Market Data: Procurement, Licensing & Cost Management

How the market works

Market data covers real-time and delayed prices, reference and security master data, pricing and evaluations, indices and benchmarks, ratings, news and analytics. It reaches users through desktop terminals, consolidated feeds from aggregators, direct exchange feeds, cloud delivery and application interfaces. Supplier types include the large multi-asset data platforms, exchanges and trading venues, index providers, ratings agencies, specialist pricing and reference data vendors, and a growing set of alternative data providers.

Cost is layered. A firm typically pays the vendor for the platform or feed, and separately pays exchange fees that the vendor either passes through or the firm reports directly. Fees vary by user type, professional versus non-professional status, display versus non-display use, delayed versus real-time access, and whether the data is redistributed or used to create derived data. Index and benchmark providers license use in products, not just viewing.

Contracts combine master agreements, order forms, exchange policies and usage declaration obligations. Most include audit rights, and exchange policies change on their own schedule, independent of the vendor contract.

Ownership is often split. The market data team manages vendor relationships and inventory, the business decides what it needs, technology runs the feeds and applications, and finance pays the invoices. Without a shared view, each group sees only part of the cost and none of them sees the full licensing exposure.

Where cost and value leak

Entitlement drift. Terminal and feed access follows people and desks as they move, but is not removed when they leave or change roles.

Declaration errors. Usage reported to exchanges and vendors, whether user counts, non-display categories or device counts, falls out of line with reality. Overdeclaring wastes money; underdeclaring creates audit liability.

Overlapping sources. Different teams license the same data from different vendors, or pay for premium tiers when a lower tier covers the need.

Non-display and derived data surprises. New applications and automated processes start consuming data without anyone assessing the licensing impact.

Audit back-billing. Exchange and vendor audits can look back over several years, turning small inaccuracies into large, unbudgeted claims.

Cloud and API delivery outside the inventory. Data delivered through cloud platforms and APIs is easy to provision and hard to track, so consumption can grow without appearing in the systems built for terminals and feeds.

Illustration: an investment team builds an internal risk model that pulls real-time prices from an existing feed. No one reviews whether the use counts as non-display under the relevant exchange policies. Meanwhile, several terminal entitlements remain assigned to analysts who have moved to roles that no longer need them. A routine exchange audit later identifies undeclared non-display use, and the firm finds itself both overpaying for unused access and owing back fees for the model. The two problems share a root cause: no one maintained a current inventory of who and what consumes each source.

Negotiation and sourcing levers

• Inventory and entitlement reconciliation — build a current view of every source, user and application, and remove what is not used.
• Declaration accuracy — correct user, device and non-display reporting before renewals and audits, not after.
• Tier and source rationalization — consolidate overlapping content and match product tiers to actual requirements.
• Enterprise and flexible licensing — negotiate enterprise, site or floating-user structures where usage patterns support them.
• Derived data and redistribution rights — define permitted uses up front, especially before new products or models go live.
• Audit terms — seek reasonable lookback periods, notice, sampling methods and remediation paths in vendor agreements.
• Renewal timing and co-terming — align renewals so the largest agreements are negotiated with usage evidence and runway.

The S2V approach

Potential. Through the S2V Compass, we connect invoices, contracts, entitlements, declarations and usage data to show where cost exceeds use, where overlaps exist and where audit exposure sits.

Priority. We rank opportunities by value, user impact, audit risk and renewal timing, and the S2V Blueprint sets the sequence with the business and the market data team.

Performance. The S2V Accelerator runs entitlement cleanup, declaration correction, source rationalization and vendor negotiations, with users and compliance involved from the start.

Value. S2V Pulse tracks realized savings on actual invoices, monitors entitlements and declarations over time, and keeps renewal and policy-change dates visible.

Data you’ll need

Typical sources include vendor and exchange invoices, master agreements and order forms, the market data inventory or management platform, entitlement system exports, exchange declarations, HR and user directories, and application usage logs. Matching breaks on user IDs that differ between the entitlement system and the HR directory, vendor account numbers that don’t match contracts, exchange fees billed through the vendor rather than directly, and applications that consume data without any owner on record.

We first test whether invoices, entitlements, people and applications can be joined reliably through canonical supplier, user and source keys. If they can’t, we say so and scope the foundation work separately. Once it’s in place, entitlement and declaration visibility becomes a standing capability rather than a pre-audit scramble.

Outcomes we target

• Entitlements matched to usage — access aligned to the people and applications that actually consume each source.
• Accurate declarations — user, device and non-display reporting that holds up under audit.
• Reduced audit exposure — fewer back-billing findings and a defensible position when audits arrive.
• Rationalized sources — overlapping content consolidated and tiers matched to real requirements.
• Renewals negotiated with evidence — major agreements renegotiated with usage data and time to act.

Every result is tracked to realized value — measured in invoices and operating performance, not negotiated estimates.

Industries where this matters

• Financial Services
• Technology

How we help

• Assess — Assess establishes where your organization stands and where value is trapped.
• Advise — Advise determines where procurement should go and what deserves resources first.
• Execute — Execute turns strategy into implemented results.
• Develop — Develop builds your team's capability so results last after the engagement ends.
• Sustain — Sustain protects and extends value after implementation.

Frequently asked questions