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DATA ENGINEERING & MIGRATION

Quivio:
A Multi-Tenant MySQL-to-PostgreSQL CRM Data Migration Platform

A scalable, multi-tenant CRM data migration platform engineered to securely migrate complex transactional, customer, and catalog data from MySQL to PostgreSQL.

The Project Overview

5M+
Records Migrated Per Tenant Run
Zero
Migration Downtime
99.99%
Data Reconciliation Accuracy
The Challenge

Complex Referential Integrity

Migrating CRM data at scale is rarely just a database export-and-import. Quivio needed a multi-tenant migration platform capable of securely moving complex transactional, customer, and catalog data from MySQL to PostgreSQL for each tenant independently while preserving referential integrity across related records.

Resumability and Observability

The migration also had to be fully restartable and observable. If a migration failed midway, it needed to resume from the last successful checkpoint instead of restarting from scratch, while providing engineers with complete real-time visibility into every migration run.

The Solution

Orchestrated Dependency-Aware Migration

Toadsters designed a tenant-isolated migration architecture orchestrated through Celery task chains and parallel workers, ensuring dependent CRM entities were migrated in the correct sequence while preserving data relationships across customer, transaction, and catalog records.

Enterprise ETL/ELT Patterns

ETL and ELT workflows were modeled after Informatica BDM concepts, incorporating dependency-driven execution, automated validation, reconciliation, and idempotent processing between MySQL and PostgreSQL. Time-windowed, paginated migration pipelines efficiently handled large historical datasets without affecting production performance.

Enterprise Architecture

Built with modern, scalable technologies designed for high-throughput data pipelines and robust orchestration.

Python
Celery
MySQL
PostgreSQL
psycopg2
REST APIs
Docker
Datadog

Measurable Success

Zero-Downtime Tenant Migrations: Each tenant can independently migrate complex CRM datasets from MySQL to PostgreSQL without disrupting production operations.

Resumable & Idempotent Migration Platform: Checkpoint tracking and bulk upsert strategies allow failed migrations to safely resume without introducing duplicate or inconsistent data.

Complete Migration Observability: Real-time dashboards, Datadog tracing, reconciliation reports, and operational logs provide engineers with full visibility into every migration lifecycle.

"Data migration is where most platforms quietly break things. Toadsters built ours to be resumable and idempotent by design, so a failed run was never a crisis - just a retry."
V
VP Engineering
Quivio

Frequently Asked Questions

Common questions about data migration platforms

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Quivio Case Study: Multi-Tenant CRM Data Migration Platform | Toadsters