TFT

CSV to Text Converter

Transform rows of data into natural-language text using your own template. Merge field values into sentences, bullets, or custom formats — ideal for generating personalized messages, reports, or content at scale.

CSV to Formatted Text Converter

Convert CSV data to formatted text using customizable templates

Drag and drop a CSV file here, or click to browse

or paste CSV data below

Use {{row}} for full row, {{index}} for row number, or {{column_name}} for specific columns

Use {{header}} for column name and {{value}} for cell value

Text between each row (use \n for newlines)

What This Converter Does

This tool transforms CSV data into formatted plain text using templates you define. Each CSV row generates a text block based on your template. Use placeholders like {{name}} or {{email}} to insert column values. Perfect for generating personalized emails, certificates, reports, or any repetitive text document.

Template Syntax

Column placeholders: Use {{column_name}} to insert values from specific columns.

Row placeholder: Use {{row}} to insert the entire row as text.

Index placeholder: Use {{index}} to insert the row number (0-based).

Row separator: Define what goes between each row's output (newline, dashes, etc.).

Field templates: Use {{header}}: {{value}} format for key-value pair output.

Example Templates

Input CSV:

name,email,course
Alice,[email protected],Python Basics
Bob,[email protected],Web Development

Template for welcome emails:

Hi {{name}},

Welcome to {{course}}!

Your account email: {{email}}

Get started at: https://example.com/start

Thanks,
The Team

Output:

Hi Alice,

Welcome to Python Basics!

Your account email: [email protected]

Get started at: https://example.com/start

Thanks,
The Team

---

Hi Bob,

Welcome to Web Development!

Your account email: [email protected]

Get started at: https://example.com/start

Thanks,
The Team

When to Use This

Email campaigns: Generate personalized email drafts from a CSV of recipients and their details.

Certificates: Create certificate text for each participant with their name, course, and completion date.

Reports: Generate standardized report sections for each item in a data list.

Product descriptions: Create formatted product descriptions from a catalog CSV.

Invitation letters: Generate personalized invitations with recipient names, event details, and RSVP info.

Code generation: Create repetitive code snippets, config entries, or SQL statements from data.

Template Tips

Use blank lines: Add blank lines in your template for paragraph breaks in output.

Static text: Any text that's not a placeholder appears verbatim in output.

Special characters: Literal curly braces need escaping if your template system supports it.

Row separators: Use "---" or blank lines to separate output from different rows.

Common Use Cases

Mail merge alternative: Generate personalized letters without Word or email client dependencies.

Bulk document creation: Create multiple similar documents (contracts, proposals, invoices) from a data list.

Data export for humans: Convert CSV rows to readable text summaries for stakeholder review.

API payload generation: Create request bodies or configuration snippets from data tables.

Limitations

No conditional logic: Templates can't include if/else conditions. All rows use the same template structure.

No calculations: Can't perform math or string operations within templates.

Missing values: If a column is empty for a row, the placeholder becomes empty text. No default value support.

Frequently Asked Questions

Can I use column names with spaces?

Yes. Use the exact column header in your placeholder: {{First Name}} for a column named "First Name".

How do I handle special characters in placeholders?

If you need literal curly braces in output, check if the tool supports escaping. Otherwise, you may need to post-process the output.

Can I generate different templates for different rows?

Not with this tool. All rows use the same template. For conditional templates, use a scripting language like Python or JavaScript.