Engineering Data Confidence

The Foundation of AI Transformation in Banking

Data with Direction

The smarter bank isn’t built on more data. It’s built on better use of it.

At Maveric, we help financial institutions turn raw data into strategic advantage. With deep BFS domain know-how, engineering-first execution, and proven AI frameworks, our data transformation services are built to do more than process, they perform.
Whether you’re modernizing legacy platforms, scaling AI/ML, or enabling real-time decisioning across functions, our capabilities are modular, secure, and regulatory-first.

From ingestion to intelligence. From governance to growth.

We bring a domain-deep, AI-powered approach to every data problem you face

Focused Services to De-Risk Transformation

DataTech platform for banking data modernization and validation by Maveric Systems
Data Validation

Build Trust Before Transformation

  • Data Profiling & Validation – Automate rule-based validation across sources
  • Data Cataloging & Lineage – Drive transparency using Apache Atlas, Alation, Collibra
  • Data Cleansing & Enrichment – Fix inconsistencies and enhance with NLP and references
  • Regulatory Compliance – Classify, mask, and govern sensitive data by regulation
  • Data Governance & Monitoring – Ensure integrity using platforms like Monte Carlo, Great Expectations
Data Engineering

Design for Now. Scale for Next.

Resilient data pipelines engineered for today’s velocity and tomorrow’s complexity.

  • Data Ingestion & ETL/ELT Pipelines – Build with Apache NiFi, Spark, dbt, Glue
  • Real-time & Batch Data Processing – Architect low-latency pipelines with Kafka, Flink
  • Data Lakes & Warehouses – Enable unified analytics on Snowflake, Databricks, BigQuery
  • Master & Metadata Management – Ensure quality and traceability with Informatica, Atlas
  • Data Modeling – Optimize for analytics and AI with vaults, dimensions, and semantics
Data Modernization

From Legacy Stack to AI Stack

Reimagine your foundation for speed, agility, and scale.

  • Enterprise Data Architecture – Align business strategy with secure, scalable design
  • Cloud Data Platform Architecture – Migrate to Snowflake, Redshift, BigQuery, Databricks
  • Data Mesh & Data Fabric – Enable decentralization with federated governance
  • Data Platform Management – Full lifecycle operations (on-prem/cloud-native)

Build & Enhance – Intelligence Beyond BI

BI & Advanced Analytics – From Dashboards to Decisions

Visualization & Reporting

Visualization & Reporting

Power BI, Tableau, Looker for real-time insights

Predictive & Prescriptive Modeling

Predictive & Prescriptive Modeling

Forecast and simulate with statistical & ML models

ML-Automation

ML Automations

Deploy MLOps pipelines with SageMaker, Azure ML, MLflow

ML Modeling

ML Modeling

Solve for anomalies, documents, text, and sentiment at scale

Support Demand – DataOps & MLOps for the Real World

Banking data pipeline and real-time data engineering architecture
MLOps

Turn Models into Measurable Value

Because a model not in production is just potential.

  • Testing & Validating Data, Schemas, and Models
  • CI/CD for Models – Automate testing, rollout, rollback with CML, MLflow, Kubeflow
  • Model Retraining & Serving – Trigger-based retraining, containerized APIs, A/B testing
DataOps

The Ops Layer for Data at Scale

Operationalize quality, compliance, and agility.

  • Data Pipeline Monitoring – Airflow, Monte Carlo, Datadog observability
  • Environment Management – Govern access, usage, and runtime isolation
  • CI/CD for Data Pipelines – GitOps + Docker + Jenkins = Fast, Controlled Releases

Our Partners

Snowflake
Solidatus
pCloudy
Leapwork
Oracle
Temenos

Unlock the true potential of your data and accelerate outcomes with Maveric.

Talk to Our Experts