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Apache DolphinScheduler's new dsctl CLI enables automation, batch operations, and agent integration beyond the Web UI. It requires Python 3.11, supports YAML workflow-as-code, and offers lint, dry-run, and JSON output. Agents like Codex and Claude Code can use dsctl Skills for guided workflow management.
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