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Materialize documentation for SQL syntax, data ingestion, concepts, and best practices. Use when users ask about Materialize queries, sources, sinks, views, or clusters.
Idioma del texto original: inglés
Use when a Materialize object is behind wall-clock time — high lag in mz_wallclock_global_lag, a stale or lagging materialized view, index, or sink, a freshness alert, results that keep showing old data, or a dataflow whose output cannot keep up with its…
Idioma del texto original: inglés
Trigger: "demo data", "synthetic data", "live operational data", "generate fake data", "create a demo", "load generator alternative", or wants realistic continuously-updating data in Materialize for a demo. Also "I need streaming data to show off X" or "build…
Idioma del texto original: inglés
Terraform modules for deploying self-managed Materialize on AWS (EKS), Azure (AKS), and GCP (GKE). Covers networking, Kubernetes clusters, managed PostgreSQL, object storage, the Materialize operator, and Materialize instance configuration. Use this skill…
Idioma del texto original: inglés
Analyze a Materialize environment via the MCP Developer endpoint, and/or configure an MCP client (Claude Code, Cursor, VS Code, Zed, Continue, Windsurf, Claude Desktop) to connect to the materialize-developer server. For analysis: check environment health,…
Idioma del texto original: inglés
Using the dbt-materialize adapter to manage Materialize streaming pipelines with dbt. Covers materializations (source, source_table, view, materialized_view, sink, table, seed), profile configuration, index creation, blue/green deployments (deploy_init,…
Idioma del texto original: inglés
Reduce the memory footprint and cost of Materialize compute clusters: find where arrangement memory sits, pick and size the right optimization lever (index strategy, GROUP SIZE hint tuning, view slimming, subquery decorrelation), adjudicate proposed index or…
Idioma del texto original: inglés
Using the Materialize Terraform provider to manage Materialize resources declaratively. Covers clusters, sources (Kafka, Postgres, MySQL, SQL Server), sinks (Kafka, Iceberg), connections, materialized views, indexes, tables, roles, grants, secrets, network…
Idioma del texto original: inglés
Designing and reviewing the semantic layer of a Materialize SQL code base as a canonical ontology — a shared raw database, a shared core database, and one database per use case. Use this skill when a user asks how to structure or organize Materialize schemas…
Idioma del texto original: inglés
Using the mz-deploy CLI to manage a declarative SQL project for Materialize — project layout and the stage/wait/promote deployment lifecycle. Use this skill whenever the user is working in an mz-deploy project (a directory containing project.toml), asks how…
Idioma del texto original: inglés
Use when reading or editing .sql files in an mz-deploy project (a directory with project.toml) — resolve object references, columns, and types with the LSP tool instead of grepping. Covers go-to-definition, hover, and document/workspace symbols for…
Idioma del texto original: inglés
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