II.
Specialization JSON
Structured · livespecialization:data-engineering-analytics
specialization:data-engineering-analytics json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:data-engineering-analytics",
"_kind": "Specialization",
"_file": "domain/specializations/spec-tool-bridges.yaml",
"_cluster": "domain",
"attributes": {},
"outgoingEdges": [
{
"from": "specialization:data-engineering-analytics",
"to": "tool:airflow",
"kind": "uses_tool"
},
{
"from": "specialization:data-engineering-analytics",
"to": "tool:dagster",
"kind": "uses_tool"
},
{
"from": "specialization:data-engineering-analytics",
"to": "tool:databricks",
"kind": "uses_tool"
},
{
"from": "specialization:data-engineering-analytics",
"to": "tool:snowflake",
"kind": "uses_tool"
},
{
"from": "specialization:data-engineering-analytics",
"to": "library:polars",
"kind": "uses_library"
},
{
"from": "specialization:data-engineering-analytics",
"to": "library:pandas",
"kind": "uses_library"
},
{
"from": "specialization:data-engineering-analytics",
"to": "domain:data-science",
"kind": "specializes"
}
],
"incomingEdges": [
{
"from": "domain:business-intelligence",
"to": "specialization:data-engineering-analytics",
"kind": "contains"
},
{
"from": "domain:market-data",
"to": "specialization:data-engineering-analytics",
"kind": "contains"
},
{
"from": "domain:data-science",
"to": "specialization:data-engineering-analytics",
"kind": "contains"
},
{
"from": "domain:smart-cities",
"to": "specialization:data-engineering-analytics",
"kind": "contains"
},
{
"from": "domain:recommendation-systems",
"to": "specialization:data-engineering-analytics",
"kind": "contains"
},
{
"from": "domain:search-engineering",
"to": "specialization:data-engineering-analytics",
"kind": "contains"
},
{
"from": "domain:advertising-tech",
"to": "specialization:data-engineering-analytics",
"kind": "contains"
},
{
"from": "domain:social-media",
"to": "specialization:data-engineering-analytics",
"kind": "contains"
},
{
"from": "role:data-analyst",
"to": "specialization:data-engineering-analytics",
"kind": "requires_skill",
"attributes": {
"level": "intermediate"
}
},
{
"from": "role:analytics-engineer",
"to": "specialization:data-engineering-analytics",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:bi-developer",
"to": "specialization:data-engineering-analytics",
"kind": "requires_skill",
"attributes": {
"level": "intermediate"
}
},
{
"from": "role:data-engineer",
"to": "specialization:data-engineering-analytics",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:product-analyst",
"to": "specialization:data-engineering-analytics",
"kind": "requires_skill",
"attributes": {
"level": "intermediate"
}
},
{
"from": "skill-area:feature-engineering-pipelines",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:big-data-tools",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:ml-pipeline-testing",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:data-pipeline-testing",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:etl-testing",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:etl-pipelines",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:data-warehouse-modeling",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:spark-jobs",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:dbt-modeling",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:data-quality",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:data-lineage",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:batch-vs-stream-tradeoffs",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:columnar-storage",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:data-governance",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:column-store-design",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:vector-database-design",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:data-mesh-design",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:data-contract",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:real-time-analytics",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:stream-processing-design",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:product-analytics",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "lib-agent:data-engineering-analytics--bi-analytics-engineer",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--data-governance-steward",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--data-orchestration-engineer",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--data-quality-engineer",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--data-warehouse-architect",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--dbt-project-engineer",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--dimensional-modeler",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--migration-specialist",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--ml-feature-engineer",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--streaming-pipeline-engineer",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-engineering-analytics--ab-testing-pipeline",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-engineering-analytics--bi-dashboard",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-engineering-analytics--data-catalog",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
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}
},
{
"from": "lib-process:data-engineering-analytics--data-lineage",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-engineering-analytics--data-quality-framework",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
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}
},
{
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"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
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"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
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}
},
{
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"attributes": {
"weight": 0.9
}
},
{
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"attributes": {
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}
},
{
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"attributes": {
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}
},
{
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"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-engineering-analytics--incremental-model",
"to": "specialization:data-engineering-analytics",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:data-engineering-analytics--metrics-layer",
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"attributes": {
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}
},
{
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"attributes": {
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},
{
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},
{
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"attributes": {
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},
{
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},
{
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"attributes": {
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},
{
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},
{
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},
{
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"attributes": {
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{
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"attributes": {
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},
{
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{
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{
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"attributes": {
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{
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"attributes": {
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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]
}