frro office india - Now, let's talk about _spilling to disk_. We briefly mentioned `max_bytes_before_external_sort` and `max_bytes_before_external_group_by`. These parameters are crucial for graceful degradation when queries exceed in-memory capacity. When ClickHouse hits these limits for sorting or grouping, it writes intermediate data to temporary files on disk. This prevents an OOM error, allowing the query to complete, albeit at a slower pace due to disk I/O. The default for these might be 0, meaning ClickHouse will attempt to do everything in memory first, and only spill if the system runs out of memory (which can lead to OOM errors). You can explicitly set these to a reasonable value (e.g., 80% of your `max_memory_usage`) to encourage **external processing** rather than an OOM crash. For example, if `max_memory_usage` is 20GB, you might set `max_bytes_before_external_sort` to 16GB. This provides a safety net. The quality and speed of your storage (SSD vs. HDD, NVMe vs. SATA) will significantly impact the performance of queries that spill to disk, so bear that in mind. If you're seeing frequent spills and slow queries, it might be time to either increase memory *or* upgrade your storage to faster drives.
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import urllib.parse
