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Scaling Whitepages With Redis on Flash
Heather Wade, Varun Kumar, & Jason Frazier
April 25, 2018
Whitepages Overview
Global Identity Graph
Benchmarking
Redis on Flash
Key Learnings
Agenda
3
Whitepages //
Confidential
Two business units, two assets.
50,000,000+
Unique Monthly
Visitors
5 billion+ data elements
creating 2 billion+ new
linkages per month.
2,000+ enterprise
customers
250,000+
users
4
Whitepages //
Confidential
AP
I
Web
Our B2B solution: Global identity verification data for fraud prevention in the
ecommerce and lending industries.
5WHITEPAGES PRO / pro.whitepages.com / 5WHITEPAGES PRO / pro.whitepages.com /
Identity verification market approach
Traditional lending Online lending Global payments Travel and hospitality eCommerce
Platforms partners Decisioning partners
6
Whitepages //
Confidential
Direct-to-consumer background information lookup app.
Fast, accurate contact data
subscription.
Optimized for mobile users.
Background report data for more
detailed identity insights.
Whitepages Overview
Global Identity Graph
Benchmarking
Redis on Flash
Key Learnings
Agenda
9
Whitepages //
Confidential
Person
Business
PhoneEmail
Address
80
global identity
records a month
2B
A living local graph
Whitepages Identity Graph™
10
Whitepages //
Confidential
Global Identity Graph
5B entities
18B links
3 TB data
200,000 requests/sec
11
Whitepages //
Confidential
Data Flow
API
Result Subgraph
IGraph Retrieval
Service
Search Service
12
Whitepages //
Confidential
Key
Requirements
Persistent store, not a cache
Latency: Subgraph retrieval latency <
50ms, Data Store < 1ms
Throughput: 200K requests/s
Stability: Consistent latency, 99.99%
uptime
HA: Multi AZ, and replica with failover
13
Whitepages //
Confidential
IGraph Technology Evolution
Start the shop! Simple & stableNeed to grow Growth explosion
Whitepages® Whitepages, Inc. All other logos, trademarks and product names are the property of their respective owners, and are not associated or affiliated with Whitepages.
14
Whitepages //
Confidential
Flat Storage & Shape Language
Whitepages Overview
Global Identity Graph
Benchmarking
Redis on Flash
Key Learnings
Agenda
16
Whitepages // Confidential
Cassandra & MongoDB
PROS
• Great scalability
• Great support
CONS
• Latency Problems
• Not well suited for our use
case
• Learning curve
Cassandra Benchmark
MongoDB Benchmark
*These results are based only on Whitepages’s internal tests and will vary depending on system architecture, type and quantity of data processed,
etc. Whitepages does not intend to make any representations about the overall quality of the products mentioned or their suitability to your business.
17
Whitepages // Confidential
Couchbase
PROS
• Promising latencies
• Great support
• Good fit for our use case
CONS
• Minimum RAM requirement
• Latency problems at scale
• Cost
Couchbase Benchmark
*These results are based only on Whitepages’s internal tests and will vary depending on system architecture, type and quantity of data processed,
etc. Whitepages does not intend to make any representations about the overall quality of the products mentioned or their suitability to your business.
18
Whitepages // Confidential
Elasticache & Self-Hosted Redis
CONS
• Cost issues
• Management
• Scale issues
PROS
• Great performance
• Familiar Technology
*These results are based only on Whitepages’s internal tests and will vary depending on system architecture, type and quantity of data processed,
etc. Whitepages does not intend to make any representations about the overall quality of the products mentioned or their suitability to your business.
Whitepages Overview
Global Identity Graph
Benchmarking
Redis on Flash
Key Learnings
Agenda
20
Whitepages //
Confidential
Key Features
Redis on RAM + SSD
• Flash storage
– NVMe volumes provide highly optimized I/O with RAM-like latencies
– Better utilization of node resources
• Low cost
– Flash storage is much cheaper than RAM
• Cut our cost per GB of data by 60%
– Number of nodes needed decreased by 40%
– Required no change to existing infrastructure
21
Whitepages //
Confidential
Why we chose Redis on Flash
• Easy integration
– Able to put into production right away
• Fully managed solution
– Required no extra training
– Great 24/7 support
• Unchanged latencies
– ~0.1ms latency during peak traffic
Whitepages Overview
Global Identity Graph
Benchmarking
Redis on Flash
Key Learnings
Agenda
23
Whitepages //
Confidential
Redis (ElastiCache _ vs _Labs _)
All Active Nodes
Master Replica
Master Replica
24
Whitepages //
Confidential
System and Optimizations
Clustered Deployment with 20 i3.4xlarge node cluster with
1 replica
Client: lettuce clustered client
Compression : Zstd with Custom Dictionary
CPU Utilization: shards
25
Whitepages //
Confidential
Redis Labs Dashboard
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