STARDO G ENTERPRISE KNOWLEDGE GRAP H 1 KNOWLEDGE GRAPH = - - PowerPoint PPT Presentation

STARDO G

ENTERPRISE KNOWLEDGE GRAP H

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Stardog Union Proprietary & Confidential

KNOWLEDGE GRAPH = INFRASTRUCTURE

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Stardog Union Proprietary & Confidential

STARDOG AND FIBO

• STARDOG

– Knowledge Graph platform built on W3C stack – SPARQL working group – OWL, OWL2 working groups

• FIBO

– Technical partnership, software

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Stardog Union Proprietary & Confidential

ENTERPRISE DATA LIVES IN SILOS

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Stardog Union Proprietary & Confidential

ENTERPRISE DATA LIVES IN SILOS

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Tower of Babel - Gerad Hoet, 1700

Enterprises have data infrastructure in production, continuously modernizing

• ver 4+ DECADES OF IT

M&A, global markets and lines of business lead to WALLED GARDENS of data investments, meaning and schema Every 5 years somebody tries to FIX IT ALL OVER AGAIN

NoSQL COMMERCIAL PDF PYTHON / R DATA LAKE SQL EDW

Stardog Union Proprietary & Confidential

ENTERPRISE DATA LIVES IN SILOS

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Tower of Babel - Gerad Hoet, 1700

Enterprises have data infrastructure in production, continuously modernizing

• ver 4+ DECADES OF IT

M&A, global markets and lines of business lead to WALLED GARDENS of data investments, meaning and schema Every 5 years somebody tries to FIX IT ALL OVER AGAIN

BI COMMERCIAL CDO FRONT OFFICE INVESTMENT RISK DATA SCIENCE

Stardog Union Proprietary & Confidential

YOU CAN’ T FIX SILOS WITH SILOS

• THOUSANDS of copied tables, warehouses, ARMIES of ETL & SQL devs
• Data Lakes that create LINEAGE & DATA DELIVERY problems
• POINT-USE APPLICATIONS that enable fiefdoms, punt on data strategy
• NOSQL that provides a LOW/NO CALORIE ENGINEERING FIX

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Stardog Union Proprietary & Confidential

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IF YOU CAN’ T BEAT SILOS, JOIN THEM

Stardog Union Proprietary & Confidential

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IF YOU CAN’ T BEAT SILOS, JOIN THEM

FLEXIBLE REUSABLE

Stardog Union Proprietary & Confidential

STARDOG PLATFORM

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VIRTUAL GRAPH

(Virtual Mappings, Federated Queries & Integrated ETL)

BITES & NLP

(Extraction, Linking & Indexing)

API SERVICES

CUSTOMER BUSINESS CONSUMERS

DATA GOVERNANCE & MANAGEMENT

QUERIES & TRAVERSALS

DECLARATIVE MODEL Existing Business Glossary Existing reference data models, CDE mappings Existing metadata, data management repositories SUPPLEMENTAL ONTOLOGIES, REASONING

VISUALIZATION & REPORTING MACHINE LEARNING & SEARCH

ANALYTICS & BI BUSINESS REPORTING RDBMS NOSQL UNSTRUCTURED DATA LAKE UNSTRUCTURED

Stardog Union Proprietary & Confidential

STARDOG PLATFORM

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VIRTUAL GRAPH

(Virtual Mappings, Federated Queries & Integrated ETL)

BITES & NLP

(Extraction, Linking & Indexing)

API SERVICES

CUSTOMER BUSINESS CONSUMERS

DATA GOVERNANCE & MANAGEMENT

QUERIES & TRAVERSALS

DECLARATIVE MODEL Existing Business Glossary Existing reference data models, CDE mappings Existing metadata, data management repositories SUPPLEMENTAL ONTOLOGIES, REASONING

VISUALIZATION & REPORTING MACHINE LEARNING & SEARCH

ANALYTICS & BI BUSINESS REPORTING RDBMS NOSQL UNSTRUCTURED DATA LAKE UNSTRUCTURED

Stardog Union Proprietary & Confidential

CS1: BANKWIDE KNOWLEDGE GRAPH

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BUSINESS DRIVERS

• Increased focus on enterprise-wide risk
• Demand for availability of data,

analytics to drive decisions in the bank

GOALS & OUTCOMES

• Precise recall and lineage for every data

element in the platform to satisfy regulators

• “Kill Excel and the cottage industry of data

management and integration within the bank”

“Become the Amazon of the financial services sector”

Stardog Union Proprietary & Confidential

13 Business Consumers Data Science & Analytics Bank Developers Institutional Clients Rest API and Data Services Business Applications and Reporting Stardog Production Cluster Stardog Staging Environment (Data Cleaning) Bank RDBMS and Data Lake External Data (3rd Party, Markets, Institutional) NIGHTLY ETL

PLATFORM DATA FLOW

CS1: BANKWIDE KNOWLEDGE GRAPH

Stardog Union Proprietary & Confidential

CS2: EA & SYSTEMS MONITORING

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BUSINESS DRIVERS

• Increased focus on systems/data

dependency

• Need to respond to SR-14

technology/network requirements

GOALS & OUTCOMES

• Over 300 disparate data sources in a virtual

graph (DB2, Sybase, NoSQL, Splunk)

• Comprehensive network topology of IT assets,

applications and data dependencies

“An hours-long triage of outages is a 50ms query now”

Stardog Union Proprietary & Confidential

15 PROPRIETARY UI OPEN API Developers EA & Engineers REST & GRAPHQL SPARQL QUERIES

Stardog Knowledge Graph

IT ASSET INVENTORIES VIRTUAL MAPPINGS

PLATFORM DATA FLOW

CS2: EA & SYSTEMS MONITORING

LOGS AND STATE DATA USER/LDAP AND APPLICATION GRAPHS

Stardog Union Proprietary & Confidential

YOU GET A KNOWLEDGE GRAPH!

• NASA has built an engineering, vendor, and expertise knowledge graph
• BNY MELLON & MORGAN STANLEY are delivering firmwide data
• NIH & NCI are building grant/research knowledge graphs, building the NCIT
• APPLE & SAMSUNG are improving Maps, streamlining reporting and maintenance
• BOSCH is delivering a universal product catalog and streamlining supply chain

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LET’S TALK FIBO!

A.J. COOK , NORTH AMERICAN SALES

AJ@STARDOG.COM

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