Why Data Reconciliation Meetings Are a Symptom, Not a Problem

If your team has a standing meeting to compare numbers from different systems and figure out which one is right - that meeting is not a process. It is a symptom.

The underlying problem is almost always one of three things: multiple sources of truth for the same data, inconsistent business rules applied across systems, or a missing integration that forces manual reconciliation.

Multiple sources of truth

Finance runs revenue out of the CRM. Operations runs it out of the ERP. The numbers never match because they are measuring different things - invoiced revenue versus recognized revenue, or different date cutoffs, or different definitions of what counts as a closed deal.

The fix is not a meeting. The fix is a single agreed definition of each metric, enforced at the data layer, surfaced from one source.

Inconsistent business rules

Your ERP calculates margin one way. Your spreadsheet calculates it another. Both are technically correct given their inputs, but they produce different numbers because the rules are different.

Every calculation that matters in your business needs a documented, agreed definition. That definition needs to be implemented consistently in your reporting layer.

Missing integration

Sometimes the reconciliation meeting exists because data from two systems simply never connects. Customer data in the CRM never flows to the ERP. Production data from the MES never flows to the ERP inventory.

The fix is the integration, not the meeting.

If you are running reconciliation meetings regularly, the specific cause is usually obvious once someone looks at the data architecture with fresh eyes. That is a good use of an initial conversation with us.