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Automate Excel with Python: From Manual Grind to One-Click Workflow

by John Wengler

From spreadsheet routines to repeatable workflows

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AlbakiReads Editorial

From spreadsheet routines to repeatable workflows

John Wengler’s guide connects familiar Excel tasks with Python-based automation, using pandas to read, reshape, and combine workbook data. The examples address common spreadsheet work: replacing copy-and-paste routines, matching information across sources, handling dates and times, and exporting results while preserving formatting. A capstone brings these pieces together in a script that processes a multi-tab workbook, creates exception reports, and emails the results. The book also emphasizes understanding code—including code generated with AI—so that automation remains something the spreadsheet user can inspect and manage.

Good fit for readers who enjoy

  • Excel users seeking to automate recurring data tasks with Python
  • Readers who want practical experience using pandas with existing workbooks
  • Those who use AI-generated code and want to better understand what it does

Themes

Excel automationPython and pandasData matching and transformationAuditable workflowsAI-generated code

Based on publisher information and book metadata.

Book overview

AI can write the code. You still need to know what it does.

You're already good at Excel. But you're tired of the copy/paste, the helper columns, and the brittle formulas that break when someone adds a row. You want automation, and whether you write the code yourself or let AI generate it, you need to understand what's actually running your business processes.

Automate Excel with Python teaches you to build real workflows, step-by-step. You'll read messy workbooks into pandas dataframes, filter and reshape data without helper columns, merge sources without silent VLOOKUP failures, and export polished results with formatting intact. A capstone chapter ties it together: import a multi-tab workbook, generate exception reports, and email the results--all from one script you run with a single click.

You'll learn how to:
  • Read existing Excel files you already use into Python, even the messy ones
  • Replace daily copy/paste routines with reusable scripts
  • Merge and match data across sources with auditable results
  • Handle dates, times, and the edge cases that break formulas
  • Export from Python to Excel with column widths, number formats, and frozen panes intact
  • Build workflows that run daily without babysitting

AI can write the code. This book makes sure you're the one in control of it.
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