Design and implement data lineage tracking across a data pipeline. Covers lineage capture strategies, metadata graphs, column-level lineage, impact analysis, and integration with dbt, Airflow, and OpenLineage.
原文语言:英语
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Design and implement data lineage tracking across a data pipeline. Covers lineage capture strategies, metadata graphs, column-level lineage, impact analysis, and integration with dbt, Airflow, and OpenLineage.
原文语言:英语
Design and execute safe database migrations with zero downtime, rollback plans, and data validation. Outputs migration scripts, expand-contract patterns, backfill strategies, and cutover runbooks.
原文语言:英语
Design database and data lake partitioning strategies for scale, performance, and cost optimization. Outputs partitioning schemes, partition pruning patterns, maintenance procedures, and query optimization.
原文语言:英语
Design data retention policies covering deletion schedules, archival tiers, compliance requirements, and right-to-erasure workflows. Outputs retention schedules, automated deletion jobs, anonymization strategies, and audit trails.
原文语言:英语
Design and implement production-ready ETL/ELT pipelines for data warehousing and analytics. Covers extraction strategies, transformation logic, incremental loading, data quality, orchestration, schema evolution, and monitoring.
原文语言:英语
Design and implement a feature store for ML — centralized feature computation, storage, serving, and reuse across models. Outputs online/offline store architecture, feature pipelines, point-in-time joins, and serving API.
原文语言:英语
Fine-tune a pre-trained language model for a specific task. Covers dataset preparation, LoRA/QLoRA techniques, training configuration, evaluation, merging, and deployment of fine-tuned models.
原文语言:英语
Operationalize LLM-powered applications in production — covering prompt versioning, evaluation pipelines, cost tracking, latency monitoring, hallucination detection, and safe rollout of model upgrades.
原文语言:英语
Generate synthetic datasets for ML training, testing, and privacy-preserving data sharing. Outputs statistical generators, GAN-based synthesis, differential privacy techniques, and validation pipelines.
原文语言:英语
Design and implement a vector database for semantic search, RAG, and similarity lookups. Covers embedding strategy, index selection, query patterns, metadata filtering, and performance tuning.
原文语言:英语
Execute a structured security incident response from detection through post-incident review. Covers the PICERL lifecycle, severity classification, containment playbooks, evidence preservation, communication templates, and blameless post-mortems.
原文语言:英语
Plan a penetration test engagement for a web application, API, or infrastructure target. Produces scope definition, test methodology, rules of engagement, finding classification, and remediation SLAs.
原文语言:英语
Configure HTTP security headers to protect against XSS, clickjacking, MIME sniffing, and other browser-based attacks. Outputs CSP policies, HSTS, X-Frame-Options, and scanning/testing configuration.
原文语言:英语
Secure the software supply chain against dependency attacks, compromised pipelines, and malicious packages. Covers SBOM generation, dependency pinning, artifact signing, SLSA framework, secret scanning, and private registry configuration.
原文语言:英语
Design and implement zero-trust network architecture — never trust, always verify. Outputs identity-aware proxy config, mTLS policies, device trust enforcement, micro-segmentation rules, and continuous verification pipelines.
原文语言:英语
Design an API versioning strategy for a REST or GraphQL API. Covers version negotiation, deprecation lifecycle, migration guides, and backward compatibility rules.
原文语言:英语
Design a Change Data Capture (CDC) pipeline to stream database changes to downstream consumers. Outputs connector config, schema design, consumer patterns, ordering guarantees, and failure handling.
原文语言:英语
Implement Command Query Responsibility Segregation separating read and write models. Outputs command handlers, query handlers, read model synchronization, and eventual consistency patterns.
原文语言:英语
Design a horizontal database sharding strategy to scale beyond the limits of a single database node. Covers shard key selection, sharding strategies, cross-shard queries, rebalancing, and operational challenges.
原文语言:英语
Design load balancing architecture — algorithms, health checking, session affinity, layer 4 vs layer 7, geographic distribution, and failover strategies for high-availability services.
原文语言:英语
Design multi-tenant SaaS architecture with tenant isolation, data partitioning, resource quotas, and tenant-aware observability. Outputs isolation patterns, row-level security, schema provisioning, and quota enforcement.
原文语言:英语
Design distributed transactions using the Saga pattern to maintain data consistency across microservices without two-phase commit. Covers choreography vs orchestration, compensating transactions, failure handling, and implementation examples.
原文语言:英语
Use mutation testing to measure and improve the quality of a test suite. Covers mutation operators, interpreting mutation scores, fixing weak tests, and integrating mutation testing into CI with Stryker, PIT, or mutmut.
原文语言:英语
Design and implement a test data strategy that provides consistent, realistic, and isolated data for all test levels. Covers factories, fixtures, seeding, anonymisation, synthetic data, and database-per-test patterns.
原文语言:英语
Apply Test-Driven Development (TDD) to design and build production code. Outputs test suites, refactored implementations, and coverage strategies using the Red-Green-Refactor cycle.
原文语言:英语
Design an event-driven API strategy choosing between webhooks, Server-Sent Events, WebSockets, and polling. Covers delivery guarantees, retry logic, security, fan-out patterns, and tool selection.
原文语言:英语
Design and document REST APIs using the OpenAPI 3.1 specification — schemas, security definitions, response codes, examples, and SDK generation. Outputs complete OpenAPI specs, documentation, and validation tooling.
原文语言:英语
Design a statistically valid A/B test for a product feature or change. Produces a test plan with hypothesis, metrics, sample size calculation, risk assessment, and analysis plan.
原文语言:英语
Conduct a structured competitive analysis of a product or feature set. Produces a comparison matrix, positioning gaps, competitive strengths and weaknesses, and strategic recommendations.
原文语言:英语
Write a structured decision document (RFC, ADR, or decision memo) that captures context, options considered, tradeoffs, and rationale. Produces durable, searchable records of why key decisions were made.
原文语言:英语
Systematically analyze product feedback from multiple sources — support tickets, NPS responses, app reviews, user interviews, sales calls — into prioritized themes with evidence, signal strength ratings, and product action recommendations.
原文语言:英语
Plan and execute a product go-to-market strategy covering ICP definition, channel selection, messaging, launch sequencing, and success metrics. Covers PLG, sales-led, and hybrid motions.
原文语言:英语
Generate a comprehensive product launch checklist covering engineering, design, marketing, legal, support, and analytics readiness. Outputs a trackable launch plan with owners, dependencies, and go/no-go criteria.
原文语言:英语
Estimate the size of a market using top-down and bottom-up methods. Produces a TAM/SAM/SOM analysis with assumptions documented, sensitivity analysis, and business implications for go-to-market strategy.
原文语言:英语
Prepare for a product management meeting, including stakeholder alignment meetings, roadmap reviews, planning sessions, or executive updates. Produces an agenda, pre-read materials, and a facilitation guide.
原文语言:英语
Analyze a product or business metric, diagnose root causes, and produce a structured investigation report with hypotheses, supporting data, and recommended actions.
原文语言:英语
Write clear, measurable OKRs for product teams — objectives that inspire, key results that measure outcomes, and initiative mapping that connects work to results. Outputs draft OKRs with grading rubrics, check-in templates, and failure pattern analysis.
原文语言:英语
Create evidence-based user personas grounded in research — not fictional archetypes. Outputs persona profiles with jobs-to-be-done, behavioral patterns, pain points, workflow context, and product decision implications.
原文语言:英语
Write a complete Product Requirements Document from a feature idea or problem statement. Produces a structured PRD with goals, user stories, acceptance criteria, edge cases, and success metrics.
原文语言:英语
Design a product pricing strategy covering model selection, tier structure, value metric identification, packaging, and pricing research. Covers freemium, usage-based, per-seat, and enterprise packaging with worked examples.
原文语言:英语