II.
SkillArea JSON
Structured · liveskill-area:rate-limiting
Rate Limiting json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:rate-limiting",
"_kind": "SkillArea",
"_file": "domain/skill-areas/rate-limiting.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Rate Limiting",
"description": "Rate limiting strategies: token bucket, leaky bucket, fixed and\nsliding windows, distributed limiters backed by Redis, per-tenant\nquotas, and graceful 429 response patterns with Retry-After.\n",
"domains": [
"topic:rate-limiting",
"domain:web-development"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:rate-limiting",
"to": "topic:rate-limiting",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
}
],
"incomingEdges": [
{
"from": "skill-area:API-rate-limiting-design",
"to": "skill-area:rate-limiting",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:backend-api-design",
"to": "skill-area:rate-limiting",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "stack-part:api-gateway",
"to": "skill-area:rate-limiting",
"kind": "stack_part_used_by",
"attributes": {}
},
{
"from": "stack-profile:rate-limiting-api-throttle",
"to": "skill-area:rate-limiting",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:slack-discord-bot",
"to": "skill-area:rate-limiting",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:webhook-relay-proxy",
"to": "skill-area:rate-limiting",
"kind": "requires_skill_area"
},
{
"from": "lib-skill:sdk-platform-development--rate-limiter-designer",
"to": "skill-area:rate-limiting",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "role:trading-systems-engineer",
"to": "skill-area:rate-limiting",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:backend-engineer",
"to": "skill-area:rate-limiting",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "workflow:execution-algorithm-optimization",
"to": "skill-area:rate-limiting",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:market-making-parameter-tuning",
"to": "skill-area:rate-limiting",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:api-design-review",
"to": "skill-area:rate-limiting",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:mcp-server-certification",
"to": "skill-area:rate-limiting",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:api-gateway-migration",
"to": "skill-area:rate-limiting",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:api-rate-limiting-tuning",
"to": "skill-area:rate-limiting",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:load-balancer-config-review",
"to": "skill-area:rate-limiting",
"kind": "requires_skill_area",
"attributes": {}
}
]
}