Michael Plunkett

Michael Plunkett

Senior Analytics Leader · Data Strategy & AI Infrastructure

I build analytics infrastructure that evolves — from BigQuery data lakes and GA4 migrations to MCP servers that connect AI directly to live production data.

20+
Years of Experience
14
AI Milestones Delivered
3
MCP Servers Built
7M+
Loyalty Members Reached

About Me

I'm a Director of Analytics with 10+ years leading data, marketing analytics, and business intelligence — and 4+ years building the SYW Analytics practice at Transformco (Shop Your Way / Sears Home Services) from the ground up into one of the company's most technically advanced, AI-native analytics organizations.

I joined Shop Your Way at a pivotal moment: Sears retail stores were winding down and the business was repositioning SYW as a standalone modern loyalty platform. I led analytics for the SYW MAX app launch — a flagship move into digital-first member engagement — and built the measurement foundation that everything since has been built on. My career has mirrored the evolution of the field itself: from app analytics and Adobe migration, through BigQuery data lake architecture, to building MCP servers that let Claude AI query live production databases in natural language. I use Claude Code and Cowork as core daily workflow tools — not experiments.

At Transformco I've simultaneously led two of the company's most complex measurement challenges: the complete redesign of SYW.com and the migration of a flagship credit card program to a new issuer — maintaining analytics continuity across both without a gap. My team delivered 14 AI and data milestones in under 4 months, transforming how the analytics function operates at scale.

AI & Agentic Tools

Claude AIClaude CodeCoworkMCP ServersGeminiDataplex AIReplit

Analytics & Measurement

BigQueryGA4SnowflakeGoogle Tag ManagerLooker StudioAdobe AnalyticsGA360Tableau

Engineering & Cloud

SQLPythonGCPFirebaseGCP ComposerPGP/SFTP AutomationETL PipelinesSailthru API

Marketing Tech & Strategy

Simon DataSailthruMarketoAppsFlyerGoogle AdsSEO/SEMASOPaid MediaEmail AttributionCohort Segmentation

The Analytics Evolution

Five phases. Five compounding layers of capability. One team, built from scratch.

🌅
Phase 0Brand Pivot & App Launch
Jun 2021 – Aug 2022

Joined Shop Your Way at a pivotal inflection point — as Sears retail stores were winding down and the business was repositioning SYW as a standalone modern loyalty platform. Led analytics for the SYW MAX app launch, a flagship move to bring the brand into a new era of digital-first member engagement. Established the foundational measurement layer across web and app properties and built early reporting infrastructure as the team took shape.

SYW MAX AppAdobe AnalyticsApp AnalyticsMember MeasurementFirebase
🏗️
Phase 1Data Foundation
Sep 2022 – Mar 2023

Formalized the analytics practice with a structured team operating model and project tracking. Migrated from Adobe Analytics to GA4 across SYW.com, the SYW MAX app, and PYW app. Stood up GCP BigQuery as the team's analytics data warehouse with Composer-managed ETL. Architected the Sailthru purchase API integration and UTM auto-tracking framework still powering behavioral email personalization today.

BigQueryGCP ComposerGA4GTMSailthru APIAdobe → GA4 Migration
📊
Phase 2Scale & Card Analytics
Apr 2023 – Sep 2024

Scaled BigQuery reporting across SYW.com, app, and financial services data. Built member transaction dashboards segmenting Members vs. Card Members. Integrated Sears Home Services as the analytics team's first formal partner business unit — building weekly data pipelines that have run consistently for over two years.

SnowflakeLooker StudioSnowflake → BigQueryPartner Analytics
🔄
Phase 3Dual Platform Transformation
Oct 2024 – Dec 2025

Led analytics for two simultaneous major initiatives: a flagship credit card program migration to a new issuer, and a complete SYW.com redesign (Lovable.ai + Builder.io architecture). Architected GTM tagging strategy for the new site, designed UTM persistence across non-linear multi-platform user paths, and launched next-best-action attribution for new card member onboarding.

GTM Advanced TriggersMulti-Platform TrackingCohort SegmentationCard Analytics
🤖
Phase 4AI-Native Operations
Jan 2026 – Present

Built a production-grade AI analytics platform in under 4 months. Deployed 3 MCP servers connecting Claude AI to live BigQuery and Snowflake. Eliminated manual encrypted file workflows through end-to-end automation. Built operational dashboards for real-time program visibility and integrated AI-powered data cataloging for self-documenting infrastructure.

MCP ServersClaude CodeCoworkDataplexReplit

What Changed

110 days. 14 milestones. One AI-native analytics platform.

Before
After
Manual SQL queries for every data request
Ask questions in plain English via Claude AI
SFTP files required manual PGP handling
Zero-touch automated PGP encryption/decryption
Siloed data across disconnected systems
3 MCP connections unify all data sources
No AI capabilities in the analytics workflow
AI-native operations with Claude + Gemini
Days to generate cross-source insights
Instant insights from natural-language queries

What I've Built

Key initiatives from 4+ years at Shop Your Way

🏦

Credit Card Program Migration

Full Analytics Rebuild · Issuer Transition

Led the complete rebuild of measurement infrastructure for a flagship credit card program as it transitioned to a new issuer. Designed the GA4 acquisition funnel dataset tracking the full customer journey from web visit to card approval. Built cohort segmentation tables powering win-back and lifecycle targeting. Identified and escalated a critical data integrity issue in the application flow with documented query analysis. Replaced manual encrypted file delivery with zero-touch automation.

BigQueryGA4Cohort SegmentationData IntegrityFile AutomationAttribution
🌐

SYW.com Complete Redesign

GTM & GA4 Measurement Leadership

Partnered with engineering to maintain measurement continuity across a full site overhaul — from monolithic codebase to multi-platform architecture (Lovable.ai + Builder.io + SYW app webviews). Led GTM auditing and resolved tag-firing-too-early bugs with delayed triggers. Designed UTM persistence for non-linear user paths. Stood up waitlist GA4 tracking within 24 hours of launch.

GTMGA4UTM ArchitectureMulti-Platform TrackingAgency Attribution
🤖

AI-Native Analytics Platform

MCP Architecture · Enterprise AI Infrastructure

Among the earliest enterprise analytics practitioners to build a production MCP server stack. Designed 3 MCP connections giving Claude AI real-time, read-only access to live BigQuery and Snowflake — replacing manual query-paste-analyze cycles with natural-language agentic data access. Directed credential security migration from legacy service account JSON to trusted MCP connections. 14 milestones delivered in 110 days.

MCP ServersClaude AIClaude CodeCoworkBigQuerySnowflakeReplit
📈

Home Services Analytics Partnership

First Strategic Partner Integration

Established Sears Home Services as the analytics team's first formal partner business unit. Built weekly Snowflake-to-BigQuery marketing pipelines that have run consistently for over two years. Deployed two dedicated MCP connections (BigQuery + Snowflake) making it the first partner fully integrated into the AI analytics stack — enabling real-time cross-sell analytics without manual reporting. Leading dataset strategy for a predictive member engagement scoring model.

SnowflakeSnowflake → BigQueryMCPExecutive ReportingML Feature Prep

Career History

20 years across media, agencies, enterprise, and fintech

Jun 2021 – Present
Director of AnalyticsShop Your Way · Transformco

Built SYW Analytics from scratch → AI-native data platform

Mar 2019 – May 2021
VP, Digital Marketing ManagerNorthern Trust

KPI frameworks, reporting automation, Tableau standardization

Apr 2018 – Jan 2019
Director, Strategy & AnalyticsMerge World

Built Snowflake DW; supported $22M national media buy

Aug 2017 – Apr 2018
Director, AnalyticsLeo Burnett Group

SEO, media & creative analytics for major brand accounts

Aug 2014 – Aug 2017
Manager, AnalyticsLegacy.com

GA360 migration across 1,400 affiliates; 2x eComm growth via A/B testing

Earlier Agency & Media Experience

Nov 2013 – Jul 2014
Media SupervisorMaxus Global
Jun 2012 – Nov 2013
Associate Media DirectorNorton Agency
Apr 2010 – May 2012
Digital AnalystOmnicom Media Group
Nov 2006 – Jan 2009
Senior Media PlannerBurrell Communications
🎓

BBA, Advertising & Promotions

Western Michigan University

Google Analytics (GAIQ) · Google Tag Manager · DePaul CIMA · Python for Data Science

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