The Architecture of Absolute Amazon Clarity.
We don't use black-box AI to guess your margins. The OS is built on deterministic data engineering. It layers Medallion pipelines and proprietary Amazon business logic to turn raw SP-API and AMC chaos into decision-grade financial truth you own. You never lose control.
- 01. Deterministic IngestionContinuous SP-API, Ads API, and AMC data pulls into immutable Bronze and Silver BigQuery ledgers.
- 02. Air-Gapped AI AgentRead-only AI queries at the Diamond layer ensure zero hallucinations. Your operational security remains absolute.
- 03. You Own the DataRuns as the managed OS in an air-gapped BigQuery environment. Your tenant is cryptographically isolated. You can purge it on demand.
Dashboards display numbers.
The engine dictates action.
The era of simply accumulating Amazon data is over. A 7-figure brand will spend thousands on fragmented tools, only to end up with conflicting dashboards. Finding the truth about TACoS requires human interpretation. It drains your time.
The engine flips the model. The stack automates the heavy lifting of data engineering. It ingests and standardizes your exact Amazon operational reality in the background. Leadership only interacts with the final, actionable outcome. You skip the spreadsheet phase.
Deterministic, Not Probabilistic
We don't let generative AI do your math. Our pipelines are rigidly engineered to produce 100% accurate, repeatable financial truths for every ASIN variation. It's that simple.
Amazon-Native Core
The infrastructure is built to handle the sheer volume and complexity of Amazon SP-API, Ads API, and AMC records, parsing millions of rows daily without API throttling.
Invisible Engineering
Complex ELT processes, dbt models, and data vault isolation happen beneath the surface. You never see the SQL; you only see the intelligence.
The 4-Tier Medallion Refinery.
Every piece of intelligence the OS produces is filtered through our proprietary, four-stage Medallion architecture. Raw Amazon data enters. Decisions exit.
Raw Ingestion
Continuous extraction of raw data directly from operational endpoints (SP-API, AMC, Ads API, ERPs) into an immutable holding ledger. You don't need manual Seller Central exports.
dbt Processing
Strict separation using dbt. Data is forcefully sanitized through separated dbt models to give you full control over every single transformation step, mapping chaotic inputs directly to parent ASINs.
Business Truth
Where proprietary engineering lives. We inject custom Amazon business logic here. True TACoS, FBA fee ratios, reimbursements, and net contribution margins are mathematically cemented.
The Decision Node
Data is crystallized into pure decision-grade intelligence. The system flags vampire ad spend, isolates FBA restock risks, and pushes immediate optimization payloads to the AI Agent.
AI at the Surface.
Engineering at the Core.
Amazon brands cannot risk operational data or financial projections to unpredictable generative AI models. That is why we strictly separate intelligence from computation. It protects your valuation.
Our AI Agent sits exclusively at the Diamond layer. It is a highly restricted, read-only interface. It interprets the mathematically proven results of the Medallion pipeline and explains them to you in plain English. The AI never writes logic. It never alters your database. It never trains on your proprietary ASIN data.
High-Throughput Data Infrastructure.
Zero API Throttle Bottlenecks.
Our custom pipeline data infrastructure bypasses standard API limits. By directly managing high-frequency Amazon SP-API, Ads API, and AMC endpoints, the OS streams raw events directly into immutable cloud storage. Rate limits disappear.
We handle token rotation, automatic exponential backoffs, and rate-limit queuing under the hood. You get continuous, error-free ingestion regardless of peak Q4 traffic volume.
SP-API & Ads Sync
Direct connection to financial settlements, orders, catalog data, and PPC campaign metrics.
AMC SQL Warehousing
Cross-channel attribution and query execution inside Amazon Marketing Cloud.
3PL & ERP Webhooks
Unified integration for real-time landing costs, freight charges, and warehouse stock levels.
Zero Rate Limit Lag
Custom request-throttling engine designed for multi-million row operational datasets.
AI Decision Engines vs. Chat Bots.
Generic chat assistants hallucinate numbers when given unstructured data. The AI Assistant operates exclusively on deterministic output produced by specialized AI Decision Engines. It trusts the math.
Vampire Spend Killer
Continuously monitors target keywords across PPC ad sets, identifying high-spend, zero-conversion terms and prompting instant negative keyword rules.
True TACoS Reconciler
Calculates true net ad contribution after subtracting FBA returns, organic cannibalization, and promo discounts at the specific ASIN variation level.
Natural Language AI Assistant
Ask real operational queries and get exact answers backed by SQL logs. For example, check net contribution margin on a specific ASIN after FBA storage hikes.
Sovereign Data Vaults &
Zero-Trust Air-Gapped Security.
Your brand valuation is directly tied to your operational privacy. Standard SaaS tools aggregate seller data into multi-tenant databases. We engineer Sovereign Data Vaults. These are dedicated, air-gapped data environments where your SP-API credentials, supplier costs, and keyword bidding tactics remain entirely your own property.
Our AI Assistant queries your data via strict read-only parameters. Your business intelligence is never uploaded to public LLM models for training. This guarantees absolute corporate security.
Pipeline Observability for Complete Intelligence & Trust.
You cannot scale an enterprise brand on blind faith. The OS provides full pipeline observability across every ETL execution run. Inspect exact dbt model code, track data lineage from Bronze raw tables to Gold analytics views, and verify schema health in real-time. Trust requires mathematical proof.
Every metric rendered in the OS includes an audit path. Intelligence is earned through transparency. This creates an environment of unquestioned operational trust for brand founders and CFOs.
One Core Engine. Two Ways to Deploy.
We believe operational sovereignty is a right, not a luxury. Whether you want rapid, out-of-the-box scale or total, air-gapped ownership, the architecture conforms to your requirements. You maintain total control.
Managed Amazon Engine
The fastest path to decision clarity. Our fully-managed operating system deployed on our highly secure, optimized cloud infrastructure.
- ✓Best for: 8-Figure Amazon Brands, Scaling Private Label Sellers, and Agile Retail Agencies.
- ✓Key Benefit: Zero maintenance overhead. Immediate deployment and API rate-limit management.
Agency / Enterprise Tier
Runs in our managed, air-gapped BigQuery environment with strict cryptographic tenant_id and brand_id isolation. You own the data and its outputs. You can purge them on demand.
- ✓Best for: Amazon Aggregators, B2B Enterprise, Enterprise Multi-brand Portfolios, and US/EU Cross-Border Expansion.
- ✓Key Benefit: You own the data outright, never pooled or resold, with an instant cryptographic purge on cancel. Zero exit valuation discount.
Technical Briefings & System Logs
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Stop Managing Data.
Start Executing Decisions.
The infrastructure is built. The Amazon Medallion pipelines are proven. It is time to eliminate operational ambiguity for your brand.