Trusted Data Management for Capital Markets

Vichara delivers enterprise data management & engineering services for firms operating in high-stakes data environments. We architect, implement, and operate end-to-end data pipelines that unify market, transactional, reference, and unstructured data, enabling accurate analytics, regulatory reporting, and investor-ready insights. Our teams combine deep financial domain knowledge with modern cloud-native data engineering to ensure your data is trusted, governed, and available when it matters most.

We design structured & scalable data platforms

We design and maintain scalable, governed data platforms supporting analytics, risk, and operations.

Enterprise Data Platforms & Lakehouses

Cloud-native architectures using Snowflake, Databricks, and modern data fabrics to consolidate firm-wide data across asset classes.

Vendor Feed Integration & MDM

Seamless integration and governance of data from Bloomberg, S&P, Moody’s, ICE, TRACE, servicers, trustees, and internal systems, ensuring consistency across analytics, reporting, and operations.

Ingestion Pipelines & Automation

Robust batch and streaming pipelines for structured and unstructured data using Azure Data Factory, AWS Glue, Kafka, and RPA frameworks.

Regulatory, Risk & Investor Reporting Enablement

Data foundations purpose-built for regulatory reporting, portfolio risk analysis, performance attribution, and investor transparency.

Data Virtualization & Access Layers

Decoupled data access models that allow applications, analytics, and users to consume consistent data without direct database dependency.

Modern, Enterprise-Ready Technology Stack

Our teams work across a broad ecosystem of proven technologies.

Live cohort classes

Azure Data Factory, AWS Glue, Kafka, Kinesis, UiPath

Storage & Processing

Snowflake, Databricks, Fabric, Delta, Iceberg, PySpark

Governance & MDM

S&P Market MDM, Semarchy

Automation & AI Integration

OpenAI, Azure Document Intelligence, LangChain, Airflow

Visualization & Analytics

Power BI, Tableau, Streamlit
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Data Sources We Work With

Market & Pricing Data: Bloomberg, S&P, Moody’s, ICE, TRACE, Refinitiv, NCREIF

Macroeconomic Data: FRED, FHFA, Oxford Economics, Moody’s, S&P

Referential & Agency Data: Intex, Trepp, SEC filings, Freddie Mac, Fannie Mae, Ginnie Mae, CoStar, Capital IQ,Preqin

Transactional & Operational Data: Geneva, Allvue, Broadridge, Pershing, Yardi, RealPage, Chatham

Unstructured Sources: Trustee reports, servicers, property managers, emails, documents, news

Proven Experience Across Real-World Use Cases

Our data engineering teams have delivered enterprise solutions for global asset
managers, banks, and credit platforms, including:

Implementation and integration of S&P Market MDM across accounting, OMS, and downstream reporting systems

Custom Enterprise Data Management (EDM) platforms supporting market, reference, and trading data firm-wide

Commercial real estate data warehouses ingesting rent rolls, budgets, underwriting models, and property data

Regulatory and risk lakehouses consolidating trade, loan, and position data for investment banks

Global fixed-income data fabrics enabling analytics while decoupling applications from underlying databases

We deliver full-lifecycle data solutions, from source to insight

Source system integration (market, transactional, servicer, unstructured)

Data ingestion, validation, and normalization

Master data management and governance

Scalable storage and processing

Analytics, visualization, and reporting layers

Every architecture is designed to meet enterprise requirements for auditability, performance, scalability, and data lineage.

Why Vichara

Financial-domain expertise embedded in every data architecture

Vendor-agnostic solutions designed around your operating model

Scalable platforms built for growth, regulation, and change

Deep experience across asset classes and data types

Long-term partnership spanning design, build, and ongoing operations

Contact Us

For over 25 years, Vichara has supported global investment firms, asset managers, and financial institutions with advanced technology and analytics platforms that solve real-world capital markets problems.

Who You’ll Speak With

We’ll connect you with a Vichara product expert or domain consultant, not a sales rep. So you get answers, not pitches. Complete the form and we’ll connect you with one of our experts.

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