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Evidence and market data ledger

Finance & Legal Data Scraping with Traceable Source Records

Collect and structure eligible financial filings, market pages, company disclosures, court information, regulatory publications, news, and alternative web signals with source, version, period, and validation context.

Source provenanceVersion and amendment historyFact and AI separationValidation status
CONTROLLED RESEARCH RECORDSOURCE OBSERVED
FilingMarketLegalNews
ENTITY / DOCUMENTExample Corporation · Form 10-Q
OFFICIAL SOURCE
EXTRACTED REPORTED FACT$842.6MUnit, period, and filing retained
REPORTING PERIODQuarter ended Jun 30
VERSIONOriginal filing
VALIDATIONSource aligned
Lineage retainedPublisher, record ID, URL, access time, original value
TRACEABLE
01SourcePublisher and authority
02EntityCompany, security, case
03RecordFiling, docket, page
04VersionOriginal or amended
05FactValue, unit, period
06ReviewValidation and status
High-stakes data context

A value without its source, period, version, and status is not research-ready.

Financial and legal records can change through amendments, corrections, docket events, updated disclosures, and source revisions. Kvetoiq preserves the context needed to audit each record.

01Reported facts must retain units, currency, reporting period, and filing source.
02Amended documents should not silently overwrite original records.
03Market observations require venue, timestamp, delay, and licensing context.
04AI summaries and classifications must remain separate from source facts.
RAW SOURCEFiling, docket, notice, page
IDENTITYEntity + record + version
EXTRACTED FACTOriginal value + unit + period
NORMALIZED RECORDSchema + mapping + lineage
DERIVED OUTPUTFormula, model, or classification
REVIEW STATUSValidated, flagged, or pending
Finance and legal data coverage

Build connected datasets across markets, institutions, companies, courts, and regulators.

Every program is designed around eligible sources, documented collection methods, timestamps, and clear labeling for observed and AI-derived fields.

STK

Stock & Market Data

Collect eligible displayed stock and index observations, company fundamentals, earnings records, and analyst-related public fields.

  • Timestamped price and volume observations
  • Historical series
  • Earnings and filing data
  • Market cap and fundamentals
  • Analyst-rating changes
WEB3

Crypto & DeFi

Structure public crypto market, NFT marketplace, decentralized exchange, protocol, wallet, and governance data.

  • Token price observations
  • NFT floor prices
  • DEX liquidity metrics
  • DeFi protocol data
  • Public wallet activity
INS

Insurance Rates

Compare eligible public premium, coverage, deductible, and product information across carriers and filing sources.

  • Premium observations
  • Coverage comparison
  • Rate change tracking
  • Deductible options
  • Discount monitoring
BANK

Banking & Fintech

Track public loan rates, credit card offers, savings yields, and product features across banks and fintech providers.

  • Loan rate tracking
  • Credit card comparison
  • Savings APY monitoring
  • Fintech feature tracking
  • Product launch alerts
ALT

Alternative Data Signals

Develop documented research signals from eligible public operating, demand, hiring, product, and digital-market observations.

  • Hiring and location signals
  • App and ranking estimates
  • Public review trends
  • Pricing and assortment changes
  • Consumer demand proxies
LAW

Legal & Court Data

Structure eligible case records, docket events, documents, public attorney profiles, and regulatory filing updates.

  • Court filing monitoring
  • Case document extraction
  • Party and counsel data
  • Law firm benchmarking
  • Regulatory filing alerts
CO

Company Intelligence

Connect company profiles, funding events, acquisitions, leadership changes, subsidiaries, and growth indicators.

  • Funding round tracking
  • M&A event detection
  • Executive changes
  • Company profile data
  • Source-linked growth signals
NEWS

Financial News & Sentiment

Monitor eligible financial news and earnings content, then add clearly labeled event and sentiment classifications.

  • News event alerts
  • Earnings sentiment
  • Analyst opinion changes
  • Media mention frequency
  • Entity and event detection
REG

Regulatory & Compliance

Track official filings, rule changes, enforcement notices, sanctions lists, deadlines, and corrected records.

  • SEC filing extraction
  • Regulatory change alerts
  • Official sanctions monitoring
  • Compliance research inputs
  • Policy change detection
HOME

Mortgage & Real Estate Finance

Observe public mortgage, refinancing, home-equity, and lender product information with rate and date context.

  • Mortgage rate tracking
  • Refinance monitoring
  • HELOC comparison
  • Lender benchmarking
  • Rate trend analysis
FX

Forex & Commodities

Collect eligible displayed currency, commodity, precious-metal, and energy-market observations with source context.

  • Timestamped forex observations
  • Commodity tracking
  • Precious-metal prices
  • Energy price monitoring
  • Cross-rate analysis
AI

AI Financial Analytics

Prepare governed data for sentiment, anomaly, trend, and risk research without presenting model output as financial advice.

  • Sentiment classification
  • Anomaly detection
  • Trend research features
  • Risk-model inputs
  • Explainable signal labeling
Shared evidence model

Connect every fact to the record and authority that produced it.

Finance and legal workflows share a need for stable identity, source lineage, version history, timestamps, and explicit separation between extracted and derived information.

Stable organization, security, authority, court, case, and document identifiers
Original values preserved beside normalized facts and calculations
Version, amendment, extraction, validation, and review status retained
Discuss a Custom Evidence Schema →
SOURCE / AUTHORITY
ENTITYCompany, security, party
RECORDFiling, case, notice
VERSIONOriginal, amended, corrected
FACTValue, unit, period
OBSERVATIONSource, time, access
EVENTFiled, changed, decided
DERIVATIONFormula or model
VALIDATIONRule and result
REVIEWStatus and notes
Filing and amendment tracking

Retain original, amended, corrected, and restated records as separate versions.

A filing update can change facts, periods, exhibits, narrative sections, or document relationships. Version-aware records protect the audit trail.

01Preserve accession number, form type, filing date, reporting period, and amendment flag.
02Compare previous and current extracted values without deleting history.
03Link every normalized fact to its source filing, unit, concept, and context.
Filing Version LedgerILLUSTRATIVE RECORDS
May 06Original quarterly filingAccepted
May 17Amended filing observedNew version
May 17Reported fact changedFlagged
May 18Validation completedReviewed
CurrentBoth versions retainedTraceable
Fact and derived-field controls

Make it clear what the source reported and what the workflow produced.

Record typeExampleRequired contextStatus label
Source factRevenue reported in a filingSource, period, unit, filing, original valueSOURCE FACT
Normalized factRevenue mapped to common schemaOriginal value, mapping, normalized valueNORMALIZED
Calculated fieldYear-over-year growthFormula, inputs, periods, unitsCALCULATED
AI classificationDocument event or sentiment classModel, prompt or rule, confidence, sourceAI-DERIVED
Human-reviewed outputValidated document classificationReview status, notes, date, reviewer processREVIEWED
Court and docket intelligence

Model the court, case, party, docket entry, and document as distinct records.

Eligible court information can be structured without implying that every filing is public, complete, unrestricted, or appropriate for every use.

Case number, title, court, jurisdiction, case type, parties, and status
Docket entry number, filing date, description, filer, and related document
Public availability, sealed or restricted status, source, and observation time
Example Docket TimelinePUBLIC RECORD CHECK
001
Complaint filedDocument type and party retained
Observed
014
Motion enteredRelated entry and date retained
Observed
021
Order issuedCourt and document source retained
Observed
022
Restricted documentNo unavailable content collected
Restricted
Source classification

Choose the correct access path before designing the pipeline.

Official Public Data

Regulatory APIs, public filings, agency publications, official notices, and eligible public court information.

Prefer official APIs and bulk access
Public Web Information

Investor relations pages, company announcements, public product pages, news, and operational signals.

Assess source conditions and purpose
Licensed or Authenticated

Commercial feeds, paid databases, authenticated portals, and contract-governed content.

Require authorization and license review
Derived Analytics

Calculations, summaries, classifications, sentiment, anomaly detection, and research signals.

Label methodology and review status
Finance and legal use cases

Turn fragmented public information into governed workflows for research and monitoring.

EQT

Stock & Equity Monitoring

Track eligible price and volume observations, analyst-rating changes, filings, and company fundamentals for investment research.

EquityResearch
DEX

Crypto & DeFi Intelligence

Monitor public token prices, NFT floors, DEX liquidity, protocol metrics, and governance events for crypto research.

CryptoTrending
RATE

Insurance Rate Comparison

Compare eligible public premium, coverage, and deductible information across insurance carriers and product categories.

InsurTechPricing
FIN

Banking Product Intelligence

Track public loan rates, card offers, savings APYs, and feature changes across banks and fintech providers.

FinTechProduct
ALT

Alternative Data Generation

Create documented research signals from hiring, locations, public reviews, pricing, product, and digital-market observations.

Alt DataTrending
CASE

Legal & Court Monitoring

Track eligible cases, filings, docket events, legal documents, and regulatory changes for research and compliance teams.

LegalCompliance
M&A

Company & M&A Intelligence

Monitor public funding rounds, acquisitions, executive changes, and corporate relationships for due diligence and deal sourcing.

InvestmentTrending
SENT

Financial News & Sentiment

Organize timestamped news, entity events, and labeled sentiment outputs as inputs for human-reviewed market research.

Market ResearchSentiment
REG

Regulatory Compliance

Monitor official filings, policy changes, enforcement notices, sanctions updates, deadlines, and corrected records.

ComplianceRegTech
LEND

Mortgage & Lending Data

Track public mortgage rates, refinancing offers, lending products, and institutional changes with source and date context.

LendingReal Estate
FX

Forex & Commodity Tracking

Monitor eligible displayed currency, commodity, metals, and energy observations for market and risk research.

FXCommodities
ML

AI Financial Models

Build governed datasets for sentiment classification, anomaly detection, forecasting research, and quantitative risk-model inputs.

AI/MLQuant Research
Team-to-data mapping

Give each team source-linked records suited to its decision process.

Investment Research
Filings, company events, news, market pages, alternative signalsResearch inputs and monitoring
Private Markets
Companies, funding, hiring, products, locations, leadershipCompany and market intelligence
Risk & Compliance
Regulatory notices, enforcement, sanctions, company recordsSource-linked monitoring inputs
Legal Operations
Cases, parties, dockets, documents, dates, citationsMatter and research workflows
RegTech & LegalTech
Authorities, rules, cases, documents, versions, eventsSearch, alerts, and product data
Corporate Development
Companies, transactions, leadership, products, disclosuresMarket and target research
Insurance & Lending
Public product, rate, company, regulatory, and market recordsCompetitive and market research
Data & AI
Entities, documents, facts, lineage, versions, QA, labelsWarehouses, models, and applications
Historical evidence timeline

Retain how filings, facts, cases, notices, and classifications changed over time.

Timestamped versions create an auditable record instead of preserving only the latest value or document state.

01
First observedSource and record stored
02
Record publishedAuthority and date retained
03
Fact extractedValue and context stored
04
Version changedOriginal remains available
05
Event classifiedDerived status labeled
06
Validation runRules and results retained
07
Review updatedStatus and notes recorded
Official and eligible source coverage

Assess authoritative sources and access conditions before collection begins.

Coverage depends on public accessibility, official API or bulk options, authentication, licensing, source terms, geography, intended use, and technical feasibility.

SEC EDGARFederal RegisterGovInfoCongress.govPACERFederal CourtsAgency WebsitesState RegistriesCompany FilingsInvestor RelationsPress ReleasesCorporate WebsitesPublic News SourcesOfficial Sanctions ListsPublic Enforcement RecordsEligible Market PagesPublic Crypto SourcesOther eligible sources
Controlled data workflow

Validate authority, access, schema, lineage, and review rules before scaling.

01

Define Decision

Confirm sources, fields, records, users, and intended outcome.

02

Assess Access

Review public, API, licensed, authenticated, and restricted conditions.

03

Design Model

Map entities, records, versions, facts, observations, and events.

04

Build & Trace

Collect, normalize, retain lineage, label derivations, and validate.

05

Review Sample

Confirm fields, versions, citations, quality rules, and output.

06

Launch & Govern

Monitor sources, refresh records, manage changes, and retain logs.

Data quality and delivery

Validate source, identity, version, period, units, and derivation before delivery.

SRC

Source Validation

Retain publisher, authority, record ID, URL, access time, and source class.

ID

Entity Resolution

Connect organizations, securities, parties, cases, authorities, and aliases.

VER

Version Controls

Preserve original, amended, corrected, and superseded records.

UNIT

Period & Unit Checks

Validate currency, units, reporting period, fiscal context, and sign.

FACT

Fact Lineage

Link normalized facts to original values and source locations.

AI

Derived Output Labels

Mark calculations, AI classifications, summaries, and confidence separately.

DRIFT

Source Monitoring

Detect structural changes, unexpected gaps, and schema drift.

REVIEW

Review Status

Retain validation result, exception, review state, and notes.

CSVExcelJSONJSONLParquetAPIWebhookDelta FeedS3SnowflakeBigQueryDatabaseCustom Integration
Responsible collection and governance

Scope finance and legal data around authorized access and legitimate use.

Kvetoiq evaluates public accessibility, official APIs, bulk-download options, authentication, licensing, source conditions, personal-data necessity, court-record restrictions, redactions, access fees, retention, intended use, and request controls. Project-specific legal questions require qualified counsel.

Read the Privacy Policy →
Official API and bulk-access preference
Public, licensed, authenticated, and restricted classification
Market-data licensing and source-condition review
Redaction, personal-data, and retention controls
No legal, investment, or regulatory conclusions
Finance and legal data FAQ

What teams ask before starting.

What is finance and legal data scraping?

It is the managed collection and structuring of eligible financial, company, market, court, regulatory, legal, news, and alternative web records with source and observation context.

What financial information can Kvetoiq collect?

Potential fields include company identity, filings, financial facts, reporting periods, market observations, company events, news, public product data, regulatory records, and alternative web signals.

Can Kvetoiq extract SEC filing data?

Yes. Projects can use eligible SEC filings, official EDGAR APIs, and bulk data to structure filing metadata, documents, exhibits, narrative sections, and XBRL facts.

Can financial statements be converted into structured records?

Yes. Extracted facts can retain concept, value, unit, period, fiscal context, filing, accession number, original source, and normalized mapping.

Can amended filings and restatements be tracked?

Yes. Original and amended records can remain separate while changes, superseded values, validation results, and current status are retained.

Can earnings and company events be monitored?

Eligible sources can be monitored for earnings releases, guidance, leadership changes, financing, M&A, products, and other defined public events.

Can market prices and reference data be collected?

Eligible displayed values may be collected with source, venue, currency, unit, timestamp, delay, and access context. Requirements depend on licensing and source conditions.

Do you provide licensed real-time exchange feeds?

Kvetoiq does not imply exchange-grade or real-time licensing by default. Licensed feed requirements must be scoped with an authorized data provider and applicable agreements.

Can financial news and sentiment be analyzed?

Eligible news can be structured by publisher, time, entity, event, and source link. Sentiment and summaries are labeled as derived outputs and can include validation rules.

Can alternative data be collected for investment research?

Potential public signals include hiring, locations, products, pricing, reviews, website changes, and company activity. Sources, methodology, limitations, and intended use should be documented.

Can court docket information be collected?

Eligible public information can include court, case number, title, parties, dates, docket entries, filing descriptions, documents, and status. Access conditions and fees vary.

Can legal documents be converted into structured data?

Eligible documents can be structured into headings, parties, dates, citations, authorities, amounts, document types, and source-linked passages under agreed review rules.

Can cases, parties, attorneys, and judges be linked?

Yes, when information is publicly available and appropriate for the intended use. Original names, normalized identities, roles, sources, and matching evidence can be retained.

Can regulatory and enforcement changes be monitored?

Yes. Potential records include authority, document ID, rule, notice, action, publication date, effective date, deadline, entity, penalty, correction, and current status.

Can sanctions and watchlist records be monitored?

Official public lists can be monitored with authority, program, entity, identifier, publication date, change event, and status context. Screening decisions require separate governance.

How are facts separated from AI-generated outputs?

Source facts, normalized facts, calculated fields, AI classifications, summaries, and human-reviewed outputs receive distinct types, lineage, methodology, and status labels.

How is source provenance retained?

Records can include publisher, authority, source URL or identifier, document, version, section, access time, original value, normalized value, extraction method, and validation status.

Can finance and legal data be delivered through an API?

Yes. Delivery options may include API, webhook, CSV, Excel, JSON, JSONL, Parquet, delta feeds, cloud storage, databases, warehouses, and custom integrations.

How frequently can records be refreshed?

Cadence depends on official update schedules, source behavior, record volume, licensing, access conditions, requested fields, validation, intended use, and responsible request controls.

How is finance and legal data validated?

Validation may cover authority, entity, record ID, version, period, units, currency, values, dates, duplicates, lineage, derived labels, expected fields, anomalies, and source changes.

Can we review a representative sample?

In many cases, representative filings, records, documents, entities, and change scenarios can confirm the schema, lineage, validation rules, review status, and delivery format.

Is finance and legal data scraping lawful?

There is no universal answer. Requirements vary by jurisdiction, source, access method, contract, privacy context, licensing, record restrictions, and intended use. Qualified counsel should review project-specific questions.

How does Kvetoiq approach restricted or licensed sources?

Kvetoiq assesses authorization, authentication, licensing, terms, fees, technical controls, and intended use before designing access. Restricted or unavailable content is not treated as public.

Does Kvetoiq provide legal or investment advice?

No. Kvetoiq provides data engineering and structured data services. Customers remain responsible for professional legal, compliance, investment, credit, and regulatory decisions.

Start with representative records

Build finance and legal data workflows that remain traceable.

Share your target authorities, sources, entities, documents, fields, refresh requirements, validation rules, and delivery destination. Kvetoiq will help shape a practical collection and governance plan.

LET'S TALK

Tell us what market decision you need to make next.

Share the platforms, categories, competitors, SKUs, regions, or business questions you care about. KVETOiQ will help define the right data strategy, output format, and operating cadence.

  • Pricing and promotion monitoring
  • Marketplace and seller intelligence
  • Digital shelf and search visibility
  • Review sentiment and customer intelligence

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