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by Sandeep Uttamchandani
The Self-Service Data Roadmap
1. Metadata Catalog Service
Journey Map Context
Understanding Datasets
Analyzing Datasets
Knowledge Scaling
Minimizing Time to Interpret
Extracting Technical Metadata
Extracting Operational Metadata
Gathering Tribal Knowledge
Defining Requirements
Technical Metadata Extractor Requirements
Operational Metadata Requirement
Tribal Knowledge Aggregator
Implementation Service
Source-specific Connectors pattern
Lineage Correlation pattern
Tribal Knowledge Pattern
Summary
2. Search Service
Journey Map Context
Feasibility Analysis of Business Problem
Selecting relevant datasets for data prep
Re-using existing artifacts for prototyping
Minimizing Time to Find
Indexing of datasets and artifacts
Ranking results
Access control
Defining Requirements
Indexer Requirements
Ranking Requirements
Access Control Requirements
Non-functional Requirements
Implementation Patterns
Push-Pull Indexer pattern
Hybrid Search Ranking Pattern
Catalog Access Control Pattern
Summary
3. Feature Store Service
Journey Map Context
Finding Available Features
Training Set Generation
Feature Pipeline for Online Inference
Minimize Time to Featurize
Feature Computation
Feature Serving
Defining Requirements
Feature Computation
Serving
Non-functional Requirements
Implementation
Hybrid Feature Computation pattern
Feature Registry Pattern
Summary
4. Data Movement Service
Journey Map Context
Aggregating Data Across Sources
Moving Raw Data to Specialized Query Engines
Moving Processed Data to Serving Stores
Exploratory Analysis Across Sources
Minimizing Time to Data Availability
Data Ingestion Configuration and Change Management
Compliance
Data Quality Verification
Defining Requirements
Ingestion Requirements
Transformation Requirements
Compliance Requirements
Verification Requirements
Non-functional Requirements
Implementation Patterns
Batch Ingestion Pattern
Database Change Data Capture Ingestion Pattern
Event Aggregation Pattern
Summary
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The Self-Service Data Roadmap
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