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The lifecycle of a sharded Postgres query

The lifecycle of a sharded Postgres query

DevOps PlanetScale
PlanetScale's Neki router manages sharded Postgres by handling complex join logic and connection pooling, exposing the reality that shard-key choice is the most consequential performance factor.
What: The Neki router makes sharded clusters appear as a single Postgres server by orchestrating authentication, protocol parsing, and query planning. It executes cross-shard joins by streaming results into memory or spilling to disk when necessary.
Why it matters: This deep dive highlights how distributed databases balance the trade-off between the flexibility of sharding and the performance overhead of cross-shard network requests and re-aggregation.
Deep dive
  • Routers hide the distributed nature of the cluster by implementing the full Postgres authentication and wire protocol.
  • Query planning must reconcile the authoritative schema metadata with the data topology cached in etcd.
  • Cross-shard joins are often executed using hash joins built inside the router memory.
  • Memory limits are handled by spilling join partitions to temporary disk storage.
  • Protocol optimization (copying binary results directly) reduces CPU overhead during re-aggregation.
  • Co-locating related data (e.g., sharding orders by customer_id) eliminates the need for expensive router-level joins.
Decoder
  • Scatter-gather: A query pattern where a router sends a request to all shards and then aggregates the individual responses into a single result.
  • Shard key: The specific column used to calculate the hash that determines which physical server (shard) holds a specific row of data.
  • Hash join: An algorithm used to combine two datasets by building a hash table of one input in memory and probing it with the other input.
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