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When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "conversion experiment," "statistical significance," or "test this." For tracking implementation, see analytics-tracking.

Set up, audit, and debug analytics tracking implementation — GA4, Google Tag Manager, event taxonomy, conversion tracking, and data quality. Use when building a tracking plan from scratch, auditing existing analytics for gaps or errors, debugging missing events, or setting up GTM. Trigger keywords: GA4 setup, Google Tag Manager, GTM, event tracking, analytics implementation, conversion tracking, tracking plan, event taxonomy, custom dimensions, UTM tracking, analytics audit, missing events, t...

Production-grade campaign performance analysis with multi-touch attribution modeling, funnel conversion analysis, and ROI calculation across channels.

ClickHouse database patterns: columnar query optimization, MergeTree engine selection, materialized views, data ingestion pipelines, partition strategies, and high-performance analytical workload design.

Implements product analytics covering event taxonomy design, funnel analysis, cohort retention, feature adoption tracking, and activation metrics.

End-to-end social media management including content calendars, platform-specific formatting, hashtag strategy, engagement analytics, and posting schedules.

X/Twitter API integration: posting tweets and threads, reading timelines, search endpoints, analytics retrieval, OAuth 1.0a and 2.0 auth patterns, rate limit handling, and platform-native content formatting.

Columnar optimization, MergeTree, materialized views