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Dense Node C* / S* / Spark on Dockers
Walmart GEC-Database Engineering & Data
Services
Ani Mondal
NoSQL / Big Data Footprint
1500 Nodes
(150 Clusters)
Prod & Non-
Prod
Elastic
Kafka
Proposed
Container
Cluster
1
2
3
4
5
6
7
8BM
Cluster
1
2
3
4
Transform new C*
hardware into containers
thereby utilizing unused
compute
Build new clusters in
containers & migrate old
C* clusters into those
Double the capacity on
existing & newly ordered
H/W for C* clusters
thereby saving cost
Reclaiming and reusing existing HW
App
A
Containers vs. VMs
Hypervisor
Host OS
Server
Guest
OS
Bins/
Libs
App
A’
Gues
t
OS
Bins/
Libs
App
B
Gues
t
OS
Bins/
Libs
AppA’
Docker
Host OS
Server
Bins/Libs
AppA
Bins/Libs
AppB
AppB’
AppC
AppC’
VM
Container
Containers are isolated, but share OS and, optionally, binaries/libraries
Guest
OS
Guest
OS
Bins/
Libs
App
A
Original App
(No OS to take
up space, resources,
or require restart)
Copy of
App
No OS. Can
Share bins/libs
App
A’
Configuration
Host OS
Server (HP SL4540)
Bins/Libs Bins/Libs
Dockers
Docker 1
Persistent DATA & LOGS
Docker 2
Persistent DATA & LOGS
OPSC
Agent
OPSC
Agent
Custom Orchestration
Host Network – Dedicated NICs
Docker Registry
Benchmark #s in-house application
Comparison (+/-3
% Margin of Error)
Bare Metal
(Prod)
Dockers
(Prod HW)
OpenStack
(VM)
AZURE VM
Reads
Total 276943 813428 999164 975179
Per Sec 4615.72 6778.57 651.77 5079.06
Avg. Latency (in
ms)
0.68 0.92 9.77 1.40
Writes
Total 499921 1000000 1000000 1000000
Per Sec 8332.02 8333.33 652.32 5208.3
Avg. Latency (in
ms)
0.72 0.71 9.21 1.04
Patent
• Kavindra Yerolkar
• Jayakrishnan Parappalliyalil
• Preetish Tripathi
• Aniruddha Mondal
Cassandra on Docker @ Walmart Labs
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Cassandra on Docker @ Walmart Labs

  • 1. Dense Node C* / S* / Spark on Dockers Walmart GEC-Database Engineering & Data Services Ani Mondal
  • 2. NoSQL / Big Data Footprint 1500 Nodes (150 Clusters) Prod & Non- Prod Elastic Kafka
  • 3. Proposed Container Cluster 1 2 3 4 5 6 7 8BM Cluster 1 2 3 4 Transform new C* hardware into containers thereby utilizing unused compute Build new clusters in containers & migrate old C* clusters into those Double the capacity on existing & newly ordered H/W for C* clusters thereby saving cost Reclaiming and reusing existing HW
  • 4. App A Containers vs. VMs Hypervisor Host OS Server Guest OS Bins/ Libs App A’ Gues t OS Bins/ Libs App B Gues t OS Bins/ Libs AppA’ Docker Host OS Server Bins/Libs AppA Bins/Libs AppB AppB’ AppC AppC’ VM Container Containers are isolated, but share OS and, optionally, binaries/libraries Guest OS Guest OS Bins/ Libs App A Original App (No OS to take up space, resources, or require restart) Copy of App No OS. Can Share bins/libs App A’
  • 5. Configuration Host OS Server (HP SL4540) Bins/Libs Bins/Libs Dockers Docker 1 Persistent DATA & LOGS Docker 2 Persistent DATA & LOGS OPSC Agent OPSC Agent Custom Orchestration Host Network – Dedicated NICs Docker Registry
  • 6. Benchmark #s in-house application Comparison (+/-3 % Margin of Error) Bare Metal (Prod) Dockers (Prod HW) OpenStack (VM) AZURE VM Reads Total 276943 813428 999164 975179 Per Sec 4615.72 6778.57 651.77 5079.06 Avg. Latency (in ms) 0.68 0.92 9.77 1.40 Writes Total 499921 1000000 1000000 1000000 Per Sec 8332.02 8333.33 652.32 5208.3 Avg. Latency (in ms) 0.72 0.71 9.21 1.04
  • 7. Patent • Kavindra Yerolkar • Jayakrishnan Parappalliyalil • Preetish Tripathi • Aniruddha Mondal