Goodlookup is a Google Sheets function for matching inconsistent names, companies, and other text values against a reference list. It uses semantic and fuzzy matching to handle variations that standard lookup formulas miss.
💡 Pick it for richer table transformations and fuzzy joins inside a full desktop spreadsheet.
Microsoft Excel is a powerful spreadsheet program that offers advanced features for data analysis and visualization.
Paid (part of Microsoft 365)
💡 Pick it when you want a free, open-source tool for hands-on cleaning and deduplicating larger datasets.
OpenRefine is a powerful tool for working with messy data: cleaning it, transforming it from one format into another, and extending it...
💡 Pick it for repeatable, visual matching pipelines that connect spreadsheets, databases, and other data sources.
KNIME is an open-source data analytics, reporting, and integration platform.
Free and paid plans available
💡 Pick it when matching is part of a governed enterprise data-preparation workflow rather than a spreadsheet task.
Alteryx is a self-service data analytics tool that provides a platform for data blending and advanced analytics.
Starting at $5,195 per year
💡 Pick it for configurable entity resolution across customer, vendor, or product master data.
Data Ladder is a data quality software that helps organizations clean, match, and deduplicate data to improve data quality.
Contact for pricing
💡 Pick it if you need programmable, machine-learning-assisted record linkage instead of a spreadsheet formula.
A python library that uses machine learning to perform deduplication and entity resolution quickly on structured data.
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