Chris Baird's Articles
Practitioner-led articles on Martech, RevOps, SaaS growth systems, and AI in GTM. No fluff. No thought-leadership filler.
AllRevenue OperationsGTM Systems & ArchitecturePipeline & ForecastingAutomation & WorkflowsCRM Data ModellingDemand Engineering & Growth
GTM Systems & Architecture
Reverse ETL Deep-Dive: Why your CRM Needs to be a Product Database Mirror
Chris Baird·12 min readMay 15, 2026
Automation & WorkflowsAutomation Debt Audit: Identifying and Pruning Stale System Logic
Chris Baird·12 min readApril 18, 2026
Demand Engineering & GrowthThe 'Binge-Able' Content Funnel: Engineering Engagement for Demand
Chris Baird·11 min readApril 15, 2026
Automation & WorkflowsEvent-Based Triggering: Automating Outreach on Real-Time Intent Signals
Chris Baird·9 min readMarch 27, 2026
Automation & WorkflowsBuilding an Activation Score That Actually Predicts Retention
Chris Baird·11 min readMarch 27, 2026
Automation & WorkflowsAutomating the Renewal Lifecycle: Reducing Churn via Systemized Touches
Chris Baird·12 min readMarch 17, 2026
Revenue OperationsThe PLG-to-Sales Bridge: Architecting the PQL Lifecycle for Hybrid GTM
Chris Baird·12 min readJanuary 27, 2026
Demand Engineering & GrowthCommunity-Led Growth Architecture: Integrating Slack Signals into CRM
Chris Baird·12 min readJanuary 13, 2026
Pipeline & ForecastingThe 'Closed-Lost' Goldmine: Systematizing the Automation-Driven Win-Back
Chris Baird·12 min readJanuary 13, 2026
GTM Systems & ArchitectureBuilding a Real-Time Enrichment Engine: Multi-Vendor API Orchestration
Chris Baird·13 min readJanuary 13, 2026
Demand Engineering & GrowthCommunity-Led Growth Architecture: Integrating Slack Signals into CRM
Chris Baird·12 min readJanuary 6, 2026
Automation & WorkflowsAdvanced Lead Routing: Round-Robin vs. Load-Balanced vs. Territory-Based
Chris Baird·11 min readDecember 23, 2025
CRM Data ModellingPrevention at Source: Automated De-duplication and Validation Frameworks
Chris Baird·11 min readDecember 19, 2025