STARDO G ENTERPRISE KNOWLEDGE GRAP H 1
KNOWLEDGE GRAPH = INFRASTRUCTURE 2 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 – 3 Stardog Union Proprietary & Confidential
ENTERPRISE DATA LIVES IN SILOS 4 Stardog Union Proprietary & Confidential
ENTERPRISE DATA LIVES IN SILOS Enterprises have data infrastructure in DATA LAKE production, continuously modernizing NoSQL over 4+ DECADES OF IT PDF SQL M&A, global markets and lines of business lead to WALLED GARDENS of data investments, meaning and schema COMMERCIAL PYTHON / R Every 5 years somebody tries to FIX IT EDW ALL OVER AGAIN Tower of Babel - Gerad Hoet, 1700 5 Stardog Union Proprietary & Confidential
ENTERPRISE DATA LIVES IN SILOS Enterprises have data infrastructure in INVESTMENT production, continuously modernizing BI over 4+ DECADES OF IT CDO RISK M&A, global markets and lines of business lead to WALLED GARDENS of data investments, meaning and schema COMMERCIAL FRONT OFFICE Every 5 years somebody tries to FIX IT DATA SCIENCE ALL OVER AGAIN Tower of Babel - Gerad Hoet, 1700 6 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 7 Stardog Union Proprietary & Confidential
IF YOU CAN’ T BEAT SILOS, JOIN THEM 8 Stardog Union Proprietary & Confidential
IF YOU CAN’ T BEAT SILOS, JOIN THEM FLEXIBLE REUSABLE 9 Stardog Union Proprietary & Confidential
STARDOG PLATFORM ANALYTICS & BI DATA GOVERNANCE & CUSTOMER BUSINESS CONSUMERS MANAGEMENT BUSINESS REPORTING VISUALIZATION & REPORTING MACHINE LEARNING & SEARCH QUERIES & TRAVERSALS API SERVICES DECLARATIVE MODEL Existing Business Glossary Existing reference data models, CDE mappings Existing metadata, data management repositories SUPPLEMENTAL ONTOLOGIES, REASONING VIRTUAL GRAPH BITES & NLP (Virtual Mappings, Federated Queries & Integrated ETL) (Extraction, Linking & Indexing) DATA LAKE RDBMS NOSQL UNSTRUCTURED UNSTRUCTURED 10 Stardog Union Proprietary & Confidential
STARDOG PLATFORM ANALYTICS & BI DATA GOVERNANCE & CUSTOMER BUSINESS CONSUMERS MANAGEMENT BUSINESS REPORTING VISUALIZATION & REPORTING MACHINE LEARNING & SEARCH QUERIES & TRAVERSALS API SERVICES DECLARATIVE MODEL Existing Business Glossary Existing reference data models, CDE mappings Existing metadata, data management repositories SUPPLEMENTAL ONTOLOGIES, REASONING VIRTUAL GRAPH BITES & NLP (Virtual Mappings, Federated Queries & Integrated ETL) (Extraction, Linking & Indexing) DATA LAKE RDBMS NOSQL UNSTRUCTURED UNSTRUCTURED 11 Stardog Union Proprietary & Confidential
CS1: BANKWIDE KNOWLEDGE GRAPH BUSINESS DRIVERS GOALS & OUTCOMES • Increased focus on enterprise-wide risk • Precise recall and lineage for every data element in the platform to satisfy regulators • Demand for availability of data, • “Kill Excel and the cottage industry of data analytics to drive decisions in the bank management and integration within the bank ” “Become the Amazon of the financial services sector” 12 Stardog Union Proprietary & Confidential
CS1: BANKWIDE KNOWLEDGE GRAPH Business Bank Institutional Data Science & Consumers Developers Clients Analytics PLATFORM DATA FLOW Rest API and Data Services Business Applications and Reporting Stardog Production Cluster Stardog Staging Environment (Data Cleaning) NIGHTLY ETL External Data Bank RDBMS and Data Lake (3rd Party, Markets, Institutional) 13 Stardog Union Proprietary & Confidential
CS2: EA & SYSTEMS MONITORING BUSINESS DRIVERS GOALS & OUTCOMES • Increased focus on systems/data • Over 300 disparate data sources in a virtual graph (DB2, Sybase, NoSQL, Splunk) dependency • Comprehensive network topology of IT assets, • Need to respond to SR-14 applications and data dependencies technology/network requirements “An hours - long triage of outages is a 50ms query now” 14 Stardog Union Proprietary & Confidential
CS2: EA & SYSTEMS MONITORING PROPRIETARY UI Developers EA & Engineers OPEN API PLATFORM DATA FLOW REST & GRAPHQL SPARQL QUERIES VIRTUAL MAPPINGS Stardog Knowledge Graph USER/LDAP AND IT ASSET INVENTORIES LOGS AND STATE DATA APPLICATION GRAPHS 15 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 16 Stardog Union Proprietary & Confidential
LET’S TALK FIBO! A.J. COOK , NORTH AMERICAN SALES AJ@STARDOG.COM 17
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