3X METADATA INTELLIGENCE

Discover & Document Your Entire Data Estate in Hours.

Enterprise data estates with thousands of undocumented tables, pipelines, and business rules across Snowflake, Databricks, BigQuery, Teradata, Oracle, SQL Server, and legacy databases. 3X Metadata Intelligence automatically extracts, enriches, and documents metadata for 10,000+ objects at scale, delivering SME-grade data cataloging, lineage mapping, and compliance-ready documentation in hours.

3XDE

Metadata Intelligence

AI-Powered Discovery

DATA DICTIONARY

LINEAGE MAPS

COMPLIANCE REPORTS

10,000+Metadata objects documented

HoursTo generate first-pass metadata intelligence

End to EndLineage, dictionary, and business context

Always CurrentDocumentation continuously refreshed

WITHOUT 3X METADATA INTELLIGENCE

Metadata DiscoveryWeeks of discovery

Data Dictionary CreationManual, time-consuming

Lineage MappingPartial or missing

PII IdentificationManual, incomplete

Documentation FreshnessOutdated quickly

Business ContextTribal knowledge only

Team OnboardingWeeks to ramp

WITH 3X METADATA INTELLIGENCE

Metadata DiscoveryFirst pass in hrs

Data Dictionary CreationAuto-generated

Lineage MappingEnd to end

PII IdentificationFlagged automatically

Documentation FreshnessContinuously refreshed

Business ContextAI-inferred

Team OnboardingSelf service from day one

Problems we solve

Every stalled data migration, governance initiative, and AI readiness program traces back to the same root cause: incomplete, inaccurate, or missing metadata across the enterprise data estate. Basic metadata extraction tools capture structure but miss business context. 3X Metadata Intelligence eliminates these gaps with AI-powered enrichment and graph-based relationship inference at scale.

Thousands of Undocumented Tables

Data estates across Snowflake, Databricks, BigQuery, Teradata, Oracle, and legacy databases with no business context or ownership records. Basic catalogs extract schema. Without context engineering, metadata is meaningless labels.

Outdated and Inaccurate Definitions

Data dictionaries filled with generic, auto-generated descriptions that no longer reflect reality. Stale docs mislead consumers. Migration and governance decisions made on metadata teams can't trust

Missing or Outdated Data Lineage

No end-to-end lineage from source through ETL to reporting layers. Without graph-based dependency analysis, impact analysis is guesswork and quality issues can't be traced.

Stalled Data Governance and Compliance

Governance and compliance programs blocked by incomplete metadata. Teams can't identify PII, classify sensitive data, or produce audit-ready reports for GDPR, HIPAA, and SOX. Without automated PII discovery and compliance mapping, risk is invisible until it's too late.

Slow Data Team Onboarding

New engineers, analysts, and architects take months to learn the estate. No searchable catalog, no functional docs, no self-service discovery. Every question routes back to overloaded SMEs.

Migration Planning Blocked by Uncertainty

Cloud migration planning stalls because teams can't scope what moves, how objects connect, or what logic sits inside flows. Without graph-mapped relationships, estimates are guesswork.

Key features

3X Metadata Intelligence combines Advanced RAG, Context Engineering, and Graph Intelligence to deliver accurate, enriched, production-ready metadata documentation, not incomplete data catalogs filled with generic descriptions that go stale the day they're published.

Universal Platform Connectivity

Read-only connectivity across Snowflake, Databricks, BigQuery, Teradata, Oracle, SQL Server, PostgreSQL, Data Lakes, Lakehouses, NoSQL, and mainframe. Unified extraction through one engine.

Graph Intelligence and Advanced Processing

Powered by Graph Intelligence, Advanced RAG, and Context Engineering. Maps multi-hop relationships, infers dependencies, resolves implicit joins, and traces flows. Every connection validated, not assumed.

SME-Grade Documentation Generation

Advanced RAG and Context Engineering auto-generate functional docs, enriched dictionaries, ERD diagrams, lineage maps, and technical specs at object, table, and column level. Contextually accurate, not template text.

Automated PII Discovery and Compliance Reporting

PII detection and sensitive data classification across every table and column with contextual inference. Audit-ready reports for GDPR, HIPAA, SOX, and industry regulations. Catches patterns keyword scanners miss.

Business Context and Functional Insights

Context Engineering infers business meaning, transformation logic, and functional purpose for every object. Not just what the data is, but what it means and why it matters.

Data Usage Analytics and KPI Recommendations

Analyzes SQL query patterns, access frequency, and consumption metrics to recommend BI KPIs, flag unused objects, and optimize costs across Snowflake, Databricks, and BigQuery.

How it works

A multi-stage intelligent pipeline that scans, analyzes, and documents your entire data estate automatically.

Instant SME-Grade Metadata & Documentation for 1,000s of Objects, In Minutes

YOUR DATA ASSETS

3X METADATA INTELLIGENCE

DELIVERABLES

Databases

Data Warehouses

Data Lakes

Lakehouses

File Systems

NoSQL Stores

ETL Tools / Scripts

Deep Object-Level Scan

Context & Relationship Inference

Metadata Generation & Enrichment

Exploratory Data Analysis

Context Engineering

Platform Agnostic

Object-Level Granular Metadata

SME-Grade Documentation

Compliance and PII Reports

Business, Functional and Technical Insights

KPI Recommendations

Data Usage Guide

Enterprise-ready
Searchable
Governance-Aligned
API-Integrable

Sample outputs

Every discovery run produces structured, auditable deliverables. Here's a live preview of what your team receives.

Discovery Summary
Data Dictionary
PII & Compliance
Lineage & Relationships

DISCOVERY OVERVIEW

4,238Total Objects

3,891Fully Documented

347Needs Review

DOCUMENTATION COVERAGE

91.8%

Fully Automated Documentation Rate

COVERAGE BY OBJECT TYPE

Tables96% documented

Views93% documented

Stored Procedures88% documented

Functions85% documented

Schemas & Databases99% documented

Platform coverage

3X Metadata Intelligence extracts and catalogs metadata natively from every major data platform.

Snowflake

Tables, views, stages, pipes

SupportedCloud DW

Databricks

Unity Catalog, Delta Lake

SupportedLakehouse

BigQuery

Datasets, routines, models

SupportedCloud DW

Teradata

Tables, macros, stored procs

SupportedLegacy

Oracle

Schemas, PL/SQL, packages

SupportedLegacy

SQL Server

Databases, T-SQL objects

SupportedOn-Prem

Microsoft Fabric

Synapse, OneLake, pipelines

SupportedCloud

PostgreSQL

Schemas, extensions, types

SupportedOpen Source

Success Stories

3X Metadata Intelligence supports the most in-demand enterprise data platforms. Same AI-powered engine, same quality gates, adapted for each source-to-target platform pair.

Custom accelerator suite architecture showing SI delivery challenges converted into branded in-house tools across the data engagement lifecycle.

US System Integrator Builds In-House Accelerator Suite for 300+ Data Specialists

A data and analytics system integrator wanted to standardize how 300+ specialists produced delivery artifacts across pre-sales and active programs. Technical specifications, estimates, solution designs, project plans, and migration assessments were being created manually with inconsistent quality. 3X Data Engineering helped design and build a fully branded in-house accelerator suite that codified the firm’s delivery methodology and scaled consistent artifact generation across the organization.

Acceleration Advisory

Pre-acquisition data engineering assessment flow from legacy SQL Server and Oracle estate to board-ready deliverables in 10 business days.

Private Equity Firm Gets Data Engineering Assessment Before Acquisition Close in 10 Days

A private equity firm needed to understand the modernization effort behind a target company’s legacy SQL Server and Oracle estate before acquisition close. The operating team lacked visibility into system complexity, dependencies, PII exposure, and post-close integration risk. 3X Data Engineering completed a source-connected assessment in 10 business days, delivering object-level complexity scoring, dependency mapping, two modernization effort scenarios, and a board-ready integration briefing.

Acceleration Advisory

AI-augmented delivery adoption framework for a 60-person fintech data team across six workstreams and five deployed accelerators.

60-Person Fintech Data Team Adopts AI-Augmented Delivery in 12 Weeks

A fintech data engineering organization with 60 people was running six active workstreams using a fully manual delivery model. Requirements, source profiling, technical specifications, code, and documentation were handled by hand, creating delays and quality issues. 3X Data Engineering ran a 12-week acceleration advisory engagement, deployed five accelerators, created role-based playbooks, and certified 15 internal champions so the team could sustain AI-augmented delivery independently.

Acceleration Advisory

Why 3X Metadata Intelligence

Everything your team needs to discover, document, and govern your entire enterprise data estate, delivered with the accuracy and depth that only Advanced RAG, Context Engineering, and Graph Intelligence can provide. No manual data cataloging. No shallow metadata. No tribal knowledge dependency.

Hours, Not Weeks

Metadata discovery, enriched dictionaries, lineage, and functional docs for thousands of objects in hours. Replaces 6 to 8 weeks of manual analysis and SME interviews.

Enterprise Scale, Deep Understanding

Handles estates with 10,000+ tables across platforms, databases, data lakes, and cloud environments simultaneously. Graph Intelligence maps every relationship at scale.

Always Current, Always Accurate

Continuous refresh keeps documentation in sync with schema changes, new tables, and modified pipelines. Every refresh maintains the same depth as the initial analysis, not a shallow diff.

Full Ownership

All extracted metadata, documentation, ERD diagrams, and lineage maps become permanent enterprise assets. Full IP ownership with optional source code access. No vendor lock-in.

See Metadata Intelligence in Action

Get a personalised walkthrough tailored to your data engineering{' '}needs and metadata management challenges.

Let's talk scale.

Our team of engineering experts and AI architects is ready to help you accelerate your data modernization journey.

Email

Phone / Text

Headquarters

4000, Barranca Pkwy, Suite 250,
Irvine, CA 92604