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Operations, strategy, finance, sales, support, management, and planning
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Showing 14,017–14,040 of 35,322 skills
- Pii Lifecycle DesignerDesign the end-to-end lifecycle for personal data across the WHOLE estate — PII inventory and classification mapped to every store it lands in (operational tables, analytics, logs, caches, search indexes, vector stores, backups, third-party processors), minimization at collection (purpose stated per field), retention schedules per class with enforcement mechanics, deletion/erasure design that PROPAGATES to derived copies and states the backup policy honestly, anonymization vs pseudonymization...Votes: 0GitHub stars: 4
- Performance Test HarnessDesign the harness that MEASURES performance as release evidence — what to measure per surface (endpoint percentiles, query timings, frontend metrics on a device class, job durations), an environment contract (prod-like data volume and tenant shape, pinned hardware, declared cache state), repeat-run baselines and noise bands, thresholds CONSUMED from latency-budget-architect and slo-reliability-architect (the harness asserts numbers others set), CI tiers (PR smoke, nightly full, pre-release) ...Votes: 0GitHub stars: 4
- Pagination Cursor DesignerDesign pagination for list endpoints and UIs: choose cursor/keyset or offset with drift and deep-page costs stated, define a versioned integrity-protected cursor holding sort keys, direction and sort/filter fingerprint, require deterministic ordering and a concurrency stability policy, set page-size bounds and honest end signaling, and apply tenant/permission scope server-side from trusted context on every page. Encoded cursor keys are decodable; encrypt if confidential. Choose load-more, num...Votes: 0GitHub stars: 4
- Operational Vs Analytical SplitterDecide which workloads must leave the operational (transactional) store and how — classify queries by shape (OLTP point reads/writes vs OLAP scans/aggregations), find what is actually hurting the transactional path (long scans, lock pressure, dashboard fan-out, export jobs), choose the offload mechanism per workload (read replica, CDC into a warehouse/lake, materialized/pre-aggregated views, or a cache) against each consumer''s stated freshness tolerance, and produce the split boundary with a...Votes: 0GitHub stars: 4
- Offline First Sync ArchitectDesign the client offline data layer for a multi-tenant SaaS: durable write queue, optimistic projection with rejection handling that preserves conflicted unsynced edits, explicit conflict detection and resolution, local persistence, background sync, and integrity-checked reconciliation. Produces the sync-engine design, conflict policy, local-store and queue schema, and reconciliation contract. Use for offline/flaky-network behavior, reconnect conflicts, or lost/duplicated optimistic writes. ...Votes: 0GitHub stars: 4
- Notification Webhook Ux DesignerDesign the human-facing UX around outbound notifications and webhooks. For END USERS — the notification model across channels (in-app, email, push), per-category preferences, digest-vs-realtime batching for noise control, read/unread state, quiet hours, and opt-out that truly stops the messages (security/transactional still send). For DEVELOPER integrators of your webhooks — the management surface: register/edit endpoints, pick event types, a delivery log with payloads + status, test-send, re...Votes: 0GitHub stars: 4
- N Plus One DetectorMANUAL-ONLY; never auto-invoke. Detect and design out chatty data-access patterns — the N+1 (one query per row), repeated identical queries in one request, serial awaited calls in loops, and over-fetching. Detection is evidence-first: per-request query counts and logs, ORM instrumentation, static cues (lazy relation touched inside iteration); the fix is pattern-matched — eager/preload, batched IN-key or dataloader-style loads memoized per request scope, joins or denormalization with prices st...Votes: 0GitHub stars: 4
- Multi Tenant Data ArchitectDesign the tenant-scoped data layer — choose a scoping strategy per store, define server-validated tenant-context propagation from request to query, map ownership and shared data, plan tenant indexing and migration with verification and rollback, and output an isolation test matrix. A client tenant selector may be used for an authorized multi-tenant principal only after server-side membership validation; data queries use the resulting trusted context. Use when designing multi-tenant storage, ...Votes: 0GitHub stars: 4
- Load Test PlannerPlan the load that makes performance testing mean something — a workload model from production evidence (endpoint mix, write share, arrival patterns, think times), a tenant mix (many-small plus few-whale tenants; the noisy-neighbor scenario where one tenant''s burst must not degrade the rest, judged per-tenant, not aggregate), data volumes seeded to production shape and skew, test types chosen by the question (load-at-target, stress-to-break, soak, spike), ramp profiles with abort criteria, a...Votes: 0GitHub stars: 4
- Latency Budget ArchitectDecompose an end-to-end latency target into per-hop engineering budgets — map the path (edge → gateway → services → stores → third parties), allocate milliseconds per hop including overhead (serialization, queue wait, connection setup, retries), and do tail math with explicit dependence assumptions. Under independent branch tails, fan-out exposure is 1-(0.99)^N; correlated tails require measured or bounded joint behavior. Derive timeouts and retries from budgets, keep explicit headroom, and d...Votes: 0GitHub stars: 4
- Iso 42001 Aims ArchitectDesign ISO/IEC 42001:2023 certification readiness — the AI management system (AIMS) under clauses 4–10, AI risk assessment and treatment, AI system impact assessment, and Annex A control-objective selection. Verify details against licensed text; public Annex A counts conflict. Shipped Phase 1.5 guidance and ai-governance-risk-reviewer provide design routes through compliance-control-foundation, while organizational controls and evidence require separate verification. Composes statement-of-app...Votes: 0GitHub stars: 4
- Iso 27001 Isms ArchitectDesign ISO/IEC 27001:2022 certification readiness — the ISMS under clauses 4–10 and Annex A selection across organizational, people, physical, and technological themes. Include the Amd 1:2024 climate-relevance check, risk treatment and Statement of Applicability, internal audit, management review, and documented information. Verify details against licensed text. Shipped skills provide control design routes via compliance-control-foundation; organizational implementation and evidence require s...Votes: 0GitHub stars: 4
- Intra Tenant Scope ArchitectDesign a second mandatory data-scoping axis BELOW the tenant (location / site / region / org-unit / business-unit) for a multi-tenant SaaS — the per-user scope-grant model, the composite row-filter predicate on every scoped table (tenant_id AND scope), which roles are scope-restricted vs tenant-wide, server-derived propagation through app and edge layers, and the migration to add the axis to a live per-tenant schema. Presupposes the tenant boundary; this is a sub-tenant dimension inside ONE t...Votes: 0GitHub stars: 4
- Horizontal Scalability ReviewerReview whether a system can scale OUT (add nodes) rather than only up — a can-it-scale-horizontally lens: statelessness / session and in-memory-state externalization, connection pooling and connection-count ceilings, sticky-session and in-process-singleton / local-cache / local-cron / local-filesystem smells, autoscaling + load-balancer + health-check config, and graceful shutdown/draining so scale-in does not drop work. Produces a scale-out readiness verdict with component/file findings rank...Votes: 0GitHub stars: 4
- File Upload Storage ArchitectDesign file/object storage and upload flows for a multi-tenant SaaS — direct-to-storage vs proxied upload, short-lived signed URLs scoped to one object + verb + expiry, tenancy by bucket/path-prefix, size/type/CONTENT validation (magic-byte, not just extension), malware scanning, image/derivative processing off the request path, retention/lifecycle, CDN + cache-control, and storage-cost posture. Produces the upload-flow design, the storage-tenancy + signed-URL contract, the validation/scan pi...Votes: 0GitHub stars: 4
- Feature Flag Rollout StrategistDesign the ROLLOUT STRATEGY for a change behind a flag — classify the flag by purpose (release, ops/kill-switch, experiment, permission — release flags stay separate from permanent entitlements), plan progressive delivery (internal → canary/% → cohorts → GA), define sticky targeting, set guardrail metrics with auto-rollback criteria and a pre-ramp kill-switch test gate, choose the fail-safe default when the flag service is down, and manage the lifecycle so release flags are removed after GA (...Votes: 0GitHub stars: 4
- Error Taxonomy DesignerDesign the error model for an API or product surface — a finite, stable taxonomy of error categories with machine-readable codes, an error envelope (code, human message, field-level details, correlation id, retryable flag), an honest client-fault vs server-fault vs retryable split, actionable messages that say what to DO, ONE mapping boundary where exceptions become taxonomy errors, and a disclosure rule that keeps stack traces, internal identifiers, and PII out of what the caller sees. Owns ...Votes: 0GitHub stars: 4
- Domain ModelerModel the business domain before any implementation — extract ubiquitous language, actors, workflows, subdomains, bounded contexts, entities, value objects, aggregates, domain services, domain events, and context relationships from requirements, docs, and existing code. Use when starting a new feature or system from prose requirements, when no domain model exists, when naming or entity confusion keeps causing rework, or when asked to map business concepts. Ends at a hard "do not code yet" gat...Votes: 0GitHub stars: 4
- Data Quality Monitor DesignerDesign data-quality monitoring for production pipelines and stores — checks across the six dimensions (freshness, completeness/volume, uniqueness, validity, consistency/referential integrity, distribution drift), placed at the right pipeline stage (ingest, transform, serving), each with severity, an owner, and a failure action (block, quarantine to a reviewable location, or alert-and-pass — never silent auto-fix), plus per-dataset quality SLAs and incident routing. Produces the monitor spec a...Votes: 0GitHub stars: 4
- Data Migration Runbook AuthorAuthor the operator-executable runbook for a DATA move or schema-migration deploy (backfill, re-shard, store cutover, tenant move, CDC initial load, or applying reviewed DDL to a named environment) that a stranger can run under pressure: target confirmed by a read-only fingerprint before any write, preconditions gated on verified backups and dry-run evidence, batching with throttles and pause/resume, per-step verification queries and post-apply smoke checks with expected output, abort criteri...Votes: 0GitHub stars: 4
- Cross Team Dependency NegotiatorIdentify, negotiate, and track the cross-team dependencies an effort needs — map what you need from other teams AND what they need from you, surface each dependency EARLY (before it's a blocker), negotiate a CONCRETE commitment (specific deliverable, interface/contract, date, owner on both sides) rather than a vague "we'll help", de-risk it (fallbacks if it slips, decoupling via a stubbed interface, parallel paths), account for the reality that other teams have their own priorities (align inc...Votes: 0GitHub stars: 4
- Compliance Gap AuditorRun ONE parameterized compliance gap audit — current state vs the chosen framework(s): ISO 27001:2022, ISO 42001:2023, SOC 2 (TSC), optionally a NIST AI RMF profile — never a per-framework fork. Consumes the compliance-control-foundation catalog, multi-framework-crosswalk rows, the SoA, and compliance-evidence-collector coverage; verdicts per requirement: MET / PARTIAL / GAP / UNVERIFIABLE from cited evidence — missing evidence is never MET (agent-governance-audit discipline, org-wide). Outpu...Votes: 0GitHub stars: 4
- Compliance Evidence CollectorDesign the operating-effectiveness evidence program SOC 2 Type 2 demands and ISO surveillance audits reuse — evidence OVER TIME, not point-in-time. Per control (from compliance-control-foundation): evidence type, cadence matched to control operating frequency, population for auditor sampling, named collector, retention, and audit-window coverage with a hole map. Formalizes the Phase 5 evidence pack (screenshot-evidence-planner, manual-test-case-creator), audit-log-architect trails, and agent-...Votes: 0GitHub stars: 4
- Chat Backlog ReconciliationOn a cadence, extract decisions, bugs, and backlog items that exist only in ephemeral AI-chat history into dated repo docs, then AUDIT every item against PR/source evidence — classified completed / partial / active / not-active / unknown with citations; a chat "done" caps at unknown until repo evidence upgrades it. Enforces the standing rule: do not rely on stale chat history — tracked repo docs are the working record. Produces the dated extraction doc, the per-item audit table, and survivors...Votes: 0GitHub stars: 4