CalcApps

💰 Finance

EMI Calculator SIP Calculator GST Calculator Income Tax Home Loan Salary Hike

❤️ Health

BMI Calculator Calorie Calculator Body Fat Water Intake

🛠️ Tools

JSON Formatter Password Generator Base64 Tool Word Counter
🗄️

Huge Dummy Data Generator

Create millions of realistic records with custom fields — export as JSON, CSV, SQL, XML, YAML & more. All in your browser.

All data generated locally — nothing sent to any server
Employee DB
15 fields
E-commerce
10 fields
Students
12 fields
Products
9 fields
Banking
14 fields
Medical
11 fields
Schema Builder
Define your fields below. Drag rows to reorder. Add as many fields as you need.
1,000
Records
8
Fields
~0.24 MB
Est. Size
~1 sec
Gen. Time
Number of Records 1,000
1001 K10 K100 K1 M10 M
Fields in this schema
Field Name Data Type Options Actions
Data Preview
Showing a sample of your generated dataset. Generate data first from the Schema Builder tab.
Export Data
Download your full generated dataset in any format. Generate data first in the Schema Builder.
Choose Format
Generation Summary
Total Records
Total Fields
File Size (Est.)
Gen. Time
SQL View
Auto-generated CREATE TABLE statement and INSERT rows based on your schema.
CREATE TABLE
INSERT Statements (first 20 rows)
JSON View
Your generated data as a JSON array. Showing first 25 rows for preview.

Huge Dummy Data Generator

The Huge Dummy Data Generator is a powerful online tool designed for developers, QA engineers, database administrators, students, software testers, and businesses that need large volumes of realistic sample data. Whether you are building a new application, testing database performance, validating APIs, creating software demonstrations, or preparing development environments, generating realistic test data manually can be time-consuming and error-prone. This tool solves that problem by allowing users to create thousands, millions, or even tens of millions of records within seconds.

Unlike traditional dummy data generators that offer only a fixed set of templates, this tool provides a highly flexible schema builder that allows users to create completely custom datasets. Users can define field names, choose data types, configure validation rules, generate unique values, preview results, and export data in multiple formats including JSON, CSV, SQL, XML, and YAML. Everything runs directly within the browser, ensuring privacy and eliminating the need to upload sensitive information to external servers.

Why Use a Dummy Data Generator?

Modern software applications depend heavily on data. During development and testing, developers require realistic datasets to verify application functionality, test database performance, validate reports, and simulate real-world usage scenarios. Creating such datasets manually is inefficient and often results in unrealistic test cases.

The Huge Dummy Data Generator automates the entire process by generating realistic records that mimic actual business data. This helps development teams identify issues earlier, improve application quality, and reduce deployment risks.

Key Features

Custom Schema Builder

The heart of the application is the Schema Builder. Users can create their own database structure by adding custom fields and selecting data types. Instead of being restricted to predefined templates, users can build datasets that exactly match their project requirements.

Examples of custom field names include:

  • customer_id
  • employee_name
  • email_address
  • phone_number
  • salary
  • joining_date
  • department
  • product_code
  • transaction_id
  • account_balance

Multiple Data Types

The tool supports a wide variety of realistic data types that can be mixed and matched within a single dataset.

  • Auto Increment Numbers
  • First Name
  • Last Name
  • Full Name
  • Email Address
  • Phone Number
  • Company Name
  • Job Title
  • Currency Values
  • Boolean Values
  • Date and Time
  • Address
  • City
  • State
  • Country
  • Postal Code
  • UUID
  • Website URL
  • IP Address
  • Username
  • Password

Generate Millions of Records

The Huge Dummy Data Generator is optimized for performance and scalability. Users can generate small datasets containing hundreds of records or large datasets containing millions of rows. This makes the tool suitable for:

  • Database stress testing
  • Load testing
  • Performance benchmarking
  • API testing
  • Data migration simulations
  • Analytics testing

The record slider allows users to quickly adjust the desired dataset size, ranging from a few hundred records to millions of entries.

Industry-Specific Templates

To help users get started quickly, the tool includes several predefined templates designed for common business scenarios.

Employee Database

Generate employee records containing names, emails, phone numbers, salaries, departments, job titles, and joining dates. Ideal for HR software testing and payroll system development.

E-Commerce Dataset

Create realistic customer, order, and product information for online shopping platforms. Useful for testing inventory systems, payment processing, and customer management applications.

Student Database

Generate educational datasets containing student profiles, enrollment details, grades, and academic information.

Product Catalog

Create thousands of products with names, categories, prices, SKUs, descriptions, and inventory levels.

Banking Dataset

Generate realistic banking records including account numbers, balances, transactions, customer profiles, and financial information.

Medical Records

Build healthcare-related datasets for testing patient management systems and healthcare applications.

Data Preview

Before exporting, users can inspect generated records through the Data Preview section. This feature helps validate field structures and data quality before downloading large datasets.

The preview table displays generated values exactly as they will appear in the exported file, making it easy to identify mistakes or adjust configurations before final generation.

Export Options

Once data generation is complete, users can export the dataset in multiple industry-standard formats.

  • JSON
  • CSV
  • SQL
  • XML
  • YAML
  • Excel Compatible Formats

These export formats support a wide range of development, testing, reporting, and database migration workflows.

SQL Generation

One of the most useful features is automatic SQL generation. Users can instantly create SQL INSERT statements and database-ready scripts based on their schema configuration.

This feature is particularly helpful for:

  • MySQL testing
  • PostgreSQL development
  • MariaDB environments
  • SQL Server testing
  • Database migration projects

AI-Powered Schema Generation

The AI Generate feature allows users to create complete datasets using simple descriptions. Instead of manually configuring every field, users can provide a brief requirement such as:

  • Create an employee management database
  • Generate an e-commerce customer dataset
  • Build a healthcare patient database
  • Create banking transaction records

The system automatically suggests appropriate fields and data types, significantly reducing setup time.

Privacy and Security

Privacy is a major concern when working with test data. The Huge Dummy Data Generator operates entirely within the browser, meaning all generated information remains on the user's device.

No records are transmitted to external servers, making the tool suitable for organizations with strict security requirements and compliance standards.

Who Can Benefit?

  • Software Developers
  • QA Engineers
  • Database Administrators
  • Data Analysts
  • Business Intelligence Teams
  • Students and Educators
  • DevOps Engineers
  • API Developers
  • Product Teams
  • Research Professionals

Conclusion

The Huge Dummy Data Generator provides a fast, reliable, and flexible solution for generating realistic sample datasets. With support for custom schemas, multiple data types, industry-specific templates, AI-assisted generation, SQL exports, and millions of records, it is an essential tool for modern software development and testing workflows.

Whether you need a small test dataset or a massive database containing millions of records, this tool delivers accurate, customizable, and export-ready data directly from your browser. By eliminating the manual effort required to create test records, the Huge Dummy Data Generator helps teams save time, improve productivity, and build higher-quality software.

Frequently Asked Questions

Is my data safe?
Yes — all generation happens in your browser. Nothing is sent to any server. Close the tab and all data is gone from memory.
How many records can I generate?
The slider goes up to 10 million, but your browser's available RAM is the real limit. For in-browser preview we cap at 5,000 rows; the full export batch runs in chunks. Devices with 8 GB RAM typically handle 500K–1M rows comfortably.
Can I add custom field values?
Yes — choose the "Custom List" type and enter comma-separated values in the Options field. The generator picks randomly from that list for each row.
What SQL dialect does the SQL export use?
The CREATE TABLE and INSERT statements use standard MySQL/MariaDB syntax with backtick quoting. It's compatible with most major databases with minor adjustments (e.g. replace backticks with double-quotes for PostgreSQL).
Is the generated data unique per row?
Fields marked "unique" (like Auto Increment IDs and emails) are guaranteed unique. Other fields like names and companies are randomly sampled and may repeat across very large datasets.
-->
Generating data…