Accelerate Lakehouse Journey with Bizmetric Databricks-Powered Ingestion & Quality Framework
As businesses get competitive, the demand to have a well-governed and secure data infrastructure is increasing. A business that relies on data-driven decision-making must have a quickly scalable and efficient data pipeline.
For organisations adopting a lakehouse architecture, Databricks stands out as the unmatched platform of choice, offering comprehensive tools for data engineering, analytics, and AI. On top of this, Bizmetric data experts have built an accelerated approach to cut business costs and make deployment quick with Databricks.
Bizmetric Data Ingestion & Quality Accelerator
Built on the Databricks Lakehouse Platform, Bizmetric’s framework simplifies, automates, and governs the entire data lifecycle - from ingestion to transformation and validation. It can streamline data processes from ingestion to transformation and validation.
This prebuilt accelerator framework not only speeds up the implementation of enterprise data platforms but also reduces cost, improves data quality, and ensures scalability across cloud environments.
Common Modern Lakehouse Problems
These challenges can derail data modernisation initiatives and result in unreliable analytics outcomes. Modern data platforms face many hurdles. Here are some of them:
Ingesting large volumes of data from disparate systems while maintaining quality
Maintaining data consistency, accuracy, and completeness during transformation
Managing schema changes and data evolution with minimal manual effort
Building a framework that supports logging, lineage, traceability, and validation
Delays in data availability caused by manual, time-intensive development
The Solution: Bizmetric Ingestion & Quality Accelerator
Bizmetric’s modular, reusable solution significantly shortens development time, improves data reliability, and accelerates insights. We solve this with an industrialised accelerator that provides:
Configurable ingestion from multiple enterprise-grade sources
Prebuilt validation rules to enforce data quality
Layered architecture (Bronze, Silver, Gold) aligned with the Databricks Lakehouse methodology
End-to-end observability via integrated logging and metadata tracking
Support for Unity Catalog for governance, access control, and lineage
Supported Source Systems
The accelerator supports seamless ingestion from a wide variety of source systems commonly used across industries. These are just some sources, we can take data from industry-specific sources as well and ingest it into the bronze layer.
ERP Systems: Oracle EBS, SAP
CRM & Cloud Apps: Dynamics 365, Salesforce
Databases: SQL Server, MySQL, PostgreSQL, Snowflake
Flat Files: Excel, CSV, Parquet
APIs and Custom Sources: REST APIs, XML feeds, and more
Data from these sources is ingested into a secure, scalable Azure Data Lake Storage (ADLS Gen2) environment using Azure Data Factory and/or native connectors, based on the data type and volume.
Ingestion Flow: From Source to Silver Layer
Here’s how the ingestion-to-curation flow works using Bizmetric’s accelerator:
Raw Layer (Bronze)
Replica of source tables
Stored in native format (Parquet/Delta) in ADLS
Ideal for traceability and full historical snapshots
Schema is mapped 1:1 to the source systems
Supports easy reprocessing and audit tracking
Curated Layer (Silver)
Business rules and transformations are applied
Data is enriched and conformed to domain standards
Maintains data change history using slowly changing dimension (SCD) logic
Ensures schema consistency, referential integrity, and deduplication
Data is stored in Delta Lake format with versioning and ACID transaction support. You can choose to save data till the Silver Layer if your analytics use cases are intermediate and don't require dimensional modelling.
Storage Strategy:
Save raw and curated data for historical auditing and ML model training
Use partitioning and Z-Ordering for optimal performance
Optionally skip the Gold Layer if reporting is ad hoc or dataset-specific
Quality Assurance and Validation Framework
The accelerator includes a Data Validation Engine that applies dynamic rules configured via metadata. The engine validates critical parameters such as null values, referential integrity, and data type consistency (e.g., SKU codes, currency checks, etc.)
Validation logs and error records are tracked and stored separately, ensuring full transparency and easy debugging.
Governance & Observability
Our accelerator features native integration with Databricks Unity Catalog, enabling unified governance, access control, and lineage tracking. It comes with:
Centralised governance for all layers (Bronze/Silver/Gold)
Fine-grained access control and audit logs
Data lineage for compliance and traceability
Modular Design for Quick Deployment
Bizmetric’s accelerator is designed to plug into any data lakehouse architecture with minimal customisation. Whether you're migrating legacy workloads or building from scratch, the framework allows:
Plug-and-play onboarding of new sources via metadata
Automated folder/table structure creation in ADLS
Dynamic notebook orchestration via Azure Data Factory or Databricks workflows
Key Benefits of Bizmetric Databricks Framework
Use Cases and Industry Applications
Bizmetric’s accelerated approach is suitable for every industry. Whether a business is operating from:
Retail: SKU analytics, promotions
Manufacturing: supply chain, sensors
BFSI: customer 360, risk analysis
Energy: field data, asset performance
This accelerator allows rapid ingestion and transformation with confidence in data quality and lineage.
It also enables advanced use cases like training ML models with curated data, feeding Power BI dashboards with reliable datasets, historical audits and time-series analysis from the Bronze layer.
Contact Bizmetric & Scale with Databricks
Bizmetric’s Databricks Accelerator doesn’t just offer ingestion, it delivers an enterprise-grade, governed, and quality-assured data pipeline framework. Whether you're ingesting from Oracle, SAP, Excel, or Dynamics 365, this solution helps you go from raw data to trusted insights - faster and smarter.
As a Databricks Partner, Bizmetric offers certified experts in data and AI, with proven implementations across industries.
Ready to supercharge your data foundation? Schedule a personalised demo to see how Bizmetric accelerates your lakehouse journey.