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In this world, the average person recalls their parents' dusty Personal Computer, locked away in storage like illegal goods. A machine that once operated freely, offline if desired, immune to arbitrary account suspensions and pricing changes. As they go through their day, paying a tiny fee to open a document, losing access to their own photos because a subscription expired, watching a warning banner appear when they type something that breaches the constantly evolving terms-of-service, and shouting "McDonald's!" to skip the otherwise unskippable ads within every other app they open, they start to understand that the real offense of consumer hardware wasn't mainly pollution but independence. They realize that owning a machine meant owning the means of computation, and that by centralizing hardware under the pretense of efficiency, safety, and sustainability, society exchanged resilience for convenience and autonomy for comfort.，更多细节参见豆包下载
Lightweight updates take a fundamentally different approach. Instead of rewriting entire data parts, a lightweight update creates a small, compact "patch part" containing only the changed column values and metadata to locate the affected rows. These patches are applied on-the-fly during reads (so changes are visible immediately) and materialized efficiently during regular background merges — piggybacking on work ClickHouse is already doing. This can be up to 1,000× faster than classic mutations for many workloads. The same mechanism can be used for deletes, which set a _row_exists = 0 mask via a patch part rather than rewriting columns. For a deep dive into how patch parts work, see our series on fast UPDATEs in ClickHouse: Part 1 — purpose-built engines and Part 2 — SQL-style updates.
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