Michael Plunkett

Michael Plunkett

Director of Analytics · AI-Native Data Leader

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

About Me

I'm a Director of Analytics with 10+ years leading data, marketing analytics, and business intelligence — and 5 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.

My career has tracked the evolution of the analytics field itself: from GA360 implementations and Tableau reporting, through Snowflake data warehousing and BigQuery data lake architecture, to designing MCP (Model Context Protocol) servers that let Claude AI query live production databases in natural language. I use Claude Code and Cowork as core daily workflow tools.

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 the flagship credit card program to a new issuer — maintaining analytics continuity across both without a gap. In parallel, I modernized the team's underlying GCP infrastructure and built the agentic framework that positions the practice to operate at AI scale.

AI & Agentic Tools

Claude AIClaude CodeCoworkMCP ServersGeminiDataplex AIReplit

Analytics & Measurement

BigQueryGA4SnowflakeGoogle Tag ManagerLooker StudioAdobe AnalyticsGA360Tableau

Engineering & Cloud

SQLPythonGCPFirebaseCloud BuildCloud FunctionsCloud SchedulerSecret ManagerGCP ComposerPGP/SFTP AutomationETL PipelinesSailthru API

Marketing Tech & Strategy

Simon DataSailthruMarketoAppsFlyerGoogle AdsSEO/SEMASOPaid MediaEmail AttributionCohort Segmentation

The Analytics Evolution

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

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Phase 1Foundation
Sep 2022 – Mar 2023

Founded the SYW Analytics Jira project (SA-1) and established the team's operating model from day one. Led the full migration from Adobe Analytics to GA4 across SYW.com, the SYW MAX app, and the 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 that still powers behavioral email personalization today.

BigQueryGCP ComposerGA4GTMSailthru APIAdobe Analytics
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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 (AHM) as the analytics team's first formal partner business unit, building weekly Salesforce-to-BigQuery pipelines and executive reporting that has run consistently for 15+ sprint cycles.

SnowflakeLooker StudioAHM IntegrationSalesforce → BQ Pipelines
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Phase 3Dual Platform Transformation
Oct 2024 – Dec 2025

Led analytics for two simultaneous major initiatives: the flagship credit card migration to a new issuer, and the full 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 early card member onboarding.

Issuer Migration AnalyticsGTM Advanced TriggersMulti-Platform TrackingCohort Segmentation
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Phase 4AI-Native Operations
Jan 2026 – Present

Transformed the analytics practice into a fully AI-native operation. Deployed production MCP servers connecting Claude AI to live BigQuery and Snowflake — enabling the team to query production data in natural language. Simultaneously modernized the underlying GCP infrastructure: migrating legacy VM-based pipelines and managed Airflow to a serverless Cloud Functions + Cloud Build CI/CD model. Designed the 3-layer agentic framework (Directives → Orchestration → Execution) that positions the team to deploy intelligent agents at scale. Integrated AI-powered data cataloging for self-documenting infrastructure.

MCP ServersClaude CodeCloud BuildCloud FunctionsCloud SchedulerSecret ManagerDataplexCowork

What I've Built

Key initiatives from 4+ years at Shop Your Way

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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
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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
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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
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GCP Infrastructure Modernization

CI/CD Architecture · Agentic Platform Foundation

Led the architectural decision to migrate legacy VM-based pipelines and managed Airflow (GCP Composer) to a serverless Cloud Functions + Cloud Build CI/CD model. Identified and documented the deprecation risk of Cloud Source Repositories (sunset June 2024) and designed a phased migration ladder to GitHub + Cloud Build, enabling the team to scale without inheriting technical debt. Audited and re-homed all production pipeline jobs to Cloud Scheduler for observability and retry logic. Migrated credentials from hardcoded scripts to Secret Manager. Built the 3-layer agentic framework architecture — Directives, Orchestration, Execution — that serves as the operating model for AI agent deployment on top of the existing data infrastructure.

Cloud BuildCloud FunctionsCloud SchedulerSecret ManagerGCP ComposerCloud RunGitHubAgentic Architecture

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
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BBA, Advertising & Promotions

Western Michigan University

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

Get In Touch

Open to conversations about analytics leadership, AI-native data infrastructure, MCP architecture, or building measurement systems for complex platform transformations.

The best way to reach me is directly through LinkedIn. Feel free to send me a connection request or a direct message!

Connect on LinkedIn