Strategies¶

When working with data in Tinybird, having clear strategies for testing, deployment, and data management is crucial for maintaining reliable and efficient data operations. This section covers key strategies for:

• Testing your data pipelines and API endpoints
• Deploying changes safely to production
• Managing data backfills and migrations
• Bringing external data into Tinybird

These strategies help ensure data quality, maintain backward compatibility, and enable smooth transitions when making changes to your data infrastructure. They provide proven approaches developed from real-world experience working with high-volume, real-time data processing.