The Actor output schema builds upon the schemas for the dataset and key-value store. It specifies where an Actor stores its output and defines templates for acc
The Output Schema skill defines how an Actor stores and structures its output data by building on dataset and key-value store schemas. It specifies precise locations and templates for accessing output, enabling consistent and automated retrieval of data from runs. This schema is essential for making run results accessible and interpretable within platforms like the Apify Console.
This skill is designed for performance marketers and growth leads who rely on automated data extraction and need clear, reusable output definitions for their web scraping or automation tools. SEO specialists and PPC operators managing complex data pipelines will benefit from structured output schemas that facilitate integration with reporting tools. Agency strategists coordinating multiple Actors across campaigns can use this skill to standardize outputs for easier cross-project analysis.
Practitioners begin by defining the output schema version and a descriptive title to document the Actor’s output purpose. Next, they specify properties that map to key output locations such as datasets or key-value stores, using templated URLs for consistent access. After configuring the schema, they validate that the templates correctly link to the expected API endpoints or console URLs. Finally, they use the schema to monitor and extract run results programmatically or via the Apify Console interface.
How does the Output Schema relate to datasets and key-value stores? It extends their schemas by specifying exact output destinations and access templates. Can templates include dynamic run information? Yes, templates can incorporate run-specific variables like run IDs or dataset IDs for precise URL generation. Is the Output Schema mandatory for every Actor? No, but it is highly recommended to ensure output consistency and ease of use across integrations.
Attach the Output Schema skill to your Metaflow agent task when your workflow involves running Actors that produce structured outputs. Expect the skill to guide the definition of output properties and templates, making it easier to retrieve and use Actor results in downstream steps. This setup integrates smoothly with Metaflow’s event tracking and data management features, allowing you to...
For broader context, see our roundup of claude skills marketing, and read Claude skills for SEO for related setup guidance.