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Designs feature flag storage, targeting, safe defaults, auditability, and rollout observability for backend behavior.
Explains batching, tracking control, idempotency, validation, and operational safety for large EF Core imports.
Explains alert design based on user-impact symptoms, SLOs, burn rate, thresholds, and avoiding noisy cause-only alerts.
Explains useful message metadata for tracing, idempotency, ownership, versioning, and support diagnostics.
Designs tenant isolation across API, data, cache, background jobs, search, and admin access.
Designs an activity feed with event capture, fan-out strategy, pagination, privacy, and read performance.
Introduces API versions only for unavoidable breaks, with explicit routing, versioned documentation, migration support, telemetry, deprecation, and removal criteria.
Designs immutable audit records for sensitive administrative changes with useful before/after context and safe retention.
Explains how EF Core SaveChanges, transactions, and an outbox keep database changes and messages consistent.
Connects product success, layered evals, calibrated graders, release gates, guarded rollout, traces, monitoring, feedback, and incident learning.
Designs a checkout or order creation flow that survives client retries without duplicate orders, payments, or messages.
Makes POST retries return one durable business outcome by combining scoped keys, request identity, atomic ownership, response replay, and reconciliation.
Builds a race-safe upsert around database-enforced identity, explicit conflict semantics, retries, ordering, and side-effect boundaries.
Designs email, in-app, and push-style notification delivery with preferences, retries, and idempotent side effects.
Designs realistic load, stress, spike, and soak tests from workload assumptions and SLOs while correlating client results with server bottlenecks.
Builds a risk-based frontend test strategy across unit, component, integration, contract, and end-to-end boundaries.
Combines governed ingestion, authorized hybrid retrieval, reranking, grounded generation, citations, evaluation, observability, and fallback.
Designs an external partner API with authentication, versioning, rate limits, idempotency, documentation, and compatibility.
Designs synchronization with an external system using cursors, retries, idempotency, rate limits, and reconciliation.
Designs App Service slot releases so rollback, roll-forward, and targeted disablement remain evidence-based options.
Explains reset-token generation, hashing, expiration, generic responses, session revocation, and abuse controls.
Explains soft delete in EF Core APIs with practical .NET data-access examples and production trade-offs.
Designs a multi-service business workflow using local transactions, durable progress, idempotency, retries, and domain-specific compensation.
Designs a file workflow with metadata, durable storage, validation, access control, scanning, and safe downloads.