Caliper 2.0

GTM decision velocity platform — CRM alignment, medallion architecture, and near-real-time reporting workflows.

Medallion ArchitectureCRM DataETL PipelinesPower BIDecision VelocityAutomation

Context

Caliper 2.0 began as dashboard restoration — then quickly became a data + decision velocity rebuild.

The real objective was reducing reporting turnaround time from hours to near-real-time via automation and standardized pipelines.

It includes CRM alignment logic (contact/company mapping), repeatable ingestion, and durable intermediate layers.

The core insight: data is not reporting — data is operational infrastructure for decision-making.

I started thinking about GTM data the same way I think about incident data: as a system that needs reliability guarantees.

The result is a platform posture, not a dashboard posture.

Problem

  • Reporting turnaround measured in hours, not minutes.
  • CRM data was fragmented, unmapped, and unreliable for decision-making.
  • Manual processes created bottlenecks at every stage of the GTM pipeline.

What I Built

  • Medallion architecture (Bronze → Silver → Gold layers) for data reliability.
  • CRM alignment engine — contact/company mapping and deduplication.
  • Automated ETL pipelines with standardized ingestion patterns.
  • Near-real-time Power BI reporting layer.

Guardrails & Constraints

  • Data quality gates at each medallion layer transition.
  • Idempotent ingestion to prevent duplication.
  • SLA-driven pipeline monitoring.

What It Enables

  • Faster GTM decisions through unified, trusted data layers.
  • Less manual reporting, more time on insights and actions.
  • A foundation to attach AI insights and routing logic on top.

What's Next

  • AI-powered anomaly detection on pipeline metrics.
  • Predictive lead scoring using enriched CRM data.
  • Self-service analytics for GTM teams.

Work With Me

If you're building agentic systems under real constraints, I can help. I focus on architecture reviews, guardrail design, cost & latency engineering, and workflow-native AI integration.