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Memory optimization, script load optimization, expression calculation optimization, calculation conditions, data reduction techniques, and profiling/diagnostic approaches for Qlik Sense. Load when optimizing or reviewing performance-sensitive artifacts.
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SOC 職業分類に基づく
Post-load data quality validation patterns for Qlik development. Provides query templates for null rate analysis, referential integrity checks, value distribution analysis, row count validation, orphaned record detection, sparse field identification, and duplicate detection. Usable by the qa-reviewer when MCP or post-load data access is available. Also provides patterns for embedding validation checks directly into load scripts. Load when performing data quality validation or writing diagnostic scripts.
Captures existing platform patterns for brownfield Qlik projects. Provides structured templates for documenting existing app inventory, shared subroutine catalogs, naming convention maps, data connection standards, QVD storage conventions, and organizational coding standards. Used by requirements-analyst during Phase 0 context ingestion and by script-developer during Phase 4 for platform compatibility. Load when ingesting platform context or writing scripts that must integrate with existing platform conventions.
Star schema patterns, key resolution strategies, synthetic key prevention, QVD layer design, multi-app architecture patterns, source architecture consumption strategies, and associative engine behavior for Qlik Sense data modeling. Load when designing or reviewing data models.
Deployment procedures for Qlik Sense Cloud and client-managed environments. Covers app import, data connection setup, task scheduling, security configuration, and environment-specific considerations. Invoke manually with /qlik-deploy when preparing deployment artifacts or runbooks.
Set analysis syntax and patterns, aggregation functions, TOTAL qualifier usage, Aggr() patterns, conditional expressions, null handling in expressions, dollar-sign expansion, expression performance optimization, and common anti-patterns for Qlik Sense expression development. Load when writing or reviewing Qlik expressions.
Script syntax reference, QVD optimization, incremental load patterns (insert-only, insert/update, insert/update/delete, dual-timestamp for SCD2), master calendar generation, variable definitions, error handling, logging patterns, null handling patterns, diagnostic and validation patterns, subroutine integration, and platform gotchas (SET vs LET, dollar-sign expansion timing, SET variable comma limitation). Load when writing or reviewing Qlik load scripts.
| name | qlik-performance |
| description | Memory optimization, script load optimization, expression calculation optimization, calculation conditions, data reduction techniques, and profiling/diagnostic approaches for Qlik Sense. Load when optimizing or reviewing performance-sensitive artifacts. |
