{
  "id": "stack-profile:search-discovery",
  "_kind": "StackProfile",
  "_file": "domain/stack-profiles/deep-stacks-2.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Search & Discovery (Elasticsearch/Meilisearch + Python/Node.js + Redis)",
    "description": "A search-centric architecture: Elasticsearch or Meilisearch provides\nfull-text search with faceting, typo tolerance, and relevance tuning;\nPython or Node.js implements the indexing pipeline and query API;\nRedis caches frequent queries and handles rate limiting; and React\nrenders the search UI with instant results, autocomplete, and filters.\n\nThe indexing pipeline extracts, transforms, and loads documents from\nprimary data stores (PostgreSQL, APIs, file systems) into the search\nengine. Meilisearch offers a simpler developer experience with instant\nindexing and good defaults, while Elasticsearch provides more advanced\nfeatures like aggregations, nested documents, and distributed scaling.\nThis stack powers e-commerce product search, documentation search,\nmarketplace discovery, and internal knowledge base tools. The key\ntradeoff is maintaining index freshness: near-real-time sync between\nthe source of truth and the search index requires careful pipeline\ndesign.\n",
    "composes": [
      "tool:elasticsearch",
      "tool:meilisearch",
      "language:python",
      "language:typescript",
      "framework:react",
      "library:redis",
      "framework:fastapi",
      "library:express"
    ]
  },
  "outgoingEdges": [
    {
      "from": "stack-profile:search-discovery",
      "to": "tool:elasticsearch",
      "kind": "composed_of"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "tool:meilisearch",
      "kind": "composed_of"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "language:python",
      "kind": "composed_of"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "language:typescript",
      "kind": "composed_of"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "framework:react",
      "kind": "composed_of"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "library:redis",
      "kind": "composed_of"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "framework:fastapi",
      "kind": "composed_of"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "library:express",
      "kind": "composed_of"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "role:backend-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "role:data-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "role:fullstack-engineer",
      "kind": "used_by_role"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "workflow:backend-performance-profiling",
      "kind": "follows_workflow"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "workflow:feature-development",
      "kind": "follows_workflow"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "domain:software-engineering",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "domain:retail",
      "kind": "applies_to"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "skill-area:search-indexing",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "skill-area:search-infrastructure",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "skill-area:caching-strategies",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "skill-area:data-fetching-caching",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:search-discovery",
      "to": "skill-area:backend-api-design",
      "kind": "requires_skill_area"
    }
  ],
  "incomingEdges": []
}