Conflicting data arises because buyers, hotels, TMCs, OBTs, payment providers, and expense systems generate reports using different definitions, timings, and sources. Even small inconsistencies accumulate into significant reconciliation gaps.

Where Data Divergence Begins

Discrepancies often appear between booking data, expense data, supplier reports, and internal finance systems.

Why Buyers Report Escalating Reconciliation Work

Many organisations describe growing manual effort to investigate 10–15% variances across reporting sources.

Why Hotels Face Parallel Complexity

Hotels reconcile internal systems before external reporting alignment is even possible.

Common Sources of Misalignment

• Differing data definitions
• Reporting cadence gaps
• Channel attribution conflicts
• Duplicate records
• Manual cleansing dependencies

Why More Dashboards Rarely Solve the Issue

Visibility without alignment increases noise rather than clarity.