Muck Rack Data Modernization

Factored helped Muck Rack modernize its data platform 10× faster with 100% data parity and zero production downtime.

Summary

Muck Rack, a leading enterprise PR and communications platform, partnered with Factored to modernize its core data infrastructure and account security. Facing complex data pipelines, the engineering team deployed Claude Code and the Model Context Protocol (MCP) to execute a dual-track data platform modernization and GitOps governance program.
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The Challenge

To support rapid growth and enterprise reliability, media-intelligence leader Muck Rack needed to modernize its data architecture by migrating legacy analytics pipelines to dbt and Dagster while bringing Snowflake permissions under Git-backed Terraform management.
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The Solution

Muck Rack deployed Claude Code and the Model Context Protocol (MCP) to refactor legacy Snowflake tasks into dbt/Dagster models and codify active account privileges into Terraform—transitioning access management into a proactive GitOps model without workflow disruption.
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Key Outcomes

10x Migration Velocity

Refactored 43 legacy tasks into 46 modular dbt models in weeks instead of months using Claude Code repository skills.

100% Data Parity & Zero Drift

Validated exact numerical accuracy across all 46 new models with zero metric discrepancies before production cutover.

Zero Production Downtime

Executed dual-track pipeline migration and security governance simultaneously with zero disruption to active enterprise operations.

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