<ul data-eligibleForWebStory="true">Change Data Capture (CDC) tracks row-level changes and synchronizes data downstream in real-time.Apache SeaTunnel CDC supports Snapshot Reading and Incremental Tracking synchronization methods.SeaTunnel uses lock-free mechanisms for Snapshot Sync, splitting table data for parallel processing.Snapshot splits in SeaTunnel contain metadata for routing and processing.SeaTunnel's Incremental Synchronization captures real-time changes after the snapshot phase.SeaTunnel ensures exactly-once processing during both snapshot and incremental sync phases.During snapshot reading, SeaTunnel caches data and reconciles changes between low and high watermarks.Before incremental sync, SeaTunnel validates snapshot splits and corrects inter-split data.SeaTunnel employs the Chandy-Lamport algorithm for fault tolerance and checkpointing in distributed environments.Markers in SeaTunnel CDC allow all nodes to store their state for recovery and pause-resume capabilities.