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-**Web GUI**: Built-in browser-based interface to manage manifests, stream logs, and monitor metrics without `kubectl`.
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-**MCP Server**: Model Context Protocol server for AI agents to validate, generate, and migrate DataFlow manifests.
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-**Agent Skills**: Portable AI guides ([github.com/dataflow-operator/skills](https://github.com/dataflow-operator/skills), [docs](https://dataflow-operator.github.io/docs/agent-skills/)).
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-**Error Handling**: Route failed messages to a dedicated error sink (e.g., Dead Letter Queue) with full error context and original payloads to prevent data loss.
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-**Fault Tolerance**: At-least-once delivery semantics with checkpoint persistence, graceful shutdown, and support for idempotent sinks (e.g., UPSERT, ReplacingMergeTree) to safely handle duplicates.
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-**Scheduled Pipelines**: `DataFlowCron` for time-based pipeline execution with triggers.
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