CraftedCV Platform Data Architecture

CraftedCV

Jan 2024 - Present

Overview

Architected the data model and analytics pipeline for a full-stack SaaS platform.

Role

Founder

Project Details

Designed the core data architecture and ETL pipelines across 8 MongoDB collections, enabling real-time resume transformations and analytics tracking.

Engineered an analytics ingestion framework using PostHog to capture behavioral events, optimizing throughput via batch event processing.

Implemented Zod-based schema validation across ingestion pipelines, maintaining 99.9% data accuracy and preventing malformed records.

Developed robust audit trail systems to track mutation history and versioning, enabling precise debug tracebacks and data governance compliance.