Spaces:
Running
Running
File size: 39,530 Bytes
c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd c9adfa2 d6ecdbd | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170 1171 1172 1173 1174 1175 1176 1177 1178 1179 1180 1181 1182 1183 1184 1185 1186 1187 1188 1189 1190 1191 1192 1193 1194 1195 1196 1197 1198 1199 1200 1201 1202 1203 1204 1205 1206 1207 1208 1209 1210 1211 1212 1213 1214 1215 1216 1217 1218 1219 1220 1221 1222 1223 1224 1225 1226 1227 1228 1229 1230 1231 1232 1233 1234 1235 1236 1237 1238 1239 1240 1241 1242 1243 1244 1245 1246 1247 1248 1249 1250 1251 1252 1253 1254 1255 1256 1257 1258 1259 1260 1261 1262 1263 1264 1265 1266 1267 1268 1269 1270 1271 1272 1273 | {
"version": "1.0",
"description": "Per-role SDLC knowledge map. Drives hf-dataset-discoverer.py search queries. Each role has CORE skills (must master) and ADJACENT skills (should know). Source: real job descriptions from FAANG / unicorns / OSS projects 2024-2026.",
"roles": {
"solution-architect": {
"core": [
"system design",
"domain driven design",
"bounded context",
"aggregate root",
"hexagonal architecture",
"clean architecture",
"onion architecture",
"adr architecture decision record",
"trade-off analysis",
"scalability pattern",
"consistency model",
"cap theorem",
"saga pattern",
"event sourcing",
"cqrs",
"microservices",
"monolith first",
"integration pattern",
"anti-corruption layer",
"bff backend for frontend"
],
"adjacent": [
"threat modeling stride",
"data modeling",
"api design rest graphql",
"monitoring strategy",
"capacity planning",
"cost optimization",
"non-functional requirements",
"service level objectives"
],
"expanded": [
"adr architecture decision record",
"anti-corruption layer",
"apache cassandra nosql",
"apache kafka streaming",
"api design graphql",
"api design rest",
"aws cdk",
"aws cloudformation",
"aws iam",
"aws saa certification",
"azure active directory",
"azure cdk",
"azure resource manager",
"azure well-architected framework",
"bff backend for frontend",
"bounded context",
"cap theorem",
"capacity planning",
"chaos engineering",
"ci/cd pipeline",
"cka certification",
"clean architecture",
"cloud development kit",
"consistency model",
"container security",
"cost optimization",
"cqrs",
"data modeling",
"datadog monitoring",
"devsecops practices",
"distributed tracing",
"docker containerization",
"domain driven design",
"envoy proxy",
"event sourcing",
"gitops workflow",
"google cloud architecture",
"google cloud cdk",
"google cloud deployment manager",
"google cloud iam",
"grafana visualization",
"grpc framework",
"hashicorp vault",
"hexagonal architecture",
"integration pattern",
"iso 27001 standard",
"istio service mesh",
"jenkins automation",
"jwt tokenization",
"kubernetes deployment",
"kubernetes security",
"linkerd service mesh",
"microservices architecture",
"mongodb nosql",
"monitoring strategy",
"monolith first",
"new relic monitoring",
"non-functional requirements",
"oauth authentication",
"observability platform",
"onion architecture",
"openid connect",
"opentelemetry standard",
"pki infrastructure",
"postgresql database",
"prometheus monitoring",
"protocol buffers",
"pulumi infrastructure",
"saga pattern",
"saml federation",
"scalability pattern",
"serverless architecture",
"service level objectives",
"service mesh architecture",
"sre engineering",
"terraform infrastructure",
"terraform state management",
"threat modeling stride",
"trade-off analysis",
"zero trust security"
]
},
"backend-engineer": {
"core": [
"rest api design",
"graphql schema",
"grpc protobuf",
"postgresql",
"mysql",
"mongodb",
"redis cache",
"authentication oauth jwt",
"authorization rbac abac",
"message queue kafka rabbitmq",
"background jobs celery sidekiq",
"error handling exception",
"structured logging traceid",
"unit test integration test",
"fastapi flask express spring",
"go fiber gin",
"rust axum actix",
"node nestjs",
"kotlin ktor"
],
"adjacent": [
"frontend api consumption",
"ci cd pipeline",
"docker container",
"owasp top 10",
"performance profiling pprof",
"n+1 query",
"circuit breaker",
"rate limiting",
"idempotency"
],
"expanded": [
"abac attribute checks",
"actix web actors",
"akka actor model",
"ansible configuration management",
"apache kafka streams",
"auth0 customization",
"aws lambda functions",
"azure functions",
"cassandra data modeling",
"celery task scheduling",
"ci cd pipeline configuration",
"circuit breaker pattern",
"confluent schema registry",
"consul service discovery",
"datadog monitoring",
"django rest framework",
"docker container orchestration",
"dynamodb partition keys",
"elasticsearch full text search",
"elk stack logging",
"envoy proxy sidecar",
"exception handling strategy",
"express middleware stack",
"fastapi dependency injection",
"flask blueprints",
"fluentd log forwarding",
"frontend api consumption",
"gin gonic handlers",
"go fiber router",
"google cloud run",
"grafana dashboarding",
"graphql schema definition",
"grpc protobuf contracts",
"helm chart templating",
"idempotency key enforcement",
"integration test automation",
"istio service mesh",
"jaeger distributed tracing",
"jedis connection pooling",
"jwt token validation",
"kafka message streaming",
"keycloak identity brokering",
"kibana visualization",
"kubernetes deployment manifests",
"laravel sanctum",
"logstash filters",
"mongodb aggregation pipeline",
"mongodb change streams",
"mysql gtid replication",
"mysql replication setup",
"n+1 query detection",
"nginx ingress controller",
"node nestjs modules",
"oauth 2.0 implementation",
"okta integration",
"opentelemetry tracing",
"owasp top 10 compliance",
"performance profiling with pprof",
"phoenix framework channels",
"postgresql logical replication",
"postgresql query optimization",
"prometheus metrics collection",
"quarkus native image",
"rabbitmq exchange routing",
"rate limiting algorithms",
"rbac policy enforcement",
"redis cache invalidation",
"redisson java client",
"rest api design",
"ruby on rails api mode",
"rust axum extractors",
"sentry error tracking",
"sidekiq background processing",
"spring boot starters",
"spring security oauth2",
"structured logging with traceid",
"terraform infrastructure as code",
"unit test coverage",
"vault secrets management",
"vertx reactive programming"
]
},
"frontend-engineer": {
"core": [
"react hooks suspense",
"next.js app router",
"vue composition api",
"svelte sveltekit",
"solid solidstart",
"typescript strict",
"tailwind css",
"css-in-js styled-components",
"shadcn radix headless",
"state management zustand jotai redux",
"tanstack react query",
"react testing library",
"playwright cypress e2e",
"wcag accessibility aria",
"web vitals lcp cls inp",
"bundle optimization code splitting tree shaking"
],
"adjacent": [
"backend api integration",
"design system tokens",
"seo meta tags structured data",
"a/b testing experiment",
"analytics events",
"feature flag",
"i18n localization",
"progressive web app",
"service worker"
],
"expanded": [
"a/b testing experiment",
"accessibility guidelines wcag 2.2",
"analytics events tracking",
"api gateway integration",
"aria authoring practices",
"aws lambda functions",
"babel transpilation",
"backend api integration",
"bundle optimization code splitting",
"chrome devtools performance",
"cloudflare workers",
"containerization docker",
"css flexbox layout",
"css grid layout",
"css-in-js styled-components",
"cypress end-to-end testing",
"design system tokens",
"eslint code linting",
"feature flag management",
"firefox developer edition",
"google cloud functions",
"graphql api schema",
"grpc protocol buffers",
"headless chrome testing",
"i18n localization",
"javascript es2025",
"jest testing framework",
"jotai redux",
"jwt token authentication",
"kubernetes deployment",
"lighthouse performance metrics",
"microsoft azure functions",
"microsoft edge devtools",
"next.js app router",
"oauth authentication",
"openapi specification",
"playwright cypress e2e",
"preact compatibility",
"progressive web app",
"puppeteer automation",
"pwa manifest file",
"radix ui components",
"react concurrent mode",
"react hooks suspense",
"react server components",
"react testing library",
"remix run",
"restful api design",
"rollup bundle optimization",
"safari web inspector",
"seo meta tags",
"serverless architecture",
"service worker registration",
"shadcn radix headless",
"shadcn theme builder",
"solid solidstart",
"solidstart adapter",
"state management zustand",
"structured data schema",
"svelte 4 compiler",
"svelte sveltekit",
"sveltekit adapter",
"tailwind css",
"tailwind css v4",
"tanstack react query",
"tree shaking",
"typescript 5",
"typescript strict",
"vite development server",
"vue 3 composition",
"vue composition api",
"wai-aria specification",
"wcag accessibility aria",
"web vitals lcp cls inp",
"webassembly binary format",
"webpack 5 module federation",
"webpack configuration",
"webpagetest performance testing",
"webrtc peer-to-peer connection",
"websockets realtime communication"
]
},
"mobile-engineer": {
"core": [
"swiftui combine",
"uikit lifecycle",
"kotlin jetpack compose",
"android navigation",
"react native expo",
"flutter dart",
"offline first cache realm room",
"push notification fcm apns",
"deep linking universal",
"app store optimization aso",
"app review guidelines",
"crash reporting sentry crashlytics",
"memory profiling",
"battery optimization"
],
"adjacent": [
"backend api consumption",
"graphql apollo",
"analytics amplitude mixpanel",
"feature flag",
"accessibility voiceover talkback",
"in app purchase store kit billing"
],
"expanded": [
"accessibility voiceover",
"agile development methodology",
"amplitude cohorts",
"analytics amplitude mixpanel",
"android 13 updates",
"android jetpack",
"android navigation",
"apns integration",
"app clips integration",
"app review guidelines",
"app store optimization aso",
"apple app analytics",
"aws saa certification",
"azure developer associate",
"azure functions integration",
"backend api consumption",
"battery optimization techniques",
"behavior driven development bdd",
"billing android",
"bitrise automation",
"circleci pipeline",
"cka certified kubernetes administrator",
"clean architecture pattern",
"cloud functions firebase",
"code refactoring techniques",
"code review process",
"codecoverage analysis",
"continuous deployment cd",
"continuous integration ci",
"core data storage",
"crash reporting sentry",
"crashlytics crash reporting",
"crashlytics integration",
"datadog integration",
"deep linking universal",
"design patterns repository",
"docker containerization",
"event driven architecture",
"expo sdk 46",
"feature flag management",
"firebase cloud messaging",
"flutter 3.0 features",
"flutter dart",
"git version control",
"github actions workflow",
"google cloud ace",
"google firebase analytics",
"graphql apollo client",
"in app purchase storekit",
"ios 16 features",
"ios swiftui 4",
"iso 27001 certification",
"jenkins pipeline",
"jetpack compose 1.3",
"kanban board",
"keychain services",
"kotlin 1.8 features",
"kotlin jetpack compose",
"kubernetes cluster management",
"memory profiling tools",
"microservices architecture",
"mixpanel funnels",
"mvp design pattern",
"mvvm architecture",
"new relic monitoring",
"offline first cache realm",
"pair programming technique",
"push notification fcm",
"react native 0.71",
"react native expo",
"room persistence library",
"scrum framework",
"sentry error tracking",
"serverless computing aws lambda",
"swift 5.7 updates",
"swiftui combine",
"talkback integration",
"test driven development tdd",
"uikit lifecycle",
"user defaults management"
]
},
"devops-engineer": {
"core": [
"github actions workflow",
"gitlab ci",
"jenkins pipeline",
"circleci",
"argocd flux gitops",
"docker multi-stage",
"buildkit buildx",
"kubernetes deployment service ingress",
"helm chart kustomize",
"terraform module",
"pulumi cdk",
"ansible chef puppet",
"configuration management",
"vault secrets sealed-secrets sops",
"blue green canary deployment",
"feature flag rollout"
],
"adjacent": [
"networking vpc subnet",
"security scanning trivy snyk",
"observability prometheus grafana",
"finops cost",
"container runtime containerd cri-o"
],
"expanded": [
"12 factor app methodology",
"ansible tower",
"api gateway management",
"argocd flux gitops",
"audit logging compliance",
"automated testing framework",
"aws codepipeline",
"aws saa certification",
"azure devops services",
"backstage service catalog",
"blue green deployment",
"buildkit buildx",
"canary release strategy",
"capacity planning strategy",
"chaos engineering principles",
"chef infra",
"ci cd pipeline automation",
"circleci orb",
"cka certification",
"ckad certification",
"cloud agnostic deployment",
"cloud cost management",
"cloud native applications",
"compliance as code",
"container orchestration",
"container runtime containerd",
"continuous deployment strategy",
"continuous integration pipeline",
"cost estimation tooling",
"cri-o kubernetes",
"devsecops methodology",
"distributed tracing system",
"docker multi-stage build",
"edge computing use cases",
"feature flag rollout",
"finops cost optimization",
"github actions workflow",
"gitlab ci cd",
"gitops tooling",
"google cloud build",
"grafana dashboards",
"helm chart kustomize",
"hybrid cloud architecture",
"infrastructure as code",
"iso 27001 compliance",
"jenkins pipeline",
"knative eventing",
"kubernetes deployment yaml",
"kubernetes operator pattern",
"kustomize overlay",
"load balancing strategy",
"logging mechanism",
"microservices architecture",
"monitoring alerting system",
"multi cloud strategy",
"networking vpc subnet",
"observability prometheus",
"openshift container platform",
"performance monitoring metrics",
"policy as code",
"pulumi cdk typescript",
"puppet forge",
"rancher kubernetes management",
"reliability engineering practices",
"resource optimization techniques",
"sealed secrets",
"security scanning trivy",
"serverless computing architecture",
"serverless functions",
"service discovery mechanism",
"service mesh istio",
"shift left security",
"site reliability engineering",
"skaffold development",
"snyk vulnerability",
"sops encryption",
"tanzu kubernetes grid",
"tekton pipelines",
"terraform module registry",
"vault secrets engine"
]
},
"sre-engineer": {
"core": [
"service level indicator sli",
"service level objective slo",
"error budget",
"burn rate alert",
"multi window alerting",
"prometheus metrics",
"grafana dashboard",
"loki promtail fluentd logging",
"opentelemetry tracing",
"incident response runbook",
"blameless postmortem",
"five whys root cause",
"chaos engineering chaos-mesh litmus",
"capacity planning",
"load testing k6 locust",
"on-call rotation pagerduty"
],
"adjacent": [
"kubernetes deep",
"linux performance ebpf",
"networking troubleshooting",
"security incident",
"cost optimization",
"disaster recovery"
],
"expanded": [
"ansible automation",
"aws saa certification",
"aws well-architected framework",
"azure well-architected framework",
"backpressure management",
"blameless postmortem",
"bulkhead pattern",
"burn rate alerting",
"calico networking",
"capacity planning",
"chaos engineering",
"chaos-mesh",
"cilium networking",
"circuit breaker pattern",
"cka certification",
"ckad certification",
"cloud native computing",
"cloudevents specification",
"cncf certification",
"continuous deployment",
"continuous integration",
"continuous monitoring",
"cost optimization",
"dapr framework",
"devops practices",
"disaster recovery planning",
"distributed tracing",
"docker containerization",
"ebpf optimization",
"error budget management",
"event-driven architecture",
"five whys analysis",
"fluentd",
"gitops workflow",
"google cloud architecture",
"grafana dashboard",
"grpc protocol",
"horizontal pod autoscaling",
"http/2 protocol",
"incident response runbook",
"infrastructure as code",
"iso 20000 certification",
"iso 27001 compliance",
"istio service mesh",
"itil certification",
"k6 performance",
"knative platform",
"kubernetes autoscaling",
"kubernetes cluster management",
"kubernetes deployment",
"kubernetes networking",
"linkerd service mesh",
"linux kernel tuning",
"linux performance",
"litmus testing",
"load testing",
"locust testing",
"loki logging",
"microservices architecture",
"multi-window alerting",
"networking fundamentals",
"networking troubleshooting",
"on-call rotation",
"opentelemetry sdk",
"opentelemetry tracing",
"opentracing standard",
"pagerduty integration",
"prometheus metrics",
"promtail",
"quic protocol",
"security incident response",
"serverless computing",
"service level indicator",
"service level objective",
"sli monitoring",
"slo tracking",
"sre principles",
"tcp/ip protocol",
"terraform management",
"vertical pod autoscaling"
]
},
"cloud-engineer": {
"core": [
"aws ec2 s3 lambda dynamodb rds vpc iam",
"gcp gce gcs cloud-run firestore bigquery",
"azure aks cosmos blob",
"aws well-architected framework",
"multi-region active active passive",
"disaster recovery rpo rto",
"cost optimization spot reserved savings-plan",
"tagging strategy cost allocation",
"private subnet nat gateway vpc endpoint",
"iam policy least privilege",
"kms encryption"
],
"adjacent": [
"kubernetes eks gke aks",
"service mesh istio linkerd",
"compliance soc2 hipaa pci",
"cdn cloudfront cloudflare",
"edge computing lambda-edge"
],
"expanded": [
"aks policy addon",
"aks virtual node",
"ansible aws ssm",
"argo cd gitops",
"aurora serverless v2",
"aws config rules",
"aws control tower",
"aws dynamodb global tables",
"aws ec2 auto scaling",
"aws iam role chaining",
"aws kms envelope encryption",
"aws lambda cold start",
"aws rds multi az",
"aws s3 lifecycle policies",
"aws savings plans",
"aws security hub",
"aws vpc flow logs",
"aws well-architected review",
"azure aks node pools",
"azure blob immutable storage",
"azure cosmos db graph api",
"azure monitor insights",
"azure security center",
"cdn cache invalidation",
"chaos engineering gremlin",
"cloudflare zero trust",
"cloudformation drift detection",
"cloudtrail log integrity",
"compliance soc2 type ii",
"cost optimization reserved instances",
"datadog distributed tracing",
"disaster recovery runbook",
"documentdb change streams",
"edge computing iot edge",
"eks add ons",
"eks fargate profiles",
"elk stack ingestion",
"fluxcd helm operator",
"gcp audit logging",
"gcp bigquery slot commitments",
"gcp cloud run jobs",
"gcp firestore native mode",
"gcp folder hierarchy",
"gcp gce preemptible vms",
"gcp gcs signed urls",
"gcp security command center",
"github actions aws oidc",
"gitlab ci gcp auth",
"gke autopilot clusters",
"gke hub config sync",
"grafana mimir",
"hipaa eligible services",
"iam policy conditions",
"istio canary releases",
"istio traffic mirroring",
"kafka event streaming",
"kinesis data streams",
"kms key rotation",
"kubernetes cluster autoscaler",
"lambda edge viewer request",
"linkerd tap cli",
"memcached replication group",
"multi region active active",
"nat gateway failover",
"new relic apm",
"opensearch kibana dashboards",
"opensearch serverless",
"pci dss aws",
"private subnet egress",
"prometheus cloudwatch exporter",
"pub sub schema registry",
"pulumi aws provider",
"redis elasticache cluster",
"rpo rto metrics",
"sentry error tracking",
"service mesh sidecar injection",
"splunk hec",
"tagging strategy aws",
"terraform modules registry",
"vpc endpoint policies"
]
},
"devsecops-engineer": {
"core": [
"sast semgrep codeql bandit",
"dast zap burp",
"sca trivy grype snyk dependabot",
"secret scanning gitleaks trufflehog",
"container image scan trivy clair",
"sbom syft cyclonedx spdx",
"sigstore cosign attestation",
"slsa supply chain framework",
"opa rego conftest policy as code",
"shift left security",
"vulnerability management cvss epss kev"
],
"adjacent": [
"incident response forensics",
"compliance automation",
"threat intelligence mitre att&ck",
"zero trust mtls service mesh"
],
"expanded": [
"12 factor app",
"api security",
"as code shift left",
"att&ck zero trust",
"attestation slsa",
"aws iam",
"aws saa certified",
"azure ad",
"azure devops",
"burp suite",
"calico typha",
"ci cd pipeline",
"cilium hubble",
"cis benchmarks",
"cka certified",
"cloud native",
"cmmc level 3",
"cncf certified",
"codeql bandit",
"compliance automation",
"conftest policy",
"container image scan",
"cvss epss",
"cwe sage",
"cyclonedx spdx",
"dast zap",
"dependabot github",
"devsecops framework",
"docker kubernetes",
"ebpf cilium",
"fedramp moderate",
"fluxcd kustomize",
"gcp iam",
"gitops argocd",
"google cloud",
"google workspace",
"grype snyk",
"incident response forensics",
"iso 27001 compliant",
"istio envoy",
"jira service desk",
"jwt json web",
"kev cve",
"kubeflow tfx",
"kubernetes dashboard",
"linkerd buoyant",
"microsoft 365",
"mitre att&ck v10",
"mtls mutual auth",
"mtls service mesh",
"network policy",
"newman postman",
"nist cybersecurity",
"nist sp 800",
"oauth 2.0",
"opa rego",
"openid connect",
"owasp top 10",
"pci dss v3",
"prometheus grafana",
"saml 2.0",
"sast semgrep",
"sbom syft",
"sca trivy",
"scim 2.0",
"secret scanning gitleaks",
"security vulnerability management",
"service mesh istio",
"sigstore cosign",
"skaffold ko",
"slack ms teams",
"spinnaker armada",
"supply chain framework",
"tekton pipeline",
"terraform aws",
"threat intelligence mitre",
"tokenization encryption",
"trivy clair",
"trufflehog twillio",
"x509 certificates"
]
},
"cloud-security": {
"core": [
"cspm prowler scoutsuite steampipe",
"cis benchmark aws azure gcp",
"iam audit access analyzer",
"least privilege",
"encryption at rest in transit kms",
"envelope encryption",
"key rotation",
"waf shield guardduty",
"compliance pci-dss hipaa soc2 fedramp gdpr iso27001",
"siem splunk elastic security qradar",
"cloud detection response cdr",
"incident response cloud trail"
],
"adjacent": [
"network security firewall nsg",
"application security owasp",
"threat detection lateral movement",
"data loss prevention dlp"
],
"expanded": [
"access analyzer",
"ansible",
"application security",
"aws lambda security",
"aws saa",
"aws secrets manager",
"aws well-architected framework",
"azure functions security",
"azure key vault",
"azure security center",
"azure security engineer associate",
"casb",
"cdr",
"cis benchmark",
"cka",
"cloud access security broker",
"cloud detection response",
"cloud security gateway",
"cloud security posture management",
"cloudformation",
"cloudtrail",
"compliance as code",
"container security",
"cspm",
"data loss prevention",
"dlp",
"docker security",
"elastic security",
"encryption at rest",
"encryption in transit",
"envelope encryption",
"extended detection response",
"fedramp",
"firewall",
"gcp cloud functions security",
"gcp professional cloud security engineer",
"gcp security command center",
"gdpr",
"google cloud secret manager",
"guardduty",
"hashicorp vault",
"hipaa",
"iam",
"incident response",
"infrastructure as code",
"iso 27001",
"iso 27017",
"iso 27018",
"key rotation",
"kms",
"kubernetes security",
"lateral movement",
"least privilege",
"managed detection response",
"mdr",
"mitre att&ck",
"network security",
"nist cybersecurity framework",
"nsg",
"owasp",
"pci-dss",
"prowler",
"qradar",
"sase",
"scoutsuite",
"secret management",
"secure access service edge",
"security orchestration automation response",
"serverless security",
"shield",
"siem",
"soar",
"soc2",
"splunk",
"steampipe",
"terraform",
"threat detection",
"waf",
"xdr",
"zero trust architecture"
]
},
"data-engineer": {
"core": [
"airflow dag",
"dagster prefect",
"spark pyspark",
"flink streaming",
"kafka connect schema registry",
"delta lake iceberg hudi",
"lakehouse",
"snowflake bigquery redshift",
"dbt model test snapshot",
"schema evolution avro protobuf",
"great expectations dbt-tests data quality",
"openlineage data lineage",
"cdc debezium"
],
"adjacent": [
"ml pipeline kubeflow tfx",
"observability for data datadog metaflow",
"cost optimization warehouse"
],
"expanded": [
"airflow dag design",
"apache beam pipeline",
"apache flink sql",
"apache spark sql",
"avro data serialization",
"aws cloudformation template",
"aws saa certification",
"azure resource manager",
"batch processing workflow",
"bigquery data analytics",
"cdc debezium integration",
"change data capture",
"cka certified kubernetes",
"cloud-native design pattern",
"containerization using docker",
"cost optimization strategy",
"dagster prefect workflow",
"data anonymization technique",
"data architecture framework",
"data architecture pattern",
"data catalog management",
"data cataloging standard",
"data certification standard",
"data discovery protocol",
"data discovery tool",
"data encryption algorithm",
"data engineering framework",
"data engineering methodology",
"data governance framework",
"data integration pattern",
"data lakehouse implementation",
"data lineage analysis",
"data loading strategy",
"data masking method",
"data pipeline monitoring",
"data quality assurance",
"data quality metric",
"data replication technique",
"data roadmap creation",
"data strategy development",
"data technology stack",
"data transformation workflow",
"data validation rule",
"data versioning system",
"data warehouse optimization",
"datadog monitoring tool",
"dbt model development",
"dbt test automation",
"dbt-tests data validation",
"delta lake storage",
"event-driven architecture pattern",
"flink streaming architecture",
"gcp cloud deployment manager",
"great expectations testing",
"hudi data lake",
"iceberg table format",
"iso 27001 compliance",
"java data engineering",
"kafka connect schema",
"kubeflow workflow management",
"kubernetes cluster management",
"lakehouse architecture pattern",
"metaflow workflow automation",
"microservices architecture style",
"ml pipeline development",
"openlineage data lineage",
"protobuf data format",
"python data engineering",
"real-time data processing",
"redshift data engineering",
"scala data engineering",
"schema evolution management",
"serverless computing model",
"snapshot testing strategy",
"snowflake data warehousing",
"spark pyspark optimization",
"stream processing architecture",
"terraform infrastructure provisioning",
"tfx pipeline orchestration",
"warehouse cost management"
]
},
"ml-engineer": {
"core": [
"pytorch lightning",
"huggingface transformers",
"lora qlora peft fine-tuning",
"unsloth axolotl",
"deepspeed fsdp accelerate",
"vllm tgi triton inference",
"model serving",
"mlflow weights and biases",
"feature store feast tecton",
"data version control dvc",
"rag retrieval augmented generation",
"vector database faiss chroma weaviate qdrant",
"embedding nomic bge instructor",
"reranker cross-encoder bge mxbai",
"evaluation lm-eval-harness",
"prompt engineering chain of thought"
],
"adjacent": [
"devops kubernetes",
"data engineering",
"statistics distribution",
"rlhf dpo orpo preference learning",
"agent framework langgraph crew autogen"
]
},
"database-engineer": {
"core": [
"postgresql tuning",
"mysql innodb",
"explain analyze query plan",
"btree gin gist hash index",
"partial index expression index",
"table partition list range hash",
"vacuum autovacuum bloat",
"replication streaming logical",
"connection pool pgbouncer",
"schema migration sqitch flyway alembic liquibase",
"online ddl pt-online-schema-change",
"backup pitr point-in-time recovery"
],
"adjacent": [
"redis caching pattern",
"timescaledb timeseries",
"clickhouse olap",
"graph neo4j",
"search elasticsearch opensearch"
]
},
"qa-engineer": {
"core": [
"test pyramid",
"unit test mock stub",
"integration test database",
"playwright cypress webdriver e2e",
"rest assured supertest api test",
"property based testing fast-check hypothesis",
"fuzzing afl libfuzzer",
"mutation testing pitest stryker",
"snapshot test storybook",
"contract testing pact",
"test factory fixture builder pattern",
"coverage line branch path"
],
"adjacent": [
"ci cd pipeline test stage",
"performance testing k6 jmeter",
"security testing zap",
"accessibility testing axe pa11y",
"visual regression chromatic"
]
},
"performance-engineer": {
"core": [
"profiling pprof py-spy async-profiler",
"load testing k6 locust gatling",
"stress testing",
"soak test",
"p50 p95 p99 latency",
"throughput rps",
"flame graph",
"n+1 query elimination",
"caching l1 l2 cdn",
"connection pool sizing",
"async io goroutine coroutine",
"memory profiling heap allocation",
"garbage collection tuning"
],
"adjacent": [
"observability tracing",
"database tuning",
"kernel ebpf bpftrace",
"network latency rtt"
]
},
"tech-writer": {
"core": [
"diataxis framework tutorial how-to reference explanation",
"openapi swagger redoc",
"api design google api guidelines",
"readme structure",
"adr template",
"runbook structure",
"code documentation jsdoc rustdoc",
"tutorial step by step",
"style guide google microsoft chicago"
],
"adjacent": [
"code reading comprehension",
"user research empathy",
"i18n internationalization",
"screencast tutorial recording"
]
},
"platform-engineer": {
"core": [
"internal developer platform idp",
"backstage developer portal",
"golden path opinionated workflow",
"service catalog",
"shared ci cd template",
"observability infrastructure",
"secrets distribution",
"feature flag platform",
"multi-tenancy"
],
"adjacent": [
"all sre devops topics",
"developer experience dx",
"documentation platform"
]
},
"ai-agent-engineer": {
"core": [
"react agent reasoning acting",
"tool calling function calling",
"mcp model context protocol",
"agent orchestration langgraph crew autogen",
"agentic workflow",
"multi agent collaboration",
"self critique reflexion",
"voyager skill library",
"memory episodic procedural",
"rag retrieval augmented",
"vector search embedding rerank",
"prompt engineering xml structured",
"constitutional ai safety"
],
"adjacent": [
"all backend topics",
"ml engineering fine-tuning",
"evaluation benchmark swe-bench",
"cost optimization token budget"
]
}
},
"cross_cutting_topics": [
"system design interview",
"high scalability",
"distributed system consensus raft paxos",
"consistency strong eventual causal",
"caching strategy ttl invalidation",
"rate limiting algorithm token bucket leaky",
"load balancer round robin least connection",
"circuit breaker hystrix resilience4j",
"12 factor app",
"twelve factor",
"domain language ubiquitous",
"code review checklist",
"git workflow gitflow trunk-based",
"semver conventional commits",
"testing best practice",
"logging structured json",
"tracing opentelemetry w3c",
"metrics red use sli",
"observability three pillars",
"incident severity sev1 sev2",
"blameless culture",
"engineering excellence dora metrics"
]
} |