Advanced

Ascend's advanced capabilities enable sophisticated data engineering workflows through powerful runtime contexts, intelligent optimization strategies, and flexible configuration options. These features help teams build more efficient, maintainable, and scalable data pipelines.

🔧Context objects

The foundation of Ascend's runtime environment, providing Components with access to resources, configuration, and services.

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⚙️Concurrency

Maximize performance while maintaining reliability through proper concurrency controls at Connection and Flow levels.

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🔄Retry strategies

Make your data pipelines more resilient by automatically retrying failed operations.

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🐍Where Python executes

Understand how and where Python Components run within Ascend.

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