dataeffet
Sovereign Architecture Technical Teardowns

Enterprise Case Studies.
Sovereign Code over SaaS.

Read engineering breakdowns of how 8-figure Amazon sellers deploy Dataeffet OS to replace black-box SaaS middleware with client-owned BigQuery Medallion data pipelines.

100% Open Access (No Form Gates) Verified SP-API Ledgers Client-Owned Cloud Infrastructure
Executive Blueprint | Why 8-Figure Sellers Outgrow Third-Party SaaS
  • 01. Elimination of Recurring TaxReplacing $3,000 to $5,000/mo SaaS analytics fees with direct AWS/BigQuery infrastructure costing under $150/mo.
  • 02. Deterministic AuditabilityWith open dbt models in the Silver layer, finance teams can trace every cent of FBA fee deductions back to the raw SP-API payload.
  • 03. Real-Time Unit P&LBypassing 24 to 48 hour SaaS sync delays to calculate True TACoS and landed COGS as soon as orders clear.
Showing 1 Featured Technical Case Study
100% Client-Owned BigQuery Pipeline
Enterprise Portfolio$24.6M Annual Run Rate (NA & EU)310+ Active SKUs

Architecting a Sovereign BigQuery & dbt Lakehouse to Replace SaaS Middleware Across a $24.6M Amazon Portfolio

OmniPulse was paying $4,200/month across third-party analytics SaaS platforms while struggling with 48-hour data latency. By migrating to a sovereign Dataeffet OS Medallion pipeline in their own Google Cloud environment, they eliminated SaaS subscriptions entirely, reconciled daily P&L down to the carton level, and reduced TACoS by 4.2% within 90 days.

SaaS Middleware Savings
$50,400 / yr
Data Processing Latency
48 Hrs → Real-Time
True TACoS Improvement
-4.2% Absolute
Excel Macros Required
0 (Zero)
Read Technical Case Study →9 min readAugust 2026
OmniPulse OS • BigQuery dbt Medallion Audit Engine
// Executing dbt Medallion Pipeline • BigQuery Client Node

SELECT sku, SUM(amazon_settlement_payout) - SUM(landed_cogs_usd) - SUM(attributed_ppc_spend) AS absolute_net_margin_usd FROM gold_omnipulse.daily_sku_economics WHERE settlement_status = "RECONCILED" GROUP BY 1 ORDER BY 2 DESC;

> Pipeline status: SUCCESS (0 macros, 100% deterministic math)
BEFORE THE OS:$4,200/mo SaaS middleware & 48-hr reporting latency.
AFTER THE OS:$0 SaaS subscriptions & real-time carton-level COGS.
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