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Operationalizing Redis
At Scale
At Square
The Dream
â—ŹStandard Setup & Deployment
â—ŹSecurity: SSL/mTLS
â—ŹHigh Availability
â—ŹMonitoring & Visibility
The Dream
â—ŹStandard Setup & Deployment
â—ŹSecurity: SSL/mTLS
â—ŹHigh Availability
â—ŹMonitoring & Visibility
LXC Container
Hardware
OS
LXC Container LXC Container LXC Container LXC Container
• Persistence not guaranteed
• Persistence provided by RDB and AOF do not satisfy our performance requirements
• LRU key eviction
• MAXMEMORY configured on a per application basis
• Treat Redis as an ephemeral in-memory cache
• Resque / Sidekiq “require” persistence
• Force jobs to be idempotent
• Rely on persistence in the form of slaves and failovers
• Asynchronous replication implies that there is always a possibility of lost data
Persistence & Durability
• RDB
• BGSAVE causes Redis process does a fork()
• Severe performance hit for larger datasets
• Can result in clients not being served
• Pressure from memory allocations of large data copies
• Potentially requires 2x memory on high write instances
• (Almost) Never perform on the active master
• Since any replica can be failed onto to become the new master, BGSAVEs
can only be reliably run on tertiary replicas
• Disable Redis automated BGSAVEs, opt for manual control instead
Persistence & Durability
â—ŹAOF
â—‹appendfsync everysec defaults to an fsync() every 1 second.
â—‹Writes are still lost
â—‹appendfsync always is required to guarantee the persistence we need
â—‹Comes at the cost of speed
â—‹Lower throughput
Persistence & Durability
Persistence & Replication
• RDB and AOF disabled by default
• If a Redis instance restarts, it will restart with an empty dataset
• That empty dataset will then get replicated across all of its replicas
• Never have Redis restart automatically
• Require manual intervention from DBA for startup
• runit service instead runs our special launch script
• Script will only start redis if a file exists
• /data/redis/redis-start
• Never automatically join clusters
Persistence & Replication
The Dream
â—ŹStandard Setup & Deployment
â—ŹSecurity: SSL/TLS
â—ŹHigh Availability
â—ŹMonitoring & Visibility
• Open-source, developed at Square
• Simple SSL/TLS proxy with mutual authentication for securing non-TLS services
• Authentication
• Enforce mutual authentication by always requiring a valid client certificate
• Certificate hotswapping
• Can reload certificates at runtime without dropping existing connections
• Automatic reloading
ghostunnel
app
redis-01
RW SIP
app
redis-01
RW SIP
ghostunnel-app
:6379
socket
app
redis-01
RW SIP
ghostunnel-app
:6379
socket
redis-02
socket
ghostunnel-app
:6379
RO SIP
ghostunnel-repl
:6380
$> slaveof localhost 6380
1) OK
$> info replication
# Replication
role:slave
master_host:127.0.0.1
master_port:6380
...
slave0:ip=/unixsocket,port=0,state=online,offset=12345,lag=1
...
GET @@HOSTNAME;
$> info server
# Server
...
run_id:1234567890abcdef
...
GET @@HOSTNAME;
â—ŹRedis does not implement user access control
â—Źredis.sock accessible only by root
â—‹Available only to DBAs and other infrastructure engineers
â—ŹConnecting remotely will require usage of application SSL cert
User Access Control
openssl s_client 
-connect $REDIS_HOST:$REDIS_PORT 
-CAfile redis-app-1.ca.pem 
-cert redis-app-1.crt 
-key redis-app-1.key
The Dream
â—ŹStandard Setup & Deployment
â—ŹSecurity: SSL/mTLS
â—ŹHigh Availability
â—ŹMonitoring & Visibility
â—ŹPros
â—‹Monitoring
â—‹Notification
â—‹Automated Failover
â—ŹCons
â—‹Plaintext communication required.
â—‹Even if isolated to a single security zone, cross-DC failovers would not work.
Redis Sentinel
• Pros
• Great sharding tool
• High Availability in the event of outage due to its distributed design
• Cons
• Consistency not easy to achieve
• Can enforce consistency, but comes at the cost of performance
• Cannot enforce consistency in the case of network partition
• Does not support SSL/TLS
Redis Cluster
DC-1
DC-2
Topology
RW SIP
RO SIP
Topology
$> info replication
$ Replication
role:master
...
$> config get min-slaves-to-write
1) "min-slaves-to-write"
2) "0"
$> config set min-slaves-to-write 1000
1) OK
SET GLOBAL READ_ONLY=1;
$> info replication
$ Replication
role:slave
...
$> config get min-slaves-to-write
1) "min-slaves-to-write"
2) "1000"
SET GLOBAL READ_ONLY=1;
The Dream
â—ŹStandard Setup & Deployment
â—ŹSecurity: SSL/mTLS
â—ŹHigh Availability
â—ŹMonitoring & Visibility
Looking Forward
• SpinCycle Automation
• Native SSL/TLS Support
• Square Internal Patches
Q&A
Links
• https://www.percona.com/live/17/sessions/metrics-
collection-storage-visualization-scale
• https://github.com/square/ghostunnel
• https://github.com/square/p2
• https://github.com/square/spincycle
square.com

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