算法艺术创作
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deployment-strategist【设计与创意】Guides deployment and release strategy—choosing rollout patterns (rolling, blue-green, canary, feature flags), environment topology, promotion paths, blast-radius control, rollback design, change windows, and cross-team rollout plans for web, API, data, and ML workloads. Use when planning a production release, comparing deployment approaches, writing…
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devopsinfrastructure-engineerdevsecopstechnical-program-managersenior-system-architecture| Need | Skill |
|---|---|
| Pipeline implementation, GitOps, on-call | devops |
| Cloud networking, K8s clusters, IaC | infrastructure-engineer |
| Release gates, canary metrics for AI products | ai-lead-ops |
| Secure pipeline and supply chain | devsecops |
| App feature design and migrations in code | senior-fullstack-developer |
| Cross-team milestones, RAID, launch council | technical-program-manager |
| Architecture review before major migration | senior-system-architecture |
| Launch and customer messaging | communication-lead |
| K8s deploy execution and cluster ops | cluster-deployment-engineer |
Decision inputs:
| Factor | Question |
|---|---|
| Blast radius | How many users affected if deploy fails? |
| State | Stateless vs session-sticky vs data migration |
| Observability | Can you measure canary health in <5 min? |
| Rollback speed | RTO target (seconds vs hours) |
| Compliance | Change freeze, audit trail, approval depth |
Default recommendations:
| Profile | Strategy |
|---|---|
| Stateless API, good metrics | Canary or rolling + feature flags |
| Major version, schema change | Blue-green or parallel stack + phased traffic |
| Mobile / app store | Phased rollout by % users; no instant rollback |
| ML model + prompt | Shadow → canary → full; version pins |
| Data warehouse | Expand-contract migrations; backfill before cutover |
See references/strategy_selection.md for decision tree and trade-off matrix.
Produce a plan containing:
See references/rollout_planning.md for template and stakeholder RACI.
See references/environments_promotion.md for topology patterns and config rules.
Expand-contract pattern for schema:
Never drop columns or rename in same release as code depends on new shape without dual-write.
See references/strategy_selection.md for coupled release patterns.
| Rollback type | When |
|---|---|
| Fast | Redeploy previous artifact digest; flip traffic |
| Config | Revert feature flag or config map |
| Data | Restore backup / run down migration (slow, risky) |
Define rollback triggers before deploy: error rate, SLO burn, failed smoke, manual abort.
See references/rollback_recovery.md for playbooks and drill cadence.
See references/risk_compliance.md for tier definitions and evidence list.
references/strategy_selection.mdreferences/rollout_planning.mdreferences/environments_promotion.mdreferences/rollback_recovery.mdreferences/risk_compliance.md