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website/docs/components/data-accelerators/duckdb.md

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- Handling workloads that frequently spill to disk.
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- Distributing swap and data I/O operations across multiple storage volumes.
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For more details, refer to the [runtime parameters documentation](/website/docs/reference/spicepod/index.md#runtimetemp_directory) and the [DuckDB Data Accelerator documentation](/website/docs/components/data-accelerators/duckdb/index.md).
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For more details, refer to the [runtime parameters documentation](/docs/reference/spicepod/index.md#runtimetemp_directory).
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For detailed DuckDB limits, see the [DuckDB Memory Management Guide](https://duckdb.org/docs/operations_manual/limits.html).
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website/docs/reference/memory.md

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- `refresh_mode: append`: 1.5x dataset size.
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- `refresh_mode: changes`: Primarily influenced by CDC event volume and frequency; 1.5x dataset size is a reasonable estimate.
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When using DuckDB persistent storage and disk-spilling memory requirements can be reduced. See [DuckDB Data Accelerator](/website/docs/components/data-accelerators/duckdb.md).
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When using DuckDB persistent storage and disk-spilling memory requirements can be reduced. See [DuckDB Data Accelerator](/docs/components/data-accelerators/duckdb.md).
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## Refresh Modes and Memory Implications
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## Embedded Data Accelerators
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Spice.ai integrates with embedded accelerators like [SQLite](/website/docs/components/data-accelerators/sqlite.md) and [DuckDB](/website/docs/components/data-accelerators/duckdb.md), each with unique memory considerations:
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Spice.ai integrates with embedded accelerators like [SQLite](/docs/components/data-accelerators/sqlite.md) and [DuckDB](/docs/components/data-accelerators/duckdb.md), each with unique memory considerations:
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- **SQLite**: Lightweight and efficient for smaller datasets. Does not support intermediate spilling; datasets must fit in memory or use application-level paging.
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- **DuckDB**: Designed for larger datasets and complex queries. Manages memory through streaming execution, intermediate spilling, and buffer management. See [DuckDB Data Accelerator](/website/docs/components/data-accelerators/duckdb.md) for more details.
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- **DuckDB**: Designed for larger datasets and complex queries. Manages memory through streaming execution, intermediate spilling, and buffer management. See [DuckDB Data Accelerator](/docs/components/data-accelerators/duckdb.md) for more details.
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## Kubernetes Memory Configuration
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