Total Skills
2
Author Profile: chrisVillanueva
Skills published by chrisVillanueva with real stars/downloads and source-aware metadata.
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Skills Performance
Comparison chart based on real stars and downloads signals from source data.
data-systems-trade-offs
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nonfunctional-requirements
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Published Skills
data-systems-trade-offs
[WHAT] Guides the agent through architectural trade-off analysis for data-intensive systems, covering operational vs analytical workloads, cloud vs self-hosted deployment, distributed vs single-node topology, and regulatory compliance constraints. [WHEN] Activate when the user is evaluating data system architecture, choosing between OLTP and OLAP, deciding on cloud vs on-prem, considering whether to distribute a system, or assessing data privacy and compliance requirements. [KEYWORDS] trade-offs, architecture, OLTP, OLAP, data warehouse, cloud-native, self-hosted, distributed systems, single-node, scalability, reliability, maintainability, GDPR, data compliance.
Repository SourceNeeds Review
nonfunctional-requirements
[WHAT] Guides the agent through trade-off analysis for data engineering systems using nonfunctional requirements: performance, reliability, scalability, and maintainability. Provides layered decision frameworks for system properties, pipeline design, and data operations. [WHEN] Activate when the user is defining SLOs/SLAs for data systems, evaluating pipeline latency vs throughput, choosing batch vs streaming, assessing fault tolerance strategies, planning capacity, or reasoning about ETL vs ELT, error handling, idempotency, or data quality trade-offs. [KEYWORDS] nonfunctional requirements, performance, reliability, scalability, maintainability, SLO, SLA, latency, throughput, percentiles, fault tolerance, batch, streaming, ETL, ELT, idempotency, data quality, observability, trade-off analysis, pipeline design.
Repository SourceNeeds Review