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Anton Gorshkov
Real-Time Analytics Visualized
Kafka  Streamliner  MemSQL  ZoomData
Please note that during the course of this presentation ZoomData products will be used and shown on the
screen. Goldman Sachs has an ownership interest in ZoomData, Inc. and may have other business relationships
with ZoomData, Inc. Nothing herein shall constitute an offer to sell or a solicitation of an offer to buy an interest in
any entity or product.
Learn more at GS.com/Engineering
>docker run kafka
>docker run memsql
>docker run zoomdata
Initial Set-Up
2 4-CPU / 16GB / 80GB SSD / Intel Xeon E5-2670 @ 2.5GHzX
Context
Start with one producer & a queue
Producer 1 Kafka
Add-a-Sink
Producer 1 Kafka In-Memory
SQL RDB
Consumer
Add a Real-Time Visualization
Producer 1 Kafka In-Memory
SQL RDB
RT VisConsumer
Enterprise
Grade?
Resilience
- Don’t lose data
- Be Up
- Deliver (at least once and in-order)
Bad Data
Schema
Evolution
How “I” is the BI?
- Is it a “view” or a “do work” layer?
- Data-at-Rest vs Data-at-Motion
- Pull vs Push
- Consistency to other vis layers
Will It Scale?
Throughput, Concurrency, Size
(and at what cost…)
Will it Scale?
Producer 1
Kafka In-Memory
SQL RDB
RT VisProducer 2
Producer n
Consumer
Audience Participation Time…
Kafka In-Memory
SQL RDB
RT Vis
(620) 487-2222
Consumer
Audience Participation Time…
send a text [Fruit] [Quantity]
(620) 487-2222
example: mango 540
Adaptability
Producer 1
Kafka
In-Memory
SQL RDB
RT Vis
Producer 2
Producer n
Elastic
Kibana
Consumer
Kafka
Connect
Representative Deployment
Direct Sink
Spark
Streaming
IMRDBM
S
Data Lake
Kafka
Source
DBs
Order Mgmt
Batch ETL
Cache
VertX
Learn more at GS.com/Engineering

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