{
  "id": "skill-area:batch-vs-stream-tradeoffs",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-data-eng.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Batch vs Stream Tradeoffs",
    "description": "Choosing batch, micro-batch, or streaming for a data pathway —\nlatency vs cost vs correctness, watermarks, and reprocessing.\n",
    "domains": [
      "specialization:data-engineering-analytics"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:batch-vs-stream-tradeoffs",
      "to": "specialization:data-engineering-analytics",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:data-analysis",
      "to": "skill-area:batch-vs-stream-tradeoffs",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "stack-profile:stream-processing",
      "to": "skill-area:batch-vs-stream-tradeoffs",
      "kind": "requires_skill_area"
    },
    {
      "from": "lib-skill:data-engineering-analytics--batch-vs-stream-tradeoffs",
      "to": "skill-area:batch-vs-stream-tradeoffs",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "role:data-engineer",
      "to": "skill-area:batch-vs-stream-tradeoffs",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ]
}