LegalTech Intelligence

Legal Data Extracted with Precision

Scrape case law, court judgments, docket records, company filings, regulatory actions, and patent data from Indian Kanoon, eCourts, MCA21, SEBI, and global legal databases. Structured legal intelligence for LegalTech platforms, compliance monitoring, and empirical legal research.

10M+
Case Records
500K+
Company Filings
50+
Jurisdictions
Daily
Filing Alerts
◆ Enterprise Ready◆ SOC 2 Aware◆ GDPR Compliant◆ 99.9% Uptime◆ Global Coverage◆ 24/7 Monitoring◆ API-First◆ Managed Service◆ Real-Time Data◆ Custom Schemas◆ Bengaluru HQ◆ Enterprise Ready◆ SOC 2 Aware◆ GDPR Compliant◆ 99.9% Uptime◆ Global Coverage◆ 24/7 Monitoring◆ API-First◆ Managed Service◆ Real-Time Data◆ Custom Schemas◆ Bengaluru HQ
What & Why

What is Legal Data Scraping?

Legal data scraping is the automated extraction of structured information from public legal information systems — court portals, regulatory databases, company registries, patent offices, and legal information publishers. The public domain legal record is enormous and commercially valuable: every court judgment published by the Supreme Court, High Courts, and tribunals; every company filing submitted to MCA21; every regulatory order issued by SEBI, IRDAI, or RBI; every patent application filed with IP India or the USPTO. Scraping this data systematically and normalising it into structured, queryable form is what transforms scattered public records into useful legal intelligence.

For businesses, the value of structured legal data is practical and immediate. A company's litigation history is visible in court records — relevant for due diligence, credit assessment, and supplier risk evaluation. Regulatory enforcement actions against competitors or industry peers are published in regulatory databases — relevant for compliance strategy and market intelligence. Patent filings reveal where competitors are investing in R&D — relevant for product strategy and IP risk assessment. None of this intelligence requires access to confidential information; it is all public, but it is scattered, inconsistently formatted, and practically inaccessible without programmatic collection.

DataFlirt's legal data scrapers cover the key Indian legal and regulatory databases — Indian Kanoon for case law, eCourts for district court dockets, MCA21 for company filings and director data, SEBI's filing systems for listed company disclosures, and IP India for patent and trademark records. We also cover international legal sources including PACER for US federal courts, EUR-Lex for European Union legislation, and WIPO PATENTSCOPE for international patent filings.

A critical aspect of legal data work is the handling of structured documents — court judgments and regulatory orders are typically published as PDFs with complex formatting, footnotes, citations, and cross-references. DataFlirt's document processing pipeline extracts structured data from these PDFs: party names, judges, dates, cited statutes, cited cases, and operative orders — turning human-readable legal documents into machine-queryable structured records.

Why Teams Scrape Legal Data
⚖️
LegalTech Platform Development
Power case law search, legal research tools, and contract intelligence platforms with comprehensive, structured legal data.
🔍
Due Diligence & Risk Screening
Screen companies, directors, and counterparties for litigation history, regulatory actions, and insolvency proceedings.
📋
Compliance & Regulatory Monitoring
Track regulatory orders, enforcement actions, and legislative developments across the agencies relevant to your industry.
💡
IP Intelligence & Patent Analysis
Monitor competitor patent filings, track IP portfolio development, and identify freedom-to-operate risks in your technology space.
🔬
Empirical Legal Research
Build structured legal datasets for academic and policy research into judicial behaviour, regulatory patterns, and legal system performance.
Capabilities

Everything You Need

Comprehensive extraction built for reliability, accuracy, and scale.

⚖️
Case Law & Judgments

Extract court judgments with structured fields: citation, court, bench, parties, date, acts cited, cases cited, headnotes, and operative order.

📋
Docket & Case Status

Scrape case filing information, hearing dates, adjournments, orders, and current status from eCourts and tribunal portals.

🏢
Company & Director Filings

Collect MCA21 filings including annual returns, financial statements, director data, charges, and insolvency records for any registered company.

📊
Regulatory Orders & Actions

Monitor SEBI, RBI, IRDAI, CCI, and other regulatory agencies for enforcement orders, show-cause notices, and settlement proceedings.

💡
Patent & Trademark Data

Extract patent applications, grant records, claims, assignee data, and trademark filings from IP India, USPTO, EPO, and WIPO.

📰
Legal News & Developments

Aggregate legal news, legislative updates, and regulatory guidance from legal publishers and official government gazettes.

Data Fields

What We Extract

Every field you need, structured and ready to use downstream.

Case CitationCourtDatePartiesJudgesActs CitedCases CitedOutcomeHeadnotesCINDirector NameDINFiling TypeFiling DateCharge DetailsInsolvency StatusSEBI OrderPatent NumberClaimsAssigneeFiling DateGrant DateIPC ClassTrademark ClassJurisdictionEnforcement Action
Process

How Our Legal Data Scraping Service Works

A proven process that turns any source into clean structured data — reliably.

01
Define Legal Data Scope
Specify courts, registries, regulatory agencies, and data types relevant to your use case — by jurisdiction, date range, or entity.
02
Public Record Crawling
Our scrapers navigate court portals, regulatory databases, and company registries with rate-respectful extraction strategies.
03
PDF Document Processing
Judgments, orders, and filings extracted from PDFs using layout-aware parsing to surface structured fields from unstructured legal documents.
04
Entity Normalisation
Company names, court citations, act references, and party names normalised using legal ontologies and cross-source entity matching.
05
Deliver & Alert
Structured legal data delivered to your platform or database. Monitoring alerts triggered when new filings or orders match your defined criteria.
Sample Output
response.json
{
  "status":     "success",
  "source":     "indiankanoon",
  "scraped_at": "2025-03-20T07:00:00Z",
  "case": {
    "citation":   "2024 SCC OnLine SC 1842",
    "court":      "Supreme Court of India",
    "date":       "2024-11-12",
    "parties":    "State of Rajasthan v. Ramesh Kumar",
    "judges":     ["J. Chandrachud","J. Narasimha"],
    "acts_cited": ["IPC s.302","CrPC s.313"],
    "outcome":    "Appeal allowed",
    "headnotes":  "Criminal law — sentencing..."
  }
}
Technical Stack

Enterprise-Grade Infrastructure

Built on proven open-source tools and cloud infrastructure — no vendor lock-in.

📄
Legal PDF Processing

Court judgments and regulatory orders extracted from complex PDF layouts — including footnotes, citations, and multi-column formatting.

🔗
Legal Citation Parsing

Structured extraction of case citations, statute references, and cross-case links — building citation graphs for legal research applications.

🏢
MCA21 & Registry Integration

Comprehensive extraction from MCA21 company filings, including all form types, document attachments, and director-company relationship mapping.

⚖️
Multi-Jurisdiction Coverage

Indian courts at all levels, UK Companies House, US PACER, EU legal databases, and international IP registries covered in a unified pipeline.

🔍
Entity Resolution for Legal Records

Company and individual names normalised across sources using CIN, DIN, PAN, and name-matching to reconcile inconsistent legal record formatting.

📡
Regulatory Change Monitoring

Continuous monitoring of SEBI, RBI, IRDAI, and CCI portals detects new enforcement actions and orders within hours of publication.

Tools & Technologies
PythonScrapyPlaywrightaiohttpBeautifulSoup4pdfplumberPyMuPDFspaCyRedisPostgreSQLElasticsearchMongoDBBigQueryAWS LambdaDockerParquetAirflow
Use Cases

Built for Every Team

From solo analysts to enterprise data teams — here's how organizations use this data.

01
LegalTech Research Platforms
Power case law search and legal research tools with comprehensive, structured judgment data and citation networks.
02
Corporate Due Diligence
Screen companies and their directors for litigation history, regulatory sanctions, and insolvency proceedings before transactions.
03
Compliance & Regulatory Intelligence
Monitor enforcement actions and regulatory orders from SEBI, RBI, IRDAI, and CCI affecting your industry or competitive set.
04
Patent Landscape Analysis
Map competitor patent filing activity by technology class and geography to guide R&D investment and freedom-to-operate assessments.
05
Law Firm Business Development
Identify companies with active litigation, regulatory exposure, or IP filing activity as signals of legal service need.
06
Empirical Legal Research
Build structured court datasets for research into judicial behaviour, case outcome patterns, and legal system efficiency.

Public Legal Records Are Underexploited Intelligence

Decades of court judgments, millions of company filings, and years of regulatory orders are all matters of public record — but their value is locked in inconsistent formats, fragmented portals, and PDFs that resist analysis. DataFlirt extracts and structures this public legal record into queryable, normalised datasets that LegalTech platforms, compliance teams, and researchers can actually use.

Pricing

Simple, Scalable Pricing

Start free and scale as your data needs grow.

Starter
$99/mo

For small teams and projects getting started with data.

  • 50,000 records/month
  • 5 data sources
  • Daily refresh
  • JSON & CSV export
  • Email support
Get Started
Enterprise
Custom

For large organizations with custom requirements.

  • Unlimited records
  • Dedicated infrastructure
  • Real-time delivery
  • SLA guarantees
  • Account manager
  • Custom integrations
Contact Sales
FAQ

Common Questions

Everything you need to know before getting started.

Do you cover Indian courts at all levels?
Yes. Supreme Court, all 25 High Courts, and district courts accessible via eCourts. Tribunal data from NCLT, NCLAT, SAT, TDSAT, and others is also available.
Can you extract data from MCA21 company filings?
Yes. All publicly accessible MCA21 filings — annual returns, financial statements, charges, director appointments and resignations, and insolvency records — are collected and structured.
How do you handle legal PDF documents?
We use layout-aware PDF extraction combining pdfplumber and PyMuPDF to parse judgments and orders into structured fields. Complex formatting, footnotes, and multi-column layouts are handled with purpose-built extraction logic.
Do you scrape SEBI and other regulatory databases?
Yes. SEBI enforcement orders, settlement proceedings, and listed company disclosures are collected. We also cover RBI, IRDAI, CCI, and other central regulatory bodies.
Is scraping public court records legal?
Public court records are matters of public record and are accessible for research and analysis purposes. We operate within the access policies of each court system. Clients should review applicable laws for their specific use case.
Can you monitor for new filings involving a specific company?
Yes. We set up entity-specific monitoring that alerts you when a company, director, or individual appears in new court filings, regulatory orders, or MCA submissions.
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