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ClickHouse Generates an Unbounded Number Stream in Constant Memory

Oct 23, 2026 13 min read Jay Hubbert

numbers() is a generator that iota-fills one column per block and keeps only a counter in memory.

ClickhouseInternalsPerformanceTable functions

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ClickHouse Incremental Backups Store Only the Changed Tail of a File

Oct 23, 2026 16 min read Jay Hubbert

Incremental backups reuse the base backup’s bytes: only the suffix after a verified shared prefix is uploaded, and the restore concatenates the two halves.

ClickhouseBackupsIncrementalInternals

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ClickHouse Keeper Carries a Tree Digest in Every Raft Log Entry

Oct 23, 2026 14 min read Jay Hubbert

Keeper puts a digest of its node tree inside every Raft log entry; a follower whose recomputed digest disagrees with the leader’s kills itself.

ClickhouseKeeperRaftZookeeperInternals

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ClickHouse Packs a HyperLogLog Rank Into Five Bits

Oct 23, 2026 19 min read Jay Hubbert

ClickHouse’s CompactArray stores sub-byte values in a bitset and reads them through an unaligned 16-bit window, so a HyperLogLog rank costs 5 or 6 bits per bucket.

ClickhouseInternalsPerformanceBit tricksMemory

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ClickHouse Pushes ORDER BY into the Storage Read

Oct 23, 2026 16 min read Jay Hubbert

ClickHouse matches ORDER BY against the sorting key and reads MergeTree parts in key order instead of sorting everything.

ClickhouseInternalsQuery planPerformance

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