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▪ Introductions
▪ Entitlements Overview
▪ About Expero
▪ About JanusGraph
▪ Why JanusGraph and Scylla?
▪ A Different Way to Model Entitlements
▪ Entitlements Demo
▪ Scylla Performance and Monitoring Demo
▪ Next Steps/QA
Entitlements status quo
16
PRODUCT INNOVATION
RAPID PROTOTYPES
UX & APPLICATION
DEVELOPMENT
SOFTWARE
MODERNIZATION
MACHINE LEARNING
BIG DATA /
GRAPH DATA
ASSESSMENTS
& ROADMAPS
SUPPORT & TRAINING
Expero: Solution Specific
Elements:
● UI Elements
● Data Models : Cassandra &
Graph
SOLUTIONS :
● Fraud - Cyber - Threat
● Entitlements - Identity Mgmt
● Customer 360
● Supply Chain
ML Models: Transportation, Image
Recognition, Fraud, Risk
About
Janusgraph
2009 2016 2017 20182012 2015
2009 2016 2017 20182012 2015
2009 2016 2017 20182012 2015
1.0
2009 2016 2017 20182012 2015
1.0
2009 2016 2017 20182012 2015
1.0
2009 2016 2017 20182012 2015
1.0
■
■
■
■
■
○
○
■
○
■
○
○
■
■
■
■
■
■
C++ instead of Java Shard per Core All Things Async
Unified Cache I/O Scheduler Self-Optimizing
Sync
Async
Request Answer
Request Answer
Waiting for response
Time Savings
Cassandra Scylla
Key
cache
Row
cache
Linux page cache
SSTables
Unified cache
SSTables
Complex Tuning
On-heap /
Off-heap
■
Vertices
■
Edge
■
■
■
■
■
■
relationships
■ Directed
■ Undirected
vertices edges attributes.
Name: Account:
CanAccess:
Accounts -
Modeled as a
resource
Accounts Groups -
Sets of accounts
can be modeled as
well
Profiles
Identities
at the
time of login
Party
g.V().hasLabel('Identity').
has('identity_id', '11001609’).
inE('assigned_to').outV().
outE('access_to').has('is_active', true).
inV().has('resource_id','10062951').next()
g.V().hasLabel('Resource').
has('resource_id', '10062951’).
inE('access_to').has('is_active', true).
outV().outE(‘assigned_to’).
inV()
Demo Setup
●
●
Scalability Results
Even with this small 3x3 node cluster, 10000s of concurrent users can be handled
*ScyllaDB (x3)
*JanusGraph (x3)
+Services/Kit
Next Steps
Learn more about Expero
■ Expero’s JanusGraph offerings
https://www.experoinc.com/resource/janusgraph
■
https://www.experoinc.com/solutions/authorization-entitlements
■
https://www.experoinc.com/post/janusgraph-nuts-and-bolts-part-1-write-performance
Learn more about Scylla
■
■
Thank you!
Brian Hall
brian.hall@experoinc.com
https://www.linkedin.com/in/brian-hall-64b5b/
https://twitter.com/experoinc?lang=en
Maheedhar Gunturu
maheedhar@scylladb.com
https://www.linkedin.com/in/maheedhargunturu/
https://twitter.com/Vanguard_space

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Architecting a Corporate Compliance Platform with Graph and NoSQL Databases