Reference workflows, reusable notebooks, and implementation guidance to reconcile purchase orders, goods receipts, and invoices in Databricks, validate source-to-target loads, and identify discrepancies before invoice approval.
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Procurement and finance teams need to know whether an invoice agrees with what was ordered and received. Quantity differences, price discrepancies, missing receipts, and duplicate invoices can create exceptions that need review before approval.
DataTheta’s Goods Receipt & Invoice Reconciliation Accelerator loads purchase orders, goods receipts, and invoices into Bronze tables, validates the source-to-target loads, and performs three-way reconciliation. It saves results and exceptions in Silver tables for review and downstream use.
AI systems in production
Avg. time to first outcome
Forecast accuracy improvement
Faster decision cycles
Revenue influenced by AI
Manual processing eliminated
Compare row counts and totals after loading purchase orders, goods receipts, and invoices into Bronze. Record a MATCH or MISMATCH status for each table.
Match invoices against purchase orders and goods receipts to check whether invoice prices agree with orders and invoice quantities agree with received goods.
Check duplicates before other reconciliation statuses. Identify quantity and price mismatches, missing receipts, and receipts without invoices after a configurable waiting period.
Manage catalogs, schemas, data paths, receipt waiting periods, and mismatch-stop behavior from one JSON configuration file. Use bundled sample data and simulated load issues to test the workflow.
Store reconciliation results and exceptions in separate Silver tables. Maintain per-table source-to-target validation statuses in the run log to support review and troubleshooting.
Explore reusable accelerators for reconciliation, data quality, pipeline monitoring, governance, and Databricks data engineering.
Use DataTheta’s Goods Receipt & Invoice Reconciliation Accelerator to validate data loads, match invoices against orders and receipts, and surface discrepancies for review before approval.
DataTheta is an enterprise Data, Analytics, and AI consulting company that helps organizations build AI-ready data foundations through Data Engineering, Data Science, Business Intelligence, Data Warehousing, Generative AI, and On-Demand Experts.
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