Subject Matter Experts in Entity Resolution

Architecting Golden Records.
Scaling Master Data.

With a proven track record of delivering bespoke data consulting to major financial institutions in Canada, the US, and Europe, our team of expert architects has recently launched our dedicated, enterprise-grade Entity Resolution product to automate golden record creation at scale.

End-to-End Reference Data Architecture

We design and integrate standard, scalable processes to normalize, link, and master enterprise records.

STAGE 01

Data Pipeline & Ingestion

Setup high-throughput batch and streaming connections to ingest raw, unstructured, and messy customer or transaction records directly into a unified cloud Data Lake.

  • Legacy & CRM database connectors
  • JSON, CSV, & XML schema-on-read parsing
  • High-scale streaming (Apache Kafka)
  • Decoupled cloud storage target staging
STAGE 02

Data Cleansing & Deduplication

Normalize record attributes, standardize formats, and resolve global addresses using bespoke and custom parsers (incorporating NLP-based splitting) to significantly improve resolution accuracy.

  • Bespoke global address parsing models
  • Phone, email, and postal code standardizations
  • Date validation & ISO standard formatting
  • Exact-match primary key deduplication
STAGE 03

Entity Resolution

Link records across disjointed systems to power KYC, AML, MDM, and Fraud detection. We ingest and resolve third-party provider registries (like D&B and S&P) with your internal customer data, enriching golden records with critical external context.

  • KYC, AML, and Fraud detection schemas
  • D&B and S&P third-party data resolution
  • Jaro-Winkler & Levenshtein similarity scoring
  • Graph-based linkage & cluster analysis
STAGE 05

Master Data Management (MDM)

Establish the central golden record registry, define attribute survivorship rules, and set up bi-directional synchronization to distribute master records.

  • Golden Record registries and survivorship
  • Operational database sync & replication loops
  • Active Data Governance & Stewardship hubs
  • Multi-domain master hubs (Customer, Product)

Interactive ER Sandbox

See how our Entity Resolution framework ingests, standardizes, resolves keys, and builds Golden Records in real-time.

1. Select Preset Data

Or Edit Source Records

Configured Blocking Keys

Step 1

Cleansing & Normalization

Step 2

Key Clustering

Step 3

Golden Records

Bespoke Products & Enterprise Consultancy

Leveraging years of experience serving large financial institutions in Canada, the US, and Europe, we combine a dedicated core product with bespoke consulting solutions.

01

Dedicated Core Product

We have recently launched our dedicated, enterprise-grade Entity Resolution and Master Data Management product. Engineered for high compliance, it can be deployed directly onto your on-premise compute or standard cloud infrastructures (AWS, GCP, Databricks, Snowflake). Your sensitive data stays within your firewall and never leaves your secure premise.

02

Bespoke Financial Consulting

We provide custom, high-security data consulting services to major financial institutions across Canada, the US, and Europe. Our specialists audit legacy pipelines, layout target data lake models, and design systems complying with strict regulatory rules.

03

Architecture & support

From lakehouse setups (Delta Lake, Snowflake) to streaming deployments (Kafka, Flink), we construct custom pipelines and offer ongoing SLAs, data quality monitoring, and troubleshooting support for operational peace of mind.

TECHNICAL WHITEPAPER

KMH ER & MDM Implementation Framework

Explore our enterprise reference architecture and implementation framework. This document reviews cleaning protocols, blocking methods, Jaro-Winkler scoring mechanics, and multi-source survivorship models.

View Source Markdown
Ingestion
Resolution Engine
Golden Hub
Ingested: 120,402 records
Matching Pairs: 84,204 links
Resolved Entities: 36,198 golden
KMH_ER_MDM_Implementation_Framework.md

Schedule an Architectural Alignment

Need tailored data management software or guidance on your pipeline design? Connect with a KMH consultant. We will assess your stack and outline a high-performance resolution strategy.

Email Enquiries

info@kmhdata.com

Headquarters

Burlington, Canada