Data Governance Services
Amplify your business initiatives and operations by making data easily available to your teams and applications while keeping it safe and secure.
Talk to usStreamline Digital & AI transformation and accelerate the pace of data- and analytics-driven innovation in your business
Gartner predicts that by 2025, 80% of organizations that seek to reinvent and expand their business through Digital and AI transformations will falter due to an outdated approach to data governance.
An MIT CDOIQ survey found that 45% of CDOs are seeking ways to democratize data while maintaining strong safety controls. Provectus positions data governance as the discipline that balances broad access with control — turning governance from a brake into an accelerator.
Benefits of Data Governance
Data governance is a comprehensive set of methodologies and standards for managing data throughout its lifecycle. It impacts the people handling and using data, the processes they adhere to, and the tools they utilize.
Eight Keys to Data Governance
Data governance is not the domain of a single department. It is vital for every division of your organization.
Finding, understanding, and organizing data assets within an organization to make them usable for analytics, AI, and downstream operations.
Provides insight into the data journey throughout its lifecycle, from source through every transformation to the point of consumption.
Ensures accuracy, consistency, reliability, and relevance of data so business and AI systems can trust what they consume.
A centralized dictionary that helps define and catalog terms and entities, aligning the language of data with the language of the business.
Enables organizations to manage, control, and restrict access to sensitive data — at the right level, for the right people, at the right time.
Focuses on designing, building, and implementing structured data frameworks that make data fit for analytics and AI use.
Deals with the economic aspects of data storage and processing — making sure governance also delivers measurable cost efficiency.
Involves managing reference data and standardizing other data entities so they remain consistent across systems and domains.
Data governance is more than just a set of policies or security measures. It is a dynamic strategy aimed at ensuring data integrity, usability, and value across an organization.
Data Governance at Provectus
The practice of data governance at Provectus is much more than just a set of policies and security measures. It is a dynamic and proactive strategy for ensuring the integrity, usability, and at-scale value of data across your organization.
Data Governance Challenges We Address
- A constantly growing number of data sources and data products that enterprises have to use in operations.
- An increased workload for engineers due to the diversity and volume of data.
- A greater variety, volume, and variability of data, available at earlier stages.
Data Governance Solutions We Offer
Data governance serves as a catalyst for achieving data- and AI-driven objectives and creating business value at scale.
Data Strategy Development
Provectus categorizes its data strategy approach into three distinct segments. With over 13 years of expertise, we guide businesses through every stage. The end goal is an AI-driven intelligent data platform, enabling smarter, more strategic operations.
- Data Transformation
Enhancing data platforms and advancing data maturity.
- Data Expansion
Broadening data platform capabilities and maturing processes.
- Data Modernization
Transitioning from traditional to modern cloud-based infrastructures.
Data Governance Foundation
Provectus takes a comprehensive approach to imbuing data governance into every project, focusing on processes, people, and tools.
- Processes
Tailored for each organization, our process management involves stakeholder agreement, clear responsibility chains, and custom strategies.
- People
We emphasize the connection between policy-makers, business implementers, and technical executors. Our expertise spans five integrated practices: Data, Machine Learning, Data Quality, DevOps, and General Application Development.
- Tools
Provectus is dynamic and unbiased in tool selection, focusing on the best fit for business challenges. We have developed tools like Open Data Discovery (ODD), Kafka UI, Swiss Army Kube, and Data Quality Gate.
Data Governance Practice Assessment
Organizations struggling on their data governance journey may need to re-assess their strategy. We assess across processes, people, and tools — and codify findings into a Data Governance Charter that outlines roles, principles, and decision-making frameworks.
- Processes
Inventory and categorization of data, mapping and migration strategy, data discovery and observability, integrity and quality post-migration, feedback loops, and AI/ML readiness.
- People
Data Stewards, Data Architects, Data Engineers, Data Quality Engineers, Data Scientists, AI/ML Engineers, MLOps Engineers, DevOps & IT, Business Analysts, and end-users.
- Tools
Cloud services (AWS, Azure, GCP, Snowflake, Databricks); third-party and open-source solutions; MLOps platforms (MLflow, Kubeflow, Provectus MLOps Platform).
Data Governance for AI/ML
As an AI-first consultancy, Provectus places significant emphasis on data governance in every AI/ML project. Governance is not a separate workstream — it is folded into discovery, delivery, and operation.
- Consideration of data governance is integrated into every AI/ML Transformation Canvas.
- We prioritize security, ethical integrity, and unbiased approaches in AI/ML applications.
- For specialized AI/ML solutions such as Retrieval-Augmented Generation (RAG) systems, key elements include all eight governance keys above.
Managed Services for Data
Any data initiative is a continuous process that requires ongoing support. Our managed services keep your data platform reliable, cost-aware, and compliant after launch.
Simplifies cloud infrastructure management for data applications.
Ensures optimal performance and reliability in production environments.
Streamlines management of the data platform end-to-end.
Provectus Data Governance Framework
Provectus implements a unique data governance framework that helps us integrate data governance best practices into each initiative across modernization, transformation, and expansion.
Open Data Discovery (ODD)
Open Data Discovery (ODD) exemplifies Provectus' commitment to filling gaps in data governance solutions. Launched in 2021 as an open-source tool, ODD quickly evolved beyond its initial discovery function to cover Data Lineage, Data Quality, and Data Glossaries.
Learn moreCustomer Success Stories
Wellcove enables data-driven decision-making and implements AI/ML fraud detection on its new data platform.
Lumin Digital uses a modern data platform to power its analytics and reporting, and to enable AI solutions for digital banking.
Appen accelerates and scales its data transformation services for ML, and generates reports 30x faster on its new data platform.
Second Genome accelerates and scales biomarker research, drug trials, and development on its enhanced data platform.
IMVU uses their new data platform to generate faster critical insights on customer lifetime behavior at scale on AWS.
InMarket applies machine learning to glean insights from customers' location data to drive precise marketing campaigns.