DataForge Blog — Data Cleaning, CSV & Spreadsheet Guides

The DataForge Blog

Practical guides on cleaning messy spreadsheets, fixing broken CSV and Excel exports, and preparing data for analysis — written from real, hands-on experience building a spreadsheet cleaning tool.

August 5, 2026 6 min read

A Practical Guide to Handling Missing Values in Small Business Spreadsheets

Blank cells aren't all the same kind of missing. A practical, non-academic guide to figuring out why data is missing and choosing the right fix — deletion, imputation, or leaving it alone — for real small business spreadsheets.

Read article
August 4, 2026 6 min read

How to Merge Two CSV Files on a Shared Column Without Writing SQL

Customer info in one file, order history in another, and you need them combined. Here's how to merge two CSV files on a shared key using VLOOKUP, Power Query, or a no-code merge tool — and how to avoid the mistakes that quietly drop or duplicate rows.

Read article
August 1, 2026 5 min read

One-Hot Encoding a Spreadsheet Column: Manual Method vs. No-Code Tools

One-hot encoding turns a categorical column like Region or Plan Type into binary indicator columns a model or pivot table can actually use. Here's how to do it by hand, and when to reach for a tool instead.

Read article
July 28, 2026 5 min read

How to Standardize Inconsistent Date Formats When Multiple People Edit the Same Spreadsheet

When a spreadsheet is edited by people in different countries and on different devices, its date column quietly turns into four or five formats at once. Here's how to standardize it safely.

Read article
July 24, 2026 5 min read

What Excel Serial Date Numbers Actually Mean (and How to Convert Them Back to Real Dates)

That mysterious number like 44927 in your date column is an Excel serial date. Here's exactly what it means, why it happens, and how to convert it back to a real calendar date reliably.

Read article
July 21, 2026 5 min read

Why VLOOKUP and Formulas Fail on "Identical" Text: Finding Hidden Whitespace and Invisible Characters

Your VLOOKUP returns #N/A even though the values look identical on screen. Here's what's actually happening — invisible characters, non-breaking spaces, and how to find and strip them.

Read article
July 18, 2026 5 min read

How to Remove Duplicate Rows From a CSV File Without Excel or Python

A practical, no-code walkthrough of finding and removing duplicate rows in a CSV file — including the sneaky near-duplicates that exact-match tools miss entirely.

Read article
July 15, 2026 6 min read

How to Fix Corrupted Excel Date Stamps and Clean Messy CSVs Without Leaking Sensitive Company Data

Broken date formats and duplicate rows silently destroy analytical accuracy. Here is the definitive, technical guide to cleaning messy spreadsheets fast — entirely inside your browser, with zero data ever transmitted to a server.

Read article