II.
LibraryProcess overview
Reference · livelib-process:data-engineering-analytics--ab-testing-pipeline
ab-testing-pipeline overview
A/B Testing Pipeline for Data Engineering - Build end-to-end A/B testing data pipeline with experiment tracking, randomization infrastructure, automated data collection, statistical analysis, guardrail metrics monitoring, and automated reporting capabilities.
Attributes
displayName
ab-testing-pipeline
description
A/B Testing Pipeline for Data Engineering - Build end-to-end A/B testing data pipeline with experiment
tracking, randomization infrastructure, automated data collection, statistical analysis, guardrail metrics monitoring,
and automated reporting capabilities.
libraryPath
library/specializations/data-engineering-analytics/ab-testing-pipeline.js
specialization
data-engineering-analytics
references
- - Microsoft Experimentation Platform: https://exp-platform.com/ - Optimizely Stats Engine: https://www.optimizely.com/insights/blog/stats-engine/ - Trustworthy Online Controlled Experiments: https://experimentguide.com/ - Netflix Experimentation: https://netflixtechblog.com/its-all-a-bout-testing-the-netflix-experimentation-platform-4e1ca458c15 - Airbnb Experiments at Scale: https://medium.com/airbnb-engineering/experiments-at-airbnb-e2db3abf39e7 - Uber's Experimentation Platform: https://eng.uber.com/experimentation-platform/
example
const result = await orchestrate('specializations/data-engineering-analytics/ab-testing-pipeline', {
projectName: 'Homepage Redesign A/B Test',
experimentName: 'hero-banner-optimization',
variants: [
{ name: 'control', description: 'Current hero banner' },
{ name: 'treatment-a', description: 'New hero banner with CTA' },
{ name: 'treatment-b', description: 'Video hero banner' }
],
targetMetric: 'conversion_rate',
sampleSize: 50000,
duration: 14
});
usesAgents
- general-purpose
Outgoing edges
lib_applies_to_domain1
- domain:data-engineering·DomainData Engineering
lib_belongs_to_specialization1
- specialization:data-engineering-analytics·Specialization
lib_implements_workflow1
- workflow:schema-migration·WorkflowSchema Migration
Incoming edges
None.