Advisory
Data Advisory & Consulting
Independent assessment of where your data capability stands today, what needs to change, and the roadmap to make it happen.
Explore AdvisoryKumaran's Data & Analytics Services
Turning Data into A Strategic Asset - Across Every Layer of Your Organisation
Full spectrum of capability needed to build, govern and sustain a data function that delivers consistent, measurable value to enterprises.
30+
Years Of Expertise
500+
BI Implementations
300+
Data Platforms Managed
24×7
Support And Monitoring
Overview
Data & Analytics Solutions That Elevate Business Performance
Kumaran's Data & Analytics services help enterprises harness the full power of their data through advanced BI consulting, enterprise reporting, data warehouse implementation, management and performance analytics. With over 30 years of industry expertise and a strong ecosystem of modern OLAP and ETL technologies, we deliver scalable, insight-driven solutions that enhance user experience, enable smarter decision-making and drive sustainable business growth.
Our Services
What We Deliver
Foundation
Data Warehouse And Data Lake
A governed, scalable data foundation that consolidates every source into a single, trusted environment your analytics teams can build on.
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Migration
Migration Services
Seamless BI, DWH and database migration with minimal risk, enhanced security and optimal performance.
Explore Migration
Insight
Dashboard And Visualisation
Turning complex data into clear, actionable insight that decision-makers across your organisation can see, understand and act on.
Explore Insight
Governance
Data Governance
Enterprise-grade frameworks delivering end-to-end lineage, high data quality, robust security and regulatory compliance across your entire data estate.
Explore GovernanceQUALITY
Maintenance and support
Proactive services to optimize performance, data infrastructure stable, security, maintain compliance and enhance customer experience.
Explore QUALITYDATA
Data science
Applied intelligence and predictive analytics grounded in real business problems - delivering decisions your organization can operationalize with confidence.
Explore DataService Capabilities
Built to Deliver at Every Stage of Your Data Journey
Data Advisory & Consulting
Best-in-class data advisory practice that provides an independent assessment of an enterprise's current data landscape, identifies the gaps between current state and business ambition, and defines a prioritised roadmap to close them.
Capabilities Include
- Current-state assessment of data architecture
- Maturity assessment
- Data strategy design
- Operating model definition
- Tooling and platform evaluation and recommendations
- Business case development for data transformation
- Data capability uplift advisory
- Proof of value and operational analytics
- Solution design and development
- Enterprise reporting
- BI mobility and dashboards
Data Warehouse And Data Lake
Design and build data warehouse and data lake environments that consolidate disparate data sources into a coherent, governed foundation for reliable and governed enterprise-scale insights and analytics.
Capabilities Include
- Data warehouse design and build
- Data lake design and build
- Lakehouse implementation
- Data modelling
- Cloud platform implementation
- Performance tuning
- Dimensional modelling and ETL testing
- Real-time data processing
- ETL, data monitoring and integration
- Master data and metadata management
- Data quality management
- Cloud data warehouse and management
Migration Services
Ensure seamless migration with minimal risk, enhanced security and optimal performance, enabling you to focus on your business while achieving cost-efficiency. We handle the full complexity of BI, DWH data platform and database migrations with proven methodologies and minimal disruption.
Capabilities Include
- BI/DWH / data lake migration
- BI / reports migration
- Data profiling, cleansing and quality remediation
- Data platform database migration
- On-premises to cloud data platform migration
- Legacy system decommissioning
Dashboard And Data Visualisation
Effortless data analysis and deep insights to help enterprises - particularly in the banking and financial sectors - improve their business performance and drive informed decisions. We deliver forecasting, predictive analysis and industry-specific KPI frameworks tailored to your business goals.
Capabilities Include
- BI dashboard design and development
- KPI framework definition and metric standardization
- Interactive visualization using Power BI, Tableau, Qlik
- Embedded analytics integration
- Scorecards and business activity monitoring
- Performance optimisation of real-time dashboard environments
- Industry KPI repository
- Forecasting and budgeting analytics
- Predictive analysis
Data Governance
Ensure data is accurate, secure and trusted across the enterprise through a structured, end-to-end data governance framework. Services span strategy, implementation and ongoing stewardship to help organisations maximise the value of their data while managing risk and compliance.
Capabilities Include
- Data governance framework design
- Data catalogue implementation
- Master data management strategy and implementation
- Data lineage and traceability
- Data quality management
- Compliance and regulatory security frameworks
- Master data management and golden record creation
Maintenance And Support
Ensure smooth operations and reliable, proactive services to optimise performance, maintain compliance and enhance overall customer experience. We keep your data infrastructure running at peak efficiency, from query tuning to release management.
Capabilities Include
- Proactive platform monitoring
- Data pipeline maintenance
- Performance tuning and capacity management
- Security patching and compliance maintenance
- Platform upgrades and version management
- Enhancement and change request management
- Regular health checks, usage reporting, and platform optimisation recommendations
- Deployment, release management and system testing
- Development and customization
- Production support and user training
- Reports query and performance tuning
Data Science
Match the right machine learning and statistical techniques to each business question, ensuring every output is explainable to stakeholders, validated against real-world conditions and deployable within existing operational environments.
Capabilities Include
- Exploratory data analysis
- Predictive and prescriptive analytics
- Machine learning model development, validation and deployment
- Natural language processing
- Model performance monitoring, drift detection and retraining pipelines
- Integration of outputs into decision workflows
- Responsible AI
Our Approach
A Structured Methodology That Delivers Consistent Outcomes
A proven four-stage delivery model that reduces risk, keeps stakeholders aligned at every milestone and consistently converts data investments into measurable business value.
01
Stage 01 / Of 04
Discover
Assess your current data landscape, identify gaps, understand business objectives, and define success metrics.
01
Stage 01
Discover
Assess your current data landscape, identify gaps, understand business objectives, and define success metrics.
02
Stage 02
Design
Architect the right solution —- platform selection, data modelling, governance frameworks and integration design.
03
Stage 03
Build
Develop, configure, and test the solution in controlled sprints with continuous stakeholder alignment and quality validation.
04
Stage 04
Deliver
Deploy to production, validate outcomes, enable your teams, and transition to sustainable operations with ongoing support.
Why Kumaran
Our Legacy Is Built on Trust, Innovation And Digital Transformation
Six reasons enterprises trust Kumaran with their data and analytics agenda.
30+ Years Of Transformation
Legacy application and infrastructure transformation, from early mainframe and client-server migrations to AI-driven modernization.
AI And Analytics Expertise
AI specialists in LLMs, ML/DL, enabling enterprises to leverage the latest technologies and become future-ready across data and intelligence layers.
In-House Capabilities
Products and platforms like KTAC, IDP and DQV minimize delivery time, improve cost-effectiveness and elevate overall customer experience.
Unique Approach
Kumaran's four-stage method, initiation, knowledge acquisition, transition and operational state, offers a cost-saving advantage and efficiency.
Smarter BI And Analytics
Derive meaningful insights and drive business growth using our robust BI technology stack powered by cutting-edge OLAP and ETL tools.
Resource Optimization
Optimising IT resources so you can focus on your core business operations while driving greater efficiency across the data function.
FAQ
Frequently Asked Questions
Quick answers about Kumaran's Data & Analytics services. Don't see yours? Reach out and we'll get back to you.
Kumaran offers end-to-end Data & Analytics services including BI consulting, enterprise performance management, data warehouse development and management, migration services, maintenance and support, implementation management and data governance. We serve enterprises across banking, financial services, manufacturing and other industries.
We use our in-house DQV (Data Quality Validator) tool alongside structured data governance frameworks to continuously profile, validate and monitor data quality. This ensures your analytics are built on trusted, accurate and compliant data at every stage.
Yes. Kumaran has deep expertise in migrating and modernizing legacy data warehouses to cloud-native platforms including Snowflake, Amazon Redshift, Google BigQuery and Azure Synapse. We handle data model conversion, historical data migration and full validation before cutover.
Kumaran works with leading BI and analytics platforms including SAP BusinessObjects, IBM Cognos, Microsoft Power BI, Tableau, MicroStrategy and Oracle BI. Our in-house OLAP and ETL tool expertise ensures we can deliver across diverse technology environments.
We implement enterprise-grade governance frameworks aligned to GDPR, HIPAA and CCPA, covering data classification, lineage tracking, quality monitoring and master data management. Our DQV tool automates compliance validation and profiling across platforms, giving enterprises full visibility and control over their data estate.
Our ProductsBuilt In-House
Built In-House
Delivered at Scale
dqv.kumaran.app
LiveDQVData Quality
Data Quality Validator
Accelerates data transfer and comparison across diverse sources, integrity guaranteed at every stage.
Explore DQVetrk.kumaran.app
LiveeTRKProductivity
Employee Productivity Tracker
Real-time visibility into team performance with full transparency across every level of the org.
Explore eTRKktac.kumaran.app
LiveKTACAutomation
Kumaran Test Automation Center
Reusable frameworks that slash test creation time, built for teams that ship fast and can't afford gaps.
Explore KTACidp.kumaran.app
Live
IDPAI · Document Intelligence
Intelligent Document Parser (IDP)
Computer-vision pipeline that extracts complex tables, text and layouts straight into clean JSON.
Explore IDPdqv.kumaran.app
LiveDQVData Quality
Data Quality Validator
Accelerates data transfer and comparison across diverse sources, integrity guaranteed at every stage.
Explore DQVetrk.kumaran.app
LiveeTRKProductivity
Employee Productivity Tracker
Real-time visibility into team performance with full transparency across every level of the org.
Explore eTRKktac.kumaran.app
LiveKTACAutomation
Kumaran Test Automation Center
Reusable frameworks that slash test creation time, built for teams that ship fast and can't afford gaps.
Explore KTACidp.kumaran.app
LiveIDPAI · Document Intelligence
Intelligent Document Parser (IDP)
Computer-vision pipeline that extracts complex tables, text and layouts straight into clean JSON.
Explore IDPdqv.kumaran.app
LiveDQVData Quality
Data Quality Validator
Accelerates data transfer and comparison across diverse sources, integrity guaranteed at every stage.
Explore DQVetrk.kumaran.app
LiveeTRKProductivity
Employee Productivity Tracker
Real-time visibility into team performance with full transparency across every level of the org.
Explore eTRKktac.kumaran.app
LiveKTACAutomation
Kumaran Test Automation Center
Reusable frameworks that slash test creation time, built for teams that ship fast and can't afford gaps.
Explore KTACidp.kumaran.app
LiveIDPAI · Document Intelligence
Intelligent Document Parser (IDP)
Computer-vision pipeline that extracts complex tables, text and layouts straight into clean JSON.
Explore IDPAlliance Partnerships
Our Technology Partners
Related Case Studies
See Our Work in Action
Real outcomes delivered through data and analytics engagements across enterprises.
1.24M RECORDS VALIDATED PER MINUTE
Validating Complex CreditLens Migrations for a Top Bank - 26.6M Records Checked in 21.5 Minutes
The bank's Credit Risk Technology's CreditLens Migration Testing business needed to migrate data from CreditLens into a new in-house Financial Assessment application across roughly 9 main transaction tables...
1.24MRECORDS VALIDATED PER MINUTE
238K RECORDS MIGRATED, MASKED & VALIDATED PER MINUTE
How We Secured a 3.3M-Record Dev/UAT Migration for a Leading Bank - Masked, Encrypted & Validated in 14 Minutes
The bank's Portfolio Project Management business needed to migrate 3.3 million production records across 61 tables into the Dev/UAT environment for realistic application performance testing...
238KRECORDS MIGRATED, MASKED & VALIDATED PER MINUTE
1.9M RECORDS COMPARED PER MINUTE, END TO END
How We Automated ETL Regression Testing at Scale for an Enterprise Bank - 200M Records Validated in Under 2 Hours
The bank's Equity Markets & Prime Brokerage Technology business ran roughly 800 batches in production. Whenever batch logic changed, the team needed to regression-test every affected ETL job...
1.9MRECORDS COMPARED PER MINUTE, END TO END
920K RECORDS MIGRATED & VALIDATED PER MINUTE
23 Million Records, Zero Errors - How a Leading Canadian Bank Moved Off DB2 with DQV
The bank's Retail Wealth Management Technology business wanted to migrate roughly 23 million records across 15 tables from its IBM DB2 database to a new MS SQL Server database on Azure cloud...
920K RECORDS MIGRATED & VALIDATED PER MINUTE
96% FASTER VALIDATION VS. MANUAL PROCESS
96% Faster Data Reconciliation - Zero-Guesswork Validation for one of the Top 5 Canadian Bank's Global Derivatives Business
The bank's Global Derivatives/FICC business generated a massive volume of trade data every day from multiple source trading systems. Validating each record by hand made QA effort during SIT and UAT significantly high...
96%FASTER VALIDATION VS. MANUAL PROCESS
Blog & Resources
Insights from Our Practitioners
Blog
Mar 2025
Mainframe Modernization: Avoiding Downtime and Disruption
Learn how to modernize legacy mainframe systems without downtime using automation, phased rollouts, and hybrid cloud strategies.
Read article
Blog
Feb 2025
Can the Cloud Replace Mainframes?
Cloud can’t replace everything. Learn when to keep your mainframe, when to switch, and how to build a smart hybrid system.
Read article
Blog
Sep 2024
Artificial Intelligence (AI) In Insurance
Explore how AI is revolutionizing insurance with faster claims, better risk assessment, and improved customer experience. Learn more today!
Read article
Blog
Nov 2023
Revolutionizing Loss Run Reports: The Impact of Cognitive Document Processing in P&C Insurance industry
Discover how Cognitive Document Processing (CDP) revolutionizes Loss Run report handling in P&C insurance with automation, AI-driven accuracy, and cost savings.
Read article
Blog
Nov 2023
Modernizing Apps: The Agile Way
App Modernizations are already transforming applications worldwide. Here is how to do it through Agile for a quick quantum leap toward the future.
Read article
Blog
Mar 2025
Mainframe Modernization: Avoiding Downtime and Disruption
Learn how to modernize legacy mainframe systems without downtime using automation, phased rollouts, and hybrid cloud strategies.
Read article
Blog
Feb 2025
Can the Cloud Replace Mainframes?
Cloud can’t replace everything. Learn when to keep your mainframe, when to switch, and how to build a smart hybrid system.
Read article
Blog
Sep 2024
Artificial Intelligence (AI) In Insurance
Explore how AI is revolutionizing insurance with faster claims, better risk assessment, and improved customer experience. Learn more today!
Read article
Blog
Nov 2023
Revolutionizing Loss Run Reports: The Impact of Cognitive Document Processing in P&C Insurance industry
Discover how Cognitive Document Processing (CDP) revolutionizes Loss Run report handling in P&C insurance with automation, AI-driven accuracy, and cost savings.
Read article
Blog
Nov 2023
Modernizing Apps: The Agile Way
App Modernizations are already transforming applications worldwide. Here is how to do it through Agile for a quick quantum leap toward the future.
Read article
Blog
Mar 2025
Mainframe Modernization: Avoiding Downtime and Disruption
Learn how to modernize legacy mainframe systems without downtime using automation, phased rollouts, and hybrid cloud strategies.
Read article
Blog
Feb 2025
Can the Cloud Replace Mainframes?
Cloud can’t replace everything. Learn when to keep your mainframe, when to switch, and how to build a smart hybrid system.
Read article
Blog
Sep 2024
Artificial Intelligence (AI) In Insurance
Explore how AI is revolutionizing insurance with faster claims, better risk assessment, and improved customer experience. Learn more today!
Read article
Blog
Nov 2023
Revolutionizing Loss Run Reports: The Impact of Cognitive Document Processing in P&C Insurance industry
Discover how Cognitive Document Processing (CDP) revolutionizes Loss Run report handling in P&C insurance with automation, AI-driven accuracy, and cost savings.
Read article
Blog
Nov 2023
Modernizing Apps: The Agile Way
App Modernizations are already transforming applications worldwide. Here is how to do it through Agile for a quick quantum leap toward the future.
Read article
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Turn Your Data into Decisions, And Decisions into Outcomes
Talk to our data team about BI, data warehousing, governance and analytics engagements.