storage-and-query-engines

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Databases and query engines — storage layouts, SQL parse→plan→execute, transactions, indexing, every database kind.

Lucent-Financial-Group By Lucent-Financial-Group schedule Updated 6/4/2026

name: storage-and-query-engines description: Databases and query engines — storage layouts, SQL parse→plan→execute, transactions, indexing, every database kind.

storage and query engines

Category skill (blueprint pack). The description above is the only thing the router sees — broad and generic on purpose. The fat detail lives in the blueprints below; open the one that matches and read it in full.

Governs its own form per .claude/rules/rules-are-small-carved-sentences-pointing-to-docs.md and .claude/rules/mirror-beacon-register-discipline.md (carved sentence = hub / Beacon; blueprint = satellite / Mirror). The directory is an independent shipping unit.

Blueprints

  • postgresql-expert — PostgreSQL — wire protocol, type system, system catalogs, dialect extensions, EXPLAIN, pg_hba auth.
  • relational-database-expert — RDBMS family — Postgres/MySQL/MSSQL/Oracle/SQLite/NewSQL, Codd forms, MVCC vs 2PL, WAL, partitioning.
  • document-database-expert — Document databases — MongoDB, Cosmos DB, Firestore, CouchDB; schema design, aggregation, sharding, embed/reference.
  • graph-database-expert — "Graph databases — Neo4j, Neptune, JanusGraph, Memgraph; Cypher/GQL/Gremlin, RDF, supernodes, traversals."
  • vector-database-expert — "Vector databases — Milvus, Weaviate, Qdrant, pgvector, Pinecone; HNSW/IVF-PQ, ANN benchmarks, hybrid search, embeddings."
  • wide-column-database-expert — "Wide-column databases — Cassandra, HBase, Bigtable; row keys, sparse columns, SSTables, quorum reads/writes, CQL."
  • key-value-store-expert — "Key-value stores — Redis/Valkey, DynamoDB, etcd/ZooKeeper, FoundationDB, RocksDB/LMDB, eviction, caching."
  • time-series-database-expert — Time-series databases — InfluxDB, TimescaleDB, QuestDB, IoTDB; downsampling, retention, continuous aggregates.
  • columnar-storage-expert — "Columnar storage — segment layout, dictionary/RLE/FOR compression, Arrow/Parquet interop, late materialisation."
  • row-store-expert — Row-store / OLTP layout — heap files, slotted pages, HOT chains, B+ tree leaves, FSM, latching, WAL images.
  • catalog-expert — "SQL catalog — system tables, DDL semantics, schema evolution, OIDs, pg_* synthesis, concurrent DDL consistency."
  • storage-specialist — Zeta.Core storage reviewer — DiskBackingStore, Spine family, checkpoint format, durability modes, WDC advisory.
  • file-system-persistence-expert — File-system durability — fsync/fdatasync, journal semantics, io_uring/IOCP, atomic rename, crash-safety, path hazards.
  • transaction-manager-expert — SQL transaction manager — ACID, isolation, MVCC, 2PL, deadlocks, savepoints, 2PC/Saga, commit protocols.
  • concurrency-control-expert — "Concurrency control — conflict detection, read-write sets, SSI, deadlock prevention, abort policies, lock manager."
  • sql-engine-expert — Zeta SQL engine umbrella — parser, binder, optimizer, planner, execution model, storage, wire protocol.
  • sql-expert — SQL standard — SQL:2016/2023, three-valued logic, grouping/window/CTE, isolation levels, dialect drift across engines.
  • sql-parser-expert — SQL parser — lexing, grammar choice (libpg_query/ANTLR4/recursive-descent), AST design, error recovery, fuzzing.
  • sql-binder-expert — SQL binder — name resolution, type coercion, overload resolution, scope rules, ambiguity before optimization.
  • query-optimizer-expert — Query optimizer — cost model, cardinality estimation, logical rewrite rules, join-order enumeration, statistics.
  • query-planner — Query planner review — join ordering, predicate pushdown, indexes, SIMD dispatch, cardinality estimates, cost model.
  • distributed-query-execution-expert — Distributed SQL execution — partitioning, shuffle/broadcast/gather, collocated joins, aggregation, shard routing.
  • database-systems-expert — Database systems — storage models, CAP/PACELC, consistency, NewSQL, sharding, polyglot persistence, anomalies.
  • entity-framework-expert — EF Core — provider model, LINQ→SQL translation, DbContext lifecycle, change tracking, migrations, Zeta provider design.
Install via CLI
npx skills add https://github.com/Lucent-Financial-Group/Zeta --skill storage-and-query-engines
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