Performance optimization for Qlik Sense: three-metric framework (Base RAM, Peak RAM, Reload Time), key encoding hierarchy, QVD optimized load rules, expression performance (If vs set analysis, Aggr caution, master items for caching), memory choreography, and…
Complete QA checklist used by the qa-reviewer agent for validating Qlik development artifacts. Covers data model integrity, naming convention compliance, script quality, expression correctness, security gaps, cross-artifact consistency, blocked dependency…
Section access patterns, row-level security, data reduction, OMIT field usage, hybrid security models, and Cloud vs. client-managed security differences. Use when designing or reviewing security configurations.
Initialize a new Qlik project with standard directory structure, input subdirectories, artifact phases, and dependency tracking template.
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…
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…
Capability registry for the Qlik Cloud MCP server. Maps MCP tools to pipeline phases, provides MCP detection patterns, documents behavioral gotchas not covered by tool definitions, and defines multi-step workflows for expression validation, reference app…
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…