Financial data & analytics
Financial data and analytics in the fintech context covers the consumer- and business-facing data infrastructure that underwrites lending, opens accounts, verifies identity and powers personal-finance products. The category sits between core banking and the consumer fintech app - Plaid, Truework, MX, Codat and Belvo intermediate $1T+ of annual flows across data-rich use cases like cash-flow underwriting, account aggregation, payroll and accounting data, and KYC. It is distinct from the institutional market-data stack (Bloomberg, LSEG, FactSet) covered under financial services software.
The sector spans account aggregation and open banking, alternative credit data and cash-flow underwriting, KYC and identity verification, payroll and HR data, accounting and SMB data, fraud and transaction monitoring, personal financial management, and business credit bureaus.
Revenue comes from per-API and per-call usage fees, monthly platform subscriptions for data feeds, transaction-based fees on verified payments and credit decisions, recurring data licensing to lenders and fintechs, and enterprise contracts for fraud and KYC platforms.
Financial data & analytics is part of Fintech.
$13B
Global market size
56
Public companies
Key VC investors
Key strategic buyers
How financial data & analytics companies monetize?
Financial data and analytics companies monetize through per-API usage fees, platform subscriptions and data licensing.
Per-API usage fees
Pay-per-call or pay-per-verified-account pricing. The default for Plaid, MX, Truework and Argyle; scales with end-customer transaction volume.
Platform subscriptions
Monthly platform fees plus volume tiers. Used by Codat, Truework and Persona to anchor enterprise commitments and reduce volume volatility.
Per-decision fees
Fixed fee per credit decision, per identity check or per fraud screen. Used by Sumsub, Onfido and Socure across KYC and onboarding.
Data licensing
Recurring contracts for bulk data feeds sold to lenders, banks and fintechs. Experian, Equifax and TransUnion run the largest licensing books; modern challengers (Nova Credit, FinScore) sell into thin-file segments.
Revenue share with rails
Plaid and Trustly share economics with payment partners when data verification enables a faster ACH or pay-by-bank flow.
Enterprise SaaS
Multi-year contracts with banks, lenders and large fintechs. Persona, Alloy and Hummingbird sit here; ACVs run $200K-$5M.
Financial data & analytics valuations in May 2026
Public financial data & analytics comps trade at 4.9x EV/Revenue. Median revenue multiple across financial data & analytics M&A deals was 7.1x in the last 12 months. Median revenue multiple across financial data & analytics VC rounds was 16x in the last 12 months.
4.9x
Median EV/Revenue as of May 2026 for public financial data & analytics companies
8.8x
S&P Global is the highest valued public financial data & analytics company based on EV/Revenue (excluding outliers)
7.1x
Median EV/Revenue across financial data & analytics M&A deals in the last 12 months
16x
Median EV/Revenue across financial data & analytics VC rounds in the last 12 months
Financial data & analytics market segments
Major financial data and analytics segments include account aggregation and open banking, KYC and identity verification and fraud and transaction monitoring.
Account aggregation & open banking
APIs connecting fintechs and lenders to consumer bank accounts. Plaid is the US scale player (private, last valued at $13B); MX, Finicity (Mastercard) and Akoya compete in the US; TrueLayer, Tink (Visa) and Yapily anchor Europe.
Alternative credit data
Cash-flow underwriting and thin-file scoring data sold to lenders. Nova Credit (cross-border), Pinwheel (income), Argyle (employment) and Prism Data (cash flow) target use cases the bureaus cover poorly.
KYC & identity verification
Document, biometric and database checks for onboarding. Persona, Onfido (acquired by Entrust in 2024), Sumsub, Veriff and Socure cover the modern stack; Jumio and IDnow compete at scale.
Payroll & HR data
Read access to income and employment data for underwriting and benefits. Argyle, Pinwheel, Atomic and Truework lead; Finch covers the employer-side payroll connection.
Accounting & SMB data
Read access to SMB accounting, banking and commerce data for embedded lenders and underwriters. Codat is the scale player; Rutter and Railz compete on adjacent use cases.
Fraud & transaction monitoring
Real-time fraud, AML and transaction monitoring for fintechs and banks. Sardine, Sift, Unit21, Hummingbird and Alloy anchor the modern stack; SAS and NICE Actimize sit at incumbent scale.
Personal financial management
Consumer-facing budgeting, net-worth tracking and bill management. Monarch, Copilot, YNAB and Rocket Money (Intuit) compete after Mint shut down in early 2024.
Business credit bureaus & data
Business credit, beneficial ownership and supplier data sold to lenders and procurement teams. Dun & Bradstreet and Experian Business anchor incumbents; Middesk and Baselayer cover modern KYB.
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For category-leading technology companies who are exploring exit alternatives with either financial or strategic acquirers.
Key financial data & analytics KPIs to track
API call volume, ARR, net revenue retention and gross margin are the metrics investors track in financial data and analytics.
| KPI | Definition |
|---|---|
| API call volume | Monthly billable API calls or verified events. The headline scale metric for Plaid, Persona and Argyle. |
| Connected accounts | Live consumer bank or payroll accounts connected to the platform. Plaid reports 12,000+ financial institutions covered. |
| ARR | Annual recurring revenue from platform subscriptions and committed minimums. The stable layer beneath volume-based usage. |
| ACV | Average contract value. Enterprise KYC and fraud deals run $250K-$5M; SMB and developer-tier accounts run $10K-$50K. |
| Net revenue retention | Existing-customer revenue 12 months later including expansion. Healthy fintech-data NRR sits at 115%-130%. |
| Approval rate uplift | Incremental approvals delivered to lender customers versus their baseline. The clearest value-prop metric for alternative-credit-data vendors. |
| Fraud loss reduction | Basis-point reduction in fraud losses delivered to customers. The standard ROI metric for fraud and KYC platforms. |
| Gross margin | Pure-API players sit at 70-80%; KYC vendors absorb document and biometric vendor cost and run 60-70%. |
Main financial data & analytics players globally
The most active financial data and analytics companies and category leaders globally.
| Company | HQ | Overview |
|---|---|---|
Plaid plaid.com |  San Francisco | Largest US account-aggregation network. Private; last priced at $13B in 2021 and reportedly preparing an IPO in 2026. Visa's $5.3B acquisition attempt was blocked by the DOJ in 2020. |
Tink tink.com |  Stockholm | European open-banking platform. Acquired by Visa in 2022 for $2.1B; covers 6,000+ banks across 18 markets. |
TrueLayer truelayer.com |  London | UK and EU open-banking and pay-by-bank platform. Raised $130M at a $1B+ valuation in 2021; pivoted heavily toward pay-by-bank flows from 2023. |
MX mx.com | Lehi | Data and aggregation platform focused on US banks and credit unions. Private; last valued at $1.9B in 2021. |
Codat codat.io | London | API platform for SMB accounting, banking and commerce data. Customers include American Express, J.P. Morgan and Brex; raised $100M Series C in 2022. |
Persona withpersona.com | San Francisco | Identity verification and KYC platform. Customers include Robinhood, Coursera and BlockFi; last valued at $1.5B in 2021. |
Sumsub sumsub.com | London | KYC, KYB and AML platform serving 3,000+ fintech and crypto customers globally. Private; raised funding from Flint Capital and ABRT. |
Socure socure.com | Incline Village | Identity verification platform focused on the US financial services market. Last valued at $4.5B in 2021; counts 4 of the top 5 US banks as customers. |
Sardine sardine.ai | San Francisco | Fraud, compliance and risk platform for fintechs and crypto. Raised $70M Series C in 2024 led by Activant. |
Argyle argyle.com | New York | Employment and income data platform. Customers include rocket-finance lenders and gig-platform underwriters; raised $30M Series C in 2023. |
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Key financial data & analytics market trends
CFPB 1033 final rule, pay-by-bank gains traction and AI-native fraud platforms are reshaping financial data and analytics right now.
CFPB 1033 final rule
The CFPB finalised its open-banking rule under Section 1033 in October 2024, codifying consumer rights to share financial data. Plaid, MX and Akoya secured early designations as standard-setting bodies; the rule took effect in phases through 2026.
PSD3 and the EU Financial Data Access framework
The European Commission's PSD3 and FiDA proposals advanced through 2025 with an expected entry into force in 2026. The regime expands open banking into broader financial data (pensions, mortgages, investments) and creates dedicated paid API obligations.
Pay-by-bank gains traction
Open-banking payments via TrueLayer, Trustly and Plaid Payment Initiation reached scale in the UK and EU in 2025. US adoption accelerated after Plaid Transfer and Mastercard's open-banking payments rollout in early 2025.
Cash-flow underwriting goes mainstream
FICO and VantageScore both rolled out cash-flow-augmented scores in 2024-25. Lenders including Upstart, SoFi and Affirm now use Plaid and Pinwheel data as primary underwriting inputs alongside bureau data.
Entrust acquires Onfido
Entrust completed its acquisition of Onfido in mid-2024 to build a combined identity, digital signature and PKI stack. The deal triggered RFP activity at Sumsub, Veriff and Persona on displaced Onfido accounts.
AI-native fraud platforms
Sardine, Unit21 and Hummingbird raised follow-on rounds in 2024-25 on the back of LLM-driven alert triage and case management. The shift is squeezing legacy rules-based incumbents (NICE Actimize, SAS) at the mid-market.
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