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RoZetta Technology

DataHex for Research Firms

Take Your Research Data Direct to Market

Govern your research data, build higher-value insight products, and license them through your own hosted marketplace.

Take Your Research Data Direct to Market

DataHex Data Library gives research agencies one governed inventory of their data assets, each with a tracked data DNA, a named owner and access controls. The products you choose to license publish straight to a hosted DataHex Data Shop storefront, sized to your catalog and run by RoZetta, so your team stays focused on research rather than platform engineering.

  1. 01 · GOVERNResearch data in one library
  2. 02 · DEVELOPRaw data to insight products
  3. 03 · PUBLISHLibrary to Data Shop, one step
  4. 04 · HOSTEDA right-sized marketplace, run for you

The research agency challenge

Valuable data, limited routes to market

Research agencies produce data that institutions want to license: surveys, panels, economic series, sector research and proprietary indicators. Turning it into a governed, licensable product line takes capabilities most agencies were never set up to build.

Data spread across projects

Data sets live with individual studies and analysts, with no single inventory of what the agency holds or could sell.

Reports, not products

Insight is delivered as reports and one-off extracts, rather than as data products customers can subscribe to.

Marketplaces are not a core competency

Licensing, entitlements, payments and delivery are specialist infrastructure that sits outside a research agency’s expertise.

Long time to market

Building or buying an enterprise-scale platform can take longer than the commercial opportunity lasts.

From governed catalog to marketplace

Monetize your data products direct to market

The data your research produces is governed in a data catalog, then published to a marketplace ready for monetization, all on a single DataHex platform. The products you license are the same governed assets your team maintains, so there is no second catalog to build, reconcile or keep current.

  1. 01

    Govern internally

    Research data sets are onboarded, profiled and owned in a governed data catalog.

  2. 02

    Mark as licensable

    The owner flags which products, or which cuts of them, are available for license.

  3. 03

    Publish to the marketplace

    Each product goes live with sample charts, distributions and coverage timelines, so customers can judge fit before subscribing.

  4. 04

    Sell and track

    Customers discover, access, check out and connect. Usage flows back to the catalog.

Your first data products live in weeks. 130+ out-of-the-box connectors, sample-file upload, and a Governance Agent that drafts each data product for review mean a populated catalog and a live storefront early, not after a multi-month rollout. Priority products go live first, and the rest follow in bulk.

What you get

  • Greater share of revenue

    Monetize data assets through subscription, annual and bundled options to increase direct-to-client sales.

  • Access to new segments

    Serve funds, academics and corporates economically with self-serve onboarding and card payment.

  • Lower cost to serve

    Automated workflows eliminate manual handling and management of smaller transactions.

  • Licensing matched to the deal

    Click-through terms for small purchases and full agreements for enterprise licenses.

  • Entitlements that mirror contracts

    Subscription, entitlement and quota management at user, application, department and company level.

  • Your branded shop front

    A storefront configured and white-labeled to your visual brand.

DataHex Data Shop catalog: searchable data products with provider, venue and asset-class filters
Your branded shop front, where clients find and request your data products.
DataHex Data Shop product detail: coverage, format and delivery, with historical and subscription license options and add to cart
License options matched to the deal, from a one-off history purchase to a subscription.

Right-sized and hosted

A marketplace sized to your catalog, run for you

Marketplace platforms are not a core competency for most research agencies, and they should not have to be. DataHex Data Shop is hosted and operated by RoZetta, and sized to the catalog and customer base you have today, with room to grow.

Nothing to build or run

RoZetta hosts and operates the storefront, with high availability and 24/7 support.

Start with what you sell today

Launch with a focused catalog and add products, segments and pricing models as demand grows.

A known cost of ownership

A transparent number up front and a predictable one each year, with flexible commercial models.

Commerce handled end to end

Checkout, license agreements, payments, entitlements, delivery and usage reporting included.

Data asset DNA

Define and track the DNA of every data asset

A living knowledge graph connects every asset, column, owner, glossary term, classification, quality signal, lineage edge, policy and contract. Relationships are first-class: not just that a data set exists, but what it means, where it came from, who owns it, how it is used, and whether it can be trusted.

01Meaning and classification
  • Business-first name, description and glossary terms, so a data product means one thing across the agency
  • Classification against your taxonomy and sensitivity levels: public, internal, confidential, restricted
  • Custom taxonomy per tenant, shipped as version-controllable YAML
02Origin and methodology
  • Source, collection method and upstream licenses recorded against each asset
  • Automated table, column and pipeline lineage from SQL, dbt, Airflow and Spark, with OpenLineage ingestion
  • Impact analysis: change a source and see every downstream product it touches
03Quality and data contracts
  • Quality metrics for completeness, freshness, schema stability and primary-key uniqueness
  • Scheduled freshness, volume and integrity tests with alerting
  • A data contract on every product: expected schema, required semantics, assigned quality tests and execution history
04Licensing and usage
  • Redistribution rights and third-party restrictions modeled as first-class governance objects
  • The Compliance Agent extracts entitlement, redistribution and retention terms from license agreements and data contracts
  • Usage by internal teams and external licensees, and failed searches that signal unmet demand

Ownership and access

Clear accountability, controlled access

Products are organized into governed domains, by research practice, sector or region, each with clear ownership. Policies are defined once and enforced across the catalog, data stores and agentic access.

  • Named owners

    Each product has explicit owners on its detail page, visible to everyone who finds it.

  • Stewards approve access

    Stewards approve requests for the products they own; admins hold platform-wide override, so approvals do not bottleneck.

  • Fine-grained controls

    Access scoped to product, table, partition and row level, enforced for people and AI agents alike.

  • Approval workflows

    Multi-step and configurable, with justification captured and permissions synced to the source of truth.

  • Masking and classification

    Policy-driven masking protects sensitive fields, and classification travels through lineage and delivery.

  • Complete audit trail

    Every user operation and data-access event recorded, with compliance reporting on the same substrate.

Access Requests in DataHex: pending, approved, rejected and revoked requests, each with requester, data source, reviewer and justification
Stewards approve, reject and revoke access for the products they own.

Product development

From research data to high-value insight products

The value of research data grows with each step from raw collection to packaged insight. DataHex gives agencies the transformation and product development capability to move up that chain, with every derived product governed in the catalog from the start.

  1. Raw data

    Research, survey, panel and third-party source data ingested, cleansed and conformed.

  2. Curated data sets

    Normalized, documented series with quality tests and history, ready to license.

  3. Analytics

    Derived metrics, aggregates and time series that answer common customer questions.

  4. Insight products

    Indicators, signals and indices packaged for institutional workflows, on subscription.

What makes it possible

  • Agile data loading

    Efficient loading for structured and unstructured data, applying consistent normalization rules and resolving data quality issues.

  • Data enhancement services

    Build, test and launch derived data products by combining your data with new internal or external data assets.

  • Samples and previews

    Live sample charts, distributions and coverage timelines establish demand before full launch.

  • Demand insight

    Usage and failed-search signals show which products to build next.

See how your research can become a product line

A walkthrough tailored to your use case, product ideas and target customers.