Pipeline run

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        },
        {
          "display_name": "Python Backend Developer",
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          "role_archetype": "Engineering",
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        },
        {
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    },
    {
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        "rationale": "Techniques for improving throughput, latency, and resource efficiency in PHP backend services. This includes profiling, query optimization, concurrency limits, memory use, and bottleneck analysis.",
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        {
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    {
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        "rationale": "Packaged tools for extracting, loading, and transforming data across systems. This dimension covers connector-based ingestion, transformation frameworks, and managed integration products.",
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        "source": "db"
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      "input_skill": "Spark",
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      "roles_from_db": [
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      "input_skill": "Flink",
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    },
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    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "rationale": "Operates and integrates vendor-specific cloud compute, storage, and hosting services.",
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      "input_skill": "GCP Pub/Sub",
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          "rationale": null,
          "role_archetype": null,
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        {
          "display_name": "Go Backend Developer",
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    },
    {
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        "difficulty_hint": "well_known",
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        "rationale": "Container image creation, tagging, hardening, and registry workflows used to package services for deployment. This is coherent because DevOps often owns the build-to-image path that feeds runtime environments.",
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        "source": "db"
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      "roles_from_db": [
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          "slug": "devops-engineer",
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      ]
    },
    {
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        "difficulty_hint": "well_known",
        "display_name": "Deployment and Cloud Platforms",
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        "rationale": "Platform-as-a-Service and container environments for deploying Ruby applications.",
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        "source": "db"
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      "input_skill": "Docker",
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    {
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        "rationale": "Configuration and release artifacts that control how backend services run in environments. Includes environment variables, manifests, feature flags, and release-safe configuration management.",
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    {
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          "display_name": "PHP Backend Developer",
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    {
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    {
      "dimension": {
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        "display_name": "Observability and Operations",
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        "rationale": "Monitoring, logging, tracing, and operational readiness patterns used to keep cloud platforms supportable. Cloud Architects use this to define what telemetry and operational controls workloads must expose.",
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    {
      "dimension": {
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        "id": 221,
        "rationale": "Operates and integrates vendor-specific cloud compute, storage, and hosting services.",
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      "roles_from_db": [
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          "display_name": "Fullstack Developer",
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          "rationale": null,
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          "slug": "full-stack-engineer",
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        {
          "display_name": "Go Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "go-backend-developer",
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        },
        {
          "display_name": "Node.js Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
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    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Crash Reporting and Observability",
        "id": 91,
        "rationale": "Client-side telemetry used to diagnose crashes, hangs, performance regressions, and field issues in iOS apps. iOS engineers use these tools to understand production behavior and prioritize fixes.",
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      "input_skill": "ELK",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Android Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "android-engineer",
          "source": "db"
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        {
          "display_name": "Flutter Developer",
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        {
          "display_name": "Hybrid Mobile Developer",
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          "rationale": null,
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        {
          "display_name": "Ionic Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ionic-developer",
          "source": "db"
        },
        {
          "display_name": "Native Mobile Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "native-mobile-developer",
          "source": "db"
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        {
          "display_name": "React Native Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
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          "source": "db"
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        {
          "display_name": "iOS Developer",
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          "rationale": null,
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          "slug": "ios-engineer",
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    },
    {
      "dimension": {
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        "display_name": "Observability and Incident Triage",
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        "rationale": "Telemetry, alerting, and troubleshooting practices used to diagnose failed builds, broken deployments, and unhealthy release environments. This is a coherent cluster because delivery reliability depends on quickly identifying where the workflow failed.",
        "slug": "observability-and-incident-triage",
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      "input_skill": "Splunk",
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      "roles_from_db": [
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