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Build Automated Financial Reporting Pipeline

MediumPipelines00:00
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Your question is Build Automated Financial Reporting Pipeline. Take a moment with it on the right.

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Problem

Scenario

You are replacing a manual reporting workflow for a B2B software business where finance analysts download CSVs from ERP, CRM, billing, and expense systems, then reconcile them in spreadsheets to produce weekly and month-end reporting packs. The current process takes 2-3 business days, produces frequent version mismatches, and recently triggered an executive escalation after revenue and bookings totals differed across reports. You need a scalable pipeline that standardizes definitions, reduces spreadsheet work, and delivers trusted reporting tables and dashboards with auditability.

Current State

ComponentStatus / Technology
Source systemsOracle NetSuite, Salesforce, Workday, Coupa
IngestionManual CSV exports and ad hoc SFTP drops
ProcessingAnalyst-owned Excel workbooks and SQL scripts
StorageVMware Tanzu Greenplum data warehouse
OrchestrationCron jobs and manual refresh steps
ReportingVMware Tanzu Grafana and spreadsheet packs

Scale: ~25 source extracts/day, 15-40M rows/month across all sources, largest fact table ~400M rows retained for 36 months, weekday refresh target by 7:00 AM local time, month-end reruns/backfills required within 4 hours.

Question

How would you design this reporting pipeline so finance can produce recurring revenue, bookings, expense, and variance reporting with minimal spreadsheet manipulation while keeping the workflow reliable, auditable, and easy to backfill as source data changes?