Data Warehouse Consulting · Powered by S.C.A.L.E.™
The enterprise data warehouse, built by people who ship them
Every enterprise data warehouse project starts with a slide deck. The ones that matter ship. Algoscale stands up governed, compliant, production-owned warehouses on AWS, Azure, or Microsoft Fabric - with a medallion lakehouse, connectors, and executive reporting live in weeks. S.C.A.L.E.™ is the accelerator underneath.
Works with
AWS 
Azure 
Snowflake 
Databricks 
Power BI 
Tableau 
SQL Server Why warehouses get rebuilt
What a warehouse modernization actually fixes
Not the marketing version. The four symptoms CFOs and CIOs describe when they call us.
Fragmented reporting
Finance reconciles in spreadsheets. The same KPI has three numbers depending on who you ask. Board packs take a week to pull together because nobody trusts the underlying figures.
Slow analytical tail
Dashboards take 30 seconds to open. Analysts wait minutes for queries that should take seconds. Self-service BI stalls because the warehouse can't keep up with the question rate.
No historical truth
Month-N close differs from what you reported in month-N. Nobody agrees on the as-of date. Re-running an old report gives a different answer than the PDF that went to the board.
Vendor lock-in
Proprietary storage formats. Unpredictable compute costs. No clear exit if the pricing model changes. The warehouse that made sense five years ago is the constraint on this year's AI budget.
What 'shipped' looks like
The warehouse, architected
Your enterprise systems flow in through Automated Acquisition, land in a governed medallion lakehouse (Bronze / Silver / Gold), are wrapped by a multi-cloud Cloud-Ready Core, and are served out to BI, AI, and reverse ETL through Arcastra™-powered Execution. One foundation, every downstream use case. See the full capability in the S.C.A.L.E. product page.
Your enterprise source systems
Owned by you · outside SCALE
SAP ECC / S/4HANA 
NetSuite 
Salesforce 
Dynamics 365 / BC 
ServiceNow SQL Server / Azure SQL Structured Setup
SCALE - the prebuilt, production-ready accelerator
Cloud-Ready Core
- secure, compliant, multi-cloud foundation
AWS
Azure
Standalone Automated Acquisition
- pulls raw data from every source system above
Connectors
SuiteQL · RFC/BAPI · Bulk API · OData · pyodbc
Extraction
Chunked reads · full + incremental · watermarks
Reliability
Retries · backoff · failure alerts
State
DynamoDB · Azure Table · SQLite
Lifecycle Layering
- the data lake medallion + governed pipelines
Bronze
Raw, as landed
Silver
Cleaned, conformed
Gold
Consumption-ready
Execution Engine
- Arcastra™-powered orchestration out to every consumer
Downstream consumers
Served by SCALE · deployed where you need them
Arcastra™ AI agents
- Document Intelligence
- AnalystIQ
- Voice & Chatbot
BI & reporting
- Power BI
- Tableau
- Looker
AI / ML models
- Training data
- Fine-tuning
- RAG pipelines
Reverse ETL
- Hightouch · Fivetran
- Back to operational systems
What we deliver, concretely
Five capabilities every enterprise warehouse needs
S.C.A.L.E.™ is the delivery vehicle under every warehouse engagement - the five things that separate a warehouse that ships from one that stays in diligence. Each card below is a capability we build in by default.
S - Structured Setup
Prebuilt, production-ready lakehouse
C - Cloud-Ready Core
Multi-cloud, secure, compliant
A - Automated Acquisition
Prebuilt connectors, instant ingestion
L - Lifecycle Layering
Medallion pipelines, governed flow
E - Execution Engine
Arcastra™-powered orchestration
Why it matters
Proof, not slides
Warehouses we've shipped
Multi-subsidiary enterprise, real-time fintech, global insurance. Three engagements, three outcomes - each card links to the full case study.
AWS warehouse - security & fire integrator
14+ subsidiary ERPs unified into one enterprise data warehouse on AWS. Finance cut reporting time by 70%. 20+ Power BI dashboards shipped to the executive team.
Read the case studyReal-time data integration - loan management
Real-time pipelines for a lending platform cut manual effort by 80% and accelerated loan processing by 30%. Analysts recovered 10-15 hours a week.
Read the case studyData-first architecture - global insurance
Enterprise data architecture modernized across a multi-region insurance carrier. Unified insurance analytics replacing siloed legacy reporting, with a roadmap the C-suite signed off on.
Read the case studyIndustry cuts
Built for the verticals that live on their warehouse
The warehouse is the spine in any data-heavy industry. The details differ by vertical - master data, compliance posture, close cadence. Each card links to the cluster lead.
Retail & CPG
Consolidate POS, eComm, loyalty, and supply-chain feeds into one dimensional model. Category-performance, promo-lift, and customer-LTV reporting stop being spreadsheet projects.
Retail analytics practiceManufacturing & Industrial
Unify ERP, MES, QMS, and sensor telemetry into a governed warehouse that feeds OEE, yield, and maintenance analytics. Fabric shortcuts bring real-time telemetry into the same model as finance.
Predictive maintenance playbookLogistics & Supply Chain
TMS, WMS, and carrier EDI feeds consolidated with the ERP. On-time-in-full, landed-cost, and network-optimization dashboards run off one source of truth, not three.
Multi-entity consolidationFinancial Services
Core banking, loan servicing, payments, and risk into a compliance-grade warehouse with row-level security and audit trails built in - at the infrastructure layer, not bolted on.
Hybrid RLS patternCompliance, enforced at the infrastructure layer - not in PowerPoint
HIPAA, PCI-DSS, SOX, GDPR, and ISO 27001 guardrails are written into the Terraform that stands the warehouse up. Encryption, access boundaries, audit logging, and resource tagging are enforced by the pipeline, not documented after the fact. Pairs naturally with Algoscale's data governance consulting practice for the policy + stewardship side.
Keep exploring
More from the data journey
The data journey, from report to agent
A maturity-model view of how enterprises move from scattered reports to AI-native operations — and the specific work required at each stage.
Read moreThe logistics data warehouse, built on Microsoft Fabric for every role that moves a load
Algoscale builds Microsoft Fabric data warehouses for carriers, 3PLs, and shippers - with TMS/WMS/ELD unified, role-specific KPIs, and RBAC.
Read moreAzure + AWS, without the tax
Six real challenges of running Azure and AWS side by side — and a four-step playbook to stop bleeding cost, latency, and engineering time.
Read moreWant a 45-minute warehouse-modernization walkthrough?
Bring your source list, your reporting pain, and your cloud of choice. We'll map the warehouse shape and show you what S.C.A.L.E. ships against it.