Advertising data can be difficult to replicate accurately and often lacks sufficient context for full-funnel analysis. Fivetran addresses these issues by providing predefined schemas, combating sampling error, accounting for restatements and attribution windows, syncing accounts into a single table, and capturing metadata. These features ensure accurate, full-funnel analysis that uncovers the true ROI of advertising campaigns.