More Related Content Similar to The Year of the Graph (20) More from Cambridge Semantics (20) The Year of the Graph1. The Year of the Graph
Ben Szekely, VP Solution Engineering
3. ©2018 Cambridge Semantics Inc. All rights reserved.
Data Lake
Architecture
Semantic
Layer
Graph
Database
Technology
Graph
Database
Technology
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1. Graph Database offerings are showing maturity
in capability and diversity
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On-line Transaction Processing
(OLTP)
On-line Analytical Processing
(OLAP)
Large number of short
transactional queries
(ex: SELECT, UPDATE, DELETE)
Relatively fewer but complex
analytical queries on large data
(ex: AVERAGE, SUM, COUNT)
Graph Database Market Segmentation
9. ©2018 Cambridge Semantics Inc. All rights reserved.
Relational
Databases
Graph
Databases
On-line Transaction Processing
(OLTP)
On-line Analytical Processing
(OLAP)
Large number of short
transactional queries
(ex: SELECT, UPDATE, DELETE)
Relatively fewer but complex
analytical queries on large data
(ex: AVERAGE, SUM, COUNT)
Graph Database Market Segmentation
10. ©2018 Cambridge Semantics Inc. All rights reserved.
Relational
Databases
Graph
Databases
AnzoGraph™
Graph
Databases
Relational
Databases
On-line Transaction Processing
(OLTP)
On-line Analytical Processing
(OLAP)
Large number of short
transactional queries
(ex: SELECT, UPDATE, DELETE)
Relatively fewer but complex
analytical queries on large data
(ex: AVERAGE, SUM, COUNT)
Graph Database Market Segmentation
14. ©2018 Cambridge Semantics Inc. All rights reserved.
Today’s Graph Application
Harmonize and Connect Data Across N>1 Data Sources
Firmographics Data
Citeline Data
Salesforce Data
Multi-value cells
need to be parsed
No schemas exist to
interlink data
15. ©2018 Cambridge Semantics Inc. All rights reserved.
Today’s Graph Application
Harmonize and Connect Data Across N>1 Data Sources
Firmographics Data
Citeline Data
Salesforce Data
Multi-value cells
need to be parsed
No schemas exist to
interlink data
18. ©2018 Cambridge Semantics Inc. All rights reserved.
Driving Digital Transformation of the Science-Driven Business
Graph provides a
data model flexible
and scalable enough
to digitize even the
most complex
business processes
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The Semantic Layer
A human-readable representation of data that uniquely identifies and connects data with common business terms.
A layer that helps end users access data autonomously, securely and confidently.
24. ©2018 Cambridge Semantics Inc. All rights reserved.
An Information Fabric in the Life Sciences Industry
Drug Discovery Preclinical Product Development FDA Review
Scale Up
Production
Post Marketing
Surveillance
PHASE 1 PHASE 2 PHASE 3
~5,000-10,000
Compounds
250
Compounds
5
Compounds
3-6 Years 6-7 Years 0.5 - 2 Years Indefinite
INDSUBMITTED
NDA/BLASUBMITTED
PREDISCOVERY
Number of Volunteers
20-100 100-500 1,000-5,000
$538m $119m $219m $255m $251m $39m
FDA Approved
Clinical Trial
Exploratory Analytics
25. ©2018 Cambridge Semantics Inc. All rights reserved.
An Information Fabric in the Life Sciences Industry
Drug Discovery Preclinical Product Development FDA Review
Scale Up
Production
Post Marketing
Surveillance
PHASE 1 PHASE 2 PHASE 3
~5,000-10,000
Compounds
250
Compounds
5
Compounds
3-6 Years 6-7 Years 0.5 - 2 Years Indefinite
INDSUBMITTED
NDA/BLASUBMITTED
PREDISCOVERY
Number of Volunteers
20-100 100-500 1,000-5,000
$538m $119m $219m $255m $251m $39m
FDA Approved
Clinical Data
Standards Mgmt
Clinical Trial
Exploratory Analytics
Real World
Research
PV & Safety Case
Management
26. ©2018 Cambridge Semantics Inc. All rights reserved.
An Information Fabric in the Life Sciences Industry
Drug Discovery Preclinical Product Development FDA Review
Scale Up
Production
Post Marketing
Surveillance
PHASE 1 PHASE 2 PHASE 3
~5,000-10,000
Compounds
250
Compounds
5
Compounds
3-6 Years 6-7 Years 0.5 - 2 Years Indefinite
INDSUBMITTED
NDA/BLASUBMITTED
PREDISCOVERY
Number of Volunteers
20-100 100-500 1,000-5,000
R & D
Intelligence (CI)
$538m $119m $219m $255m $251m $39m
FDA Approved
Product Development
& Regulatory
Clinical Trial
Operations
Medical Advisory
Board Analytics
Clinical Data
Standards Mgmt
Clinical Trial
Exploratory Analytics
Real World
Research
Voice of the Customer
Analytics
Source of Influence
Commercial Analytics
PV & Safety Case
Management
27. ©2018 Cambridge Semantics Inc. All rights reserved.
“As the influx of use cases for advanced
analytics and data exploration continues to
rise, we have experienced greater than
expected growth in the intrinsic value of the
information fabric, providing insights
previously requiring human heroics to
achieve.”
The Information Fabric
ASDL Fortune 100 Customer
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What Lies Ahead?
The foundation for leveraging new technologies on existing data
NLP ML AI
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Our Technology
Data Lake
Architecture
Semantic
Layer
Graph
Database
Technology
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Many Organizations Have Established Data Lakes
30
Built to reduce storage costs, and enable
self service access to data
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Data Ingestion
Structured Data
Ingest and ETL
Storage
Infrastructure
Data Cataloging
Basic Metadata
Cataloging
Self Service
Access to Raw
Data Sets
Standard Data Lake Offerings
Focused on ingest and cataloging
Many Organizations Have Established Data Lakes
31
32. ©2018 Cambridge Semantics Inc. All rights reserved.
Data Ingestion
Structured Data
Ingest and ETL
Storage
Infrastructure
Data Cataloging
Basic Metadata
Cataloging
Self Service
Access to Raw
Data Sets
Standard Data Lake Offerings
Focused on ingest and cataloging
Many Organizations Have Established Data Lakes
32
But does not address:
- Unstructured Data/NLP
- Data Prep
- Custom Coding
- Data Integration
- Multiple Vendor Integration
33. ©2018 Cambridge Semantics Inc. All rights reserved.
Anzo Smart Data Lake 4.0 – Bringing Graph to the Data Lake
We bridge that gap