SDV Enterprise vs SynthForge IO

SDV Enterprise is a downloadable Python SDK for generating synthetic data for software testing, machine-learning development, and other uses. It creates data with the same properties and format as real data, and supports structured records such as database tables, CSV files, Excel spreadsheets, and JSON. It can learn patterns across complex, multi-table schemas, and supports single-table, multi-table, and sequential data. The SDK can be installed in a secure environment or on premises on Linux, Windows, or macOS, and does not require GPUs. DataCebo says customer data and models remain in the customer environment and are not hosted, stored, or accessed by the software. Users can choose from hundreds of data-processing options, anonymize sensitive PII, and supply business logic to the model. AI Connectors detect database metadata, import training subsamples, and export synthetic data in the original database format; connectors include AlloyDB, BigQuery, MSSQL, Oracle, PostgreSQL, and Spanner. A free Community plan is listed. Enterprise Base costs $500 a month per user plus usage; Bundles cost $250 a month per bundle per user plus usage.

SynthForge IO generates synthetic data from database schemas for development, quality assurance, and load testing. You can describe a model in plain English, draw it in a visual editor, import SQL DDL, or begin with a template. Generation follows table dependencies and keeps child foreign keys connected to existing parent rows. The service provides 152 field types in 19 categories, including constraints, statistical distributions, and conditional overrides. Outputs include CSV, JSON, JSONL, Parquet, and SQL for PostgreSQL, MySQL, SQL Server, SQLite, MariaDB, DuckDB, and CockroachDB. MongoDB-ready data is available as JSON or JSONL. Personal API keys use Bearer authentication and support curl, Python, and CLI jobs. Hosted MCP is in open beta for Claude, Cursor, and Streamable HTTP clients. The free plan includes the first 20,000 rows of each dataset; generation is capped at 1,000,000 rows per table and downloads at 1 GB. Paid credits start at $5, paid once.