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Deploy Pinecone at scale with namespaces for multi-tenancy, metadata filtering strategies, batch operations, hybrid search, and cost optimization tactics.
Learn the Plan-and-Execute pattern for slashing AI inference costs. Use frontier models for planning, cheap models for execution, and optimally route tasks by type.
Design IDP around golden paths, not golden cages. Use Backstage for catalog and templates. Measure adoption and satisfaction.
One database cannot excel at everything. Learn when to use PostgreSQL, Redis, Elasticsearch, ClickHouse, and vector databases—and how to sync them without chaos.
Master JSONB storage, GIN indexing (jsonb_ops vs jsonb_path_ops), query patterns, validation constraints, and migration from NoSQL databases.