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2026-05-15 10:16:01

Revolutionizing Data Ingestion: Meta's Massive System Migration

Meta successfully migrated its entire data ingestion system from legacy pipelines to a new scalable architecture, ensuring data integrity and zero latency regression.

Introduction

Meta’s engineering teams recently undertook one of the most ambitious migrations in the company’s history—transitioning the entire data ingestion system that powers the social graph. This system, which relies on one of the world’s largest MySQL deployments, incrementally processes petabytes of data daily to feed analytics, reporting, machine learning, and product development. The move from a legacy architecture to a new, self-managed warehouse service was critical for ensuring reliability at hyperscale. In this article, we explore the strategies and architectural decisions that made this large-scale migration a success.

Revolutionizing Data Ingestion: Meta's Massive System Migration
Source: engineering.fb.com
Revolutionizing Data Ingestion: Meta's Massive System Migration
Source: engineering.fb.com