Algoscale - AWS Data Warehouse Modernization in Logistics

Algoscale specializes in AWS Data Warehouse Modernization for enterprises with complex, fragmented data environments. We design and deliver end-to-end cloud data platforms built on the Medallion Architecture (Bronze, Silver, Gold) using Amazon S3 as the centralized storage layer, enabling organizations to unify siloed systems into a single governed data lake.

Our engagement model addresses critical challenges faced by organizations that have grown through acquisitions--where multiple independent ERP instances, CRM platforms, HR systems, and financial planning tools operate in silos with no unified reporting layer.

What We Deliver:

We build production-grade AWS Glue PySpark ETL jobs covering all KPI domains including HR Turnover, Revenue Bridge, Sales Pipeline, Customer 360, Financial Planning, and Accounts Receivable. Our team implements real-time Change Data Capture ingestion from multiple Microsoft Business Central ERP instances and Dynamics 365 CRM using AWS DMS.

We develop custom Lambda-based Master Data Management services with brand dictionaries and confidence scoring to resolve canonical entity names across subsidiaries, backed by Amazon RDS PostgreSQL. Pipeline orchestration is deployed using AWS Step Functions with synchronous execution, parallel Gold-layer job processing, per-job retry logic with exponential backoff, and structured catch handlers.

Data governance is enforced through AWS Lake Formation with row-level and column-level security per territory, requiring zero infrastructure changes for business users.

Proven Results:

In a recent engagement with a US-based physical security and fire systems integrator operating 14+ subsidiary companies, Algoscale unified all subsidiary ERPs, CRM, HR, and financial planning systems into a single AWS data lake. The solution delivered 20+ real-time Power BI KPI dashboards, achieved a 70% reduction in reporting preparation time, and enabled 100% automation of daily pipeline execution running twice daily with zero manual triggers.

Algoscale Differentiators:

Deep expertise in multi-ERP unification with proven patterns for ingesting and normalizing data from numerous independent instances into a single governed layer. Engineering mindset focused on long-term scalability with enterprise-grade orchestration, alerting, and observability built from day one. Proprietary MDM capability that solves cross-subsidiary identity problems no off-the-shelf tool can address. DAX-to-PySpark parity expertise to reverse-engineer complex Power BI calculation logic and reimplement it in the data layer, eliminating dependency on dashboard-level transformations.