Muoro secures a $3.2M grant from Brownfield to expand Global Capability Centers and Centres of Excellence in tier-II cities, North India.•Value Engineering Partner for AI, Data & Modernization•Engineered, Operated and owned within explicit controlled boundaries•
Muoro secures a $3.2M grant from Brownfield to expand Global Capability Centers and Centres of Excellence in tier-II cities, North India.•Value Engineering Partner for AI, Data & Modernization•Engineered, Operated and owned within explicit controlled boundaries•
Muoro secures a $3.2M grant from Brownfield to expand Global Capability Centers and Centres of Excellence in tier-II cities, North India.•Value Engineering Partner for AI, Data & Modernization•Engineered, Operated and owned within explicit controlled boundaries•
American Bio-Pharma Commercial Data Backbone
See how Muoro unified 50+ fragmented data sources into a governed commercial data backbone, accelerating reporting for a leading American bio-pharma.
Business Outcomes
Business Outcomes
50+
Source systems unified
Weekly
Governed release and validation cycle
Dual
SCD and incremental tracks running in parallelAbout Client
The client is a leading American bio-pharmaceutical company whose commercial, patient, and medical insight data was spread across more than 50 systems, including Salesforce, cloud warehouses, and legacy feeds. Field operations and compliance teams both depend on this data, making a single governed source essential to weekly regulatory reporting.Healthcare
The Challenge
50+ heterogeneous schemas and formats needed reconciling into one model.
The Challenge
50+ heterogeneous schemas and formats needed reconciling into one model.
Dual Data Needs
SCD history and near-real-time incrementals had to run in parallel.Compliance Windows
Tight weekly release windows left little room for error in compliance reporting.Manual Reconciliation
Field ops and compliance teams manually reconciled mismatched numbers.Dual Data Needs
SCD history and near-real-time incrementals had to run in parallel.Compliance Windows
Tight weekly release windows left little room for error in compliance reporting.Manual Reconciliation
Field ops and compliance teams manually reconciled mismatched numbers.Dual Data Needs
SCD history and near-real-time incrementals had to run in parallel.Compliance Windows
Tight weekly release windows left little room for error in compliance reporting.Manual Reconciliation
Field ops and compliance teams manually reconciled mismatched numbers.Dual Data Needs
SCD history and near-real-time incrementals had to run in parallel.Compliance Windows
Tight weekly release windows left little room for error in compliance reporting.Manual Reconciliation
Field ops and compliance teams manually reconciled mismatched numbers.The Muoro Solution
A tiered data lake architecture moved data through Landing, Unified, and Published layers.
The Muoro Solution
A tiered data lake architecture moved data through Landing, Unified, and Published layers.
Tiered Data Lake
A tiered data lake architecture moved data through Landing, Unified, and Published layers.SCD + Incremental Tracks
SCD-Type-2 stitched tracks and incremental unstitched tracks were run side by side.Domain Layers
Domain layers were built for Activity, Claims, Dimension, and ModelN.Databricks
|PySpark
|Delta Lake
|Apache Airflow
|Redshift
|Salesforce / S3 / BigQuery
Impact & Results
All commercial data now runs through a single governed hub.
Impact & Results
All commercial data now runs through a single governed hub.
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Faster Reporting
Weekly reporting accelerated, cutting manual reconciliation significantly.Unified Source of Truth
Compliance and field ops are now served from the same underlying source.Extensible by Design
New sources slot in without disrupting existing pipelines.Faster Reporting
Weekly reporting accelerated, cutting manual reconciliation significantly.Unified Source of Truth
Compliance and field ops are now served from the same underlying source.Extensible by Design
New sources slot in without disrupting existing pipelines.Faster Reporting
Weekly reporting accelerated, cutting manual reconciliation significantly.Unified Source of Truth
Compliance and field ops are now served from the same underlying source.Extensible by Design
New sources slot in without disrupting existing pipelines.Final Outcome
One governed commercial data backbone across 50+ sources for a leading American bio-pharma.
Final Outcome
One governed commercial data backbone across 50+ sources for a leading American bio-pharma.
Build a governed data backbone for your business
Unify fragmented data sources into a reliable foundation for reporting, analytics, compliance, and AI.
Build a governed data backbone for your business
Unify fragmented data sources into a reliable foundation for reporting, analytics, compliance, and AI.
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