals, summaries
Write output
Excel, Word, chart
Tip: read, clean, calculate, write. You already did all four in the capstone.
It's a new tool, not a replacement
Python doesn't replace what already works. If you feel more comfortable loading and cleaning your data in Power Query, keep doing that, then let xlwings take over for the rest.
Power Query
Load and clean, click Refresh
Excel table
Clean data, sitting in the sheet
xlwings Lite
Run the automation on top
Real-life loop: refresh Power Query, wait for it to finish, then run your script.
Stuck? Ask AI for help
You don't have to remember every method or solve everything alone. When you get stuck, ask. Wingman is built right into xlwings Lite for exactly that.
Paste an error and ask what it means.
Describe what you want and get a starting point.
Ask why a line you copied actually works.
Wingman does all of this without leaving Excel.
Want to go further with Python?
You have the basics down. When you want more, the learning app has an advanced section that takes your Python further.
Beyond the EssentialsWhile loops, error handling, files, JSON, APIs, classes, and more.