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Synthetic Data Generator

Capella DataStudio's Synthetic Data Generator is designed to empower developers with a seamless, no-code way to create realistic and meaningful data for their projects. Whether you’re testing applications, training machine learning models, or simulating large-scale systems, this feature provides unparalleled flexibility and power.

What is Synthetic Data?

Synthetic data is not just "fake" data; it’s designed to mimic the properties, distributions, and relationships of real-world data. While fake data might generate random values without context, synthetic data aims to:

  • Maintain logical relationships between fields (e.g., city and state are consistent).
  • Follow realistic distributions, such as generating values that adhere to normal or weighted distributions.
  • Be statistically relevant for testing, analysis, and simulation.
  • This makes synthetic data incredibly useful in scenarios where real data is unavailable, sensitive, or insufficient.

Key Features of Capella DataStudio's Synthetic Data Generator

Realistic, Correlated Data​

Our generator ensures data relationships are meaningful. For example, addresses include matched city, state, zip code, latitude, and longitude values. Names and demographics are logically consistent.

Built-in Typesets, Fully Configurable​

Choose from a wide array of built-in typesets to jump start your data generation. Each type can be customized to suit your specific needs, whether it’s names, locations, dates, or numeric fields.

Extendible: Bring Your Own Typesets​

Got your own datasets or specific requirements? Import custom typesets to extend the generator’s capabilities and create tailored data that fits your unique use case.

Primary Key / Foreign Key Relationships​

Model complex datasets with ease by defining relationships between fields. Foreign keys can reference primary key data, enabling realistic relational data structures.

Expression Handling with Powerful Functions​

Leverage built-in functions to create complex expressions without writing a single line of code. Combine and manipulate fields dynamically for ultimate control over your data.

No Restrictions on Data Size​

Generate data at any scale, from a few rows for small tests to millions of documents for large-scale simulations. There are no limits to what you can create.

Seamless Integration with Capella and Couchbase Server​

Take your synthetic data further by importing it directly into Capella Operational or Couchbase Server. This ensures a streamlined workflow from generation to deployment.

Why Choose Capella DataStudio for Synthetic Data Generation?

With its intuitive UI and robust feature set, Capella DataStudio’s Synthetic Data Generator is the ultimate tool for creating high-quality, meaningful datasets. Whether you’re a developer, data scientist, or tester, this feature will save time, reduce complexity, and enhance your projects with realistic data. Explore its endless possibilities and redefine your data creation experience.