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Harmonization Workbench

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Upload Datasets
Map Schema
Configure Join
Get Result
Upload Your CSV Files

Dataset 1 (Primary)


Dataset 2

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Intelligent Data Harmonization Suite

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Stop wrestling with disparate datasets. Our AI-powered tools transform tedious data wrangling into an intuitive, assisted process.
The Challenge: Disconnected Data Silos

Your data rarely comes in one perfect package. Trying to combine files with mismatched columns, inconsistent formats, and different identifiers is a complex and error-prone task.

Mismatched Columns

"CustomerID" vs. "User_ID"

Inconsistent Formats

"10/05/2023" vs. "2023-05-10"

Tricky Joins

"123" vs. "CUST-123"

Our AI-Assisted Workflow

Upload Datasets

Simply upload two or more CSV files you wish to combine.

AI Schema Mapping

Our AI analyzes columns and suggests matches with a confidence score. You review and approve.

Intelligent Join Assistance

The AI suggests join keys and even proposes transformations to make them compatible (e.g., 'CUST-001' -> '1').

Execute & Download

Choose your join type (Inner, Left), execute the merge, and download your newly harmonized dataset.

Why Choose DatumFuse.AI?

Save Time & Reduce Errors

Automate the most painful parts of data preparation.

AI-Guided, User-Controlled

Benefit from intelligent suggestions while always retaining final approval.

Unlock Deeper Insights

Easily combine information from multiple sources to see the bigger picture.

AI Data Harmonization

End the Spreadsheet Struggle. Unify Your Data.

Fragmented data costs time, money, and accuracy. Datum Fuse harmonizes files from multiple sources into a single, reliable source of truth—fast.
The High Cost of Disconnected Data

Data is your most valuable asset—yet it’s often scattered across systems and formats. That fragmentation blocks growth and clarity.

  • Incomplete Insights

    Decisions get made on a fraction of the picture.

  • Wasted Hours

    Analysts spend up to 80% of time on manual “data wrangling” instead of strategy.

  • Costly Errors

    One bad VLOOKUP or paste can corrupt outcomes and mislead decisions.


Traditional ETL is powerful but often complex, pricey, and code‑heavy. Datum Fuse offers an AI‑powered alternative that’s fast, accessible, and accurate.

Who is AI Data Harmonization For?

Business Operations Teams

Merge regional sales files, combine inventory logs with supplier data, or build a master customer list across departments.

Marketing Analysts

Unify CRM and web analytics to get a single customer view and measure funnel impact end‑to‑end.

Data Scientists & Analysts

Accelerate prep and cleaning so you spend more time modeling and less time wrangling.

E‑commerce Managers

Blend Shopify sales with Google Analytics traffic to trace the full customer journey from click to purchase.

Frequently Asked Questions

1) What is Schema Matching?

Schema matching identifies columns across datasets that represent the same real‑world entity (e.g., cust_id vs. customer_identifier). Our AI analyzes both names and data to suggest matches automatically.


2) What file types and sizes are supported?

Optimized for .csv and .xlsx up to 5MB for free‑tier users. The Pro Plan will support larger files, JSON, Parquet, Google Sheets integrations and direct database connections.


3) Is the data transformation process secure?

Yes. Files are encrypted in transit and at rest. Per our Terms, inputs are used only for your requested join and deleted from operational servers immediately after processing.


4) How is this better than VLOOKUP in spreadsheets?

VLOOKUP is brittle and slow at scale. Our AI handles fuzzy matching and robust transforms, reducing human error and scaling far beyond spreadsheet limits.

Ready to end the spreadsheet struggle?

Upload your files, let our AI co‑pilot guide you, and create a unified source of truth in minutes.

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