Data Matching REST API, Matching Engine Architecture, and Modern Pipeline Design
A data matching REST API exposes fuzzy deduplication as HTTP endpoints — letting any pipeline trigger matches, retrieve scored results, and push golden records without file transfers. Here’s how the full architecture works.
Data Quality Framework: How to Build a Stage-by-Stage Data Quality Program
A data quality framework moves raw data through six defined stages — profiling, cleansing, standardisation, deduplication, validation, and monitoring — so every downstream system receives accurate, consistent data.
Merge Purge: How to Consolidate Overlapping Datasets Without Losing Data Integrity
Merge purge combines overlapping datasets into one deduplicated master file using fuzzy matching and survivorship rules — without dropping valid records or corrupting field values.
Senzing Entity Resolution: How It Works | Match Data Pro
Senzing entity resolution uses graph-based probabilistic matching to link records across siloed systems without a shared ID. Pre-trained, real-time, no hand-crafted rules. Free trial, no contract.
Data Match Merging: Survivorship Rules, Conflict Resolution & Golden Records
Data match merging combines fuzzy-matched records into a single authoritative golden record using survivorship rules and field-level conflict resolution. Learn the full pipeline.
First Matching Condition Scoring Rules | Match Data Pro
First matching condition scoring rules convert revenue ranges into band scores for deterministic fuzzy matching. Worked examples. Free trial, no contract.
Fuzzy Name Matching Software: Algorithms | Match Data Pro
Compare fuzzy name matching software. Algorithms, use cases and thresholds for linking records despite name misspellings and variants. Free trial, no contract.
Address Data Cleansing Software & Guide | Match Data Pro
Address data cleansing parses, validates, and deduplicates postal records at scale. CASS-certified, fuzzy matching, 6-stage pipeline. Free trial, no contract.
ZIP+4 Code Extension & CASS Verification | Match Data Pro
The ZIP+4 code extension is a 4-digit USPS suffix pinpointing delivery segments. Append and verify ZIP+4 with CASS-certified matching. Free trial, no contract.
What Is an MCP Server for Data Quality?
An MCP server exposes software tools to AI agents via a standardised protocol. For data quality, it means any AI assistant can drive deduplication, fuzzy matching, cleansing and entity resolution — without custom integration code.