FinServ·2024·Confidential — Financial Services
Consolidated 14 data sources into one analytics platform
Data architectureSnowflakedbt
- 144×
- Faster reporting cycle
- 20 hr/mo
- Engineering time reclaimed
- 1
- Source of truth (was 14)
Problem
A mid-market firm was running monthly reporting off 14 disconnected SaaS tools. Reports took 3 days to produce and routinely contradicted each other. Leadership had no single source of truth for revenue.
Approach
Designed a Snowflake-based warehouse with dbt for transformations. Migrated ingestion to Fivetran where mature, custom Python connectors where not. Built a semantic layer so analysts queried clean, governed models.
Outcome
Reporting cycle dropped from 3 days to under 30 minutes. Leadership now opens a single dashboard for board-level metrics. Engineering team reclaimed an estimated 20 hours per month previously spent reconciling spreadsheets.
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