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Solution Architect, MongoDB
Sam Weaver
#MongoDBBasics
‘MongoDB Back to Basics’
Build something Big with
MongoDB
Agenda
• Replica Sets Lifecycle
• Developing with Replica Sets
• Scaling your database
Q&A
• Virtual Genius Bar
– Use chat to post questions
– SolutionArchitecture /
Support Team are on
hand
– Make use of them during
the sessions!!!
Recap
• Introduction to MongoDB
• Thinking in documents
Deployment Considerations
Working Set Exceeds Physical
Memory
Why Replication?
• How many have faced node failures?
• How many have been woken up from sleep to do a
fail-over(s)?
• How many have experienced issues due to network
latency?
• Different uses for data
– Normal processing
– Simple analytics
Replica Set Lifestyle
Replica Set – Creation
Replica Set – Initialize
Replica Set – Failure
Replica Set – Failover
Replica Set – Recovery
Replica Set – Recovered
Developing with
Replica Sets
Strong Consistency
Delayed Consistency
Write Concern
• Network acknowledgement
• Wait for error
• Wait for journal sync
• Wait for replication
Unacknowledged
MongoDB Acknowledged (wait for
error)
Wait for Journal Sync
Wait for Replication
Tagging
• Control where data is written to, and read from
• Each member can have one or more tags
– tags: {dc: "ny"}
– tags: {dc: "ny", subnet: "192.168", rack:
"row3rk7"}
• Replica set defines rules for write concerns
• Rules can change without changing app code
{
_id : "mySet",
members : [
{_id : 0, host : "A", tags : {"dc": "ny"}},
{_id : 1, host : "B", tags : {"dc": "ny"}},
{_id : 2, host : "C", tags : {"dc": "sf"}},
{_id : 3, host : "D", tags : {"dc": "sf"}},
{_id : 4, host : "E", tags : {"dc": "cloud"}}],
settings : {
getLastErrorModes : {
allDCs : {"dc" : 3},
someDCs : {"dc" : 2}} }
}
> db.blogs.insert({...})
> db.runCommand({getLastError : 1, w : "someDCs"})
Tagging Example
Wait for Replication (Tagging)
Read Preference Modes
• 5 modes
– primary (only) - Default
– primaryPreferred
– secondary
– secondaryPreferred
– Nearest
When more than one node is possible, closest node is used
for reads (all modes but primary)
Tagged Read Preference
• Custom read preferences
• Control where you read from by (node) tags
– E.g. { "disk": "ssd", "use": "reporting" }
• Use in conjunction with standard read
preferences
– Except primary
Our application
//connect to a replica set, with auto-discovery of the primary, supply a seed
list of members
MongoClient mongoClient = new MongoClient(Arrays.asList(new
ServerAddress("localhost", 27017),
new ServerAddress("localhost", 27018),
new ServerAddress("localhost", 27019)));
DB db = mongoClient.getDB( "mydb" );
Scaling
Working Set Exceeds Physical
Memory
• When a specific resource becomes a bottle
neck on a machine or replica set
• RAM
• Disk IO
• Storage
• Concurrency
When to consider Sharding?
Vertical Scalability (Scale Up)
Horizontal Scalability (Scale Out)
Partitioning
• User defines shard key
• Shard key defines range of data
• Key space is like points on a line
• Range is a segment of that line
Initially 1 chunk
Default max chunk size: 64mb
MongoDB automatically splits & migrates chunks
when max reached
Data Distribution
Architecture
What is a Shard?
• Shard is a node of the cluster
• Shard can be a single mongod or a replica set
Meta Data Storage
• Config Server
– Stores cluster chunk ranges and locations
– Can have only 1 or 3 (production must have 3)
– Not a replica set
Routing and Managing Data
• Mongos
– Acts as a router / balancer
– No local data (persists to config database)
– Can have 1 or many
Sharding infrastructure
Cluster Request Routing
• Targeted Queries
• Scatter Gather Queries
• Scatter Gather Queries with Sort
Cluster Request Routing: Targeted
Query
Routable request received
Request routed to appropriate
shard
Shard returns results
Mongos returns results to client
Cluster Request Routing: Non-Targeted
Query
Non-Targeted Request Received
Request sent to all shards
Shards return results to mongos
Mongos returns results to client
Cluster Request Routing: Non-Targeted
Query with Sort
Non-Targeted request with sort
received
Request sent to all shards
Query and sort performed locally
Shards return results to mongos
Mongos merges sorted results
Mongos returns results to client
Shard Key
Shard Key
• Shard key is immutable
• Shard key values are immutable
• Shard key must be indexed
• Shard key limited to 512 bytes in size
• Shard key used to route queries
– Choose a field commonly used in queries
• Only shard key can be unique across shards
– `_id` field is only unique within individual shard
Summary
Things to remember
• Size appropriately for your working set
• Shard when you need to, not before
• Pick a shard key wisely
Thank you

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Back to Basics: Build Something Big With MongoDB

Editor's Notes

  1. Indexes should be contained in working set.
  2. Basic explanation 2 or more nodes form the set Quorum
  3. Initialize -> Election Primary + data replication from primary to secondary
  4. Primary down/network failure Automatic election of new primary if majority exists
  5. New primary elected Replication established from new primary
  6. Down node comes up Rejoins sets Recovery and then secondary
  7. Consistency Write preferences Read preferences
  8. Not really fire and forget. This return arrow is to confirm that the network successfully transferred the packet(s) of data. This confirms that the TCP ACK response was received.
  9. _id could be unique across shards if used as shard key. we could only guarantee uniqueness of (any) attributes if the keys are used as shard keys with unique attribute equals true