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NoSQL at Scale:
Architecture and Common Pitfalls
Arthur Gimpel
DataZone
About Me
• Working with databases for the past 8 years
• 5 years as SQL Server DBA & .NET
• 3 years with NoSQL, Python, Node.js
• 2015 - DataZone
DataZone
Data is our business
• High end consultancy & projects
• Private and public training
• Multi vendor MSP (Managed Service Provider)
• Part of Matrix, CloudZone Family
• Proud partners of:
NoSQL
Why not?
All the wrong reasons..
• Web scale! web scale!
• Cost reduction
• Free school for developers
Common Pitfalls & Best
Practices
Normalizing in the low cost storage era
Expectations gone wild
• Stored procedures
• Jobs
• Triggers
• Mailing Servers
• Shell Commands
ODM != ORM
ORM
• Close the modelling
gaps
• Simple Standard
CRUD
ODM
• Typing the untyped
• Retries
• Transactions
• Events
Best Practices
• DynamoDB
• Streams: Change Data Capture
• Cross region replication & synchronisation
• Event driven development: Send your new user a
welcome email
• Polyglot Persistence: Initiate an ETL, update your
Elasticsearch index
Best Practices
• Elasticsearch
• AWS Plugin:
• Allow service discovery based on security groups
• Run snapshots & restore directly to/from s3
• Storage:
• In small clusters, use EBS.
• In large clusters, use instance store, if you have replication enabled.
• Leverage Watcher & AWS Lambda for anything!
Best Practices
• Couchbase
• XDCR:
• Make sure you use cross datacenter replication for multi
region deployments
• Use encrypted communication, especially on XDCR
• Sizing:
• All members must be identical
• Prefer Memory & IO Optimized for most deplyments
When Family Can Be Chosen
• Every engine has its flavours - know your tradeoffs
• Splitting drives is good for on prem. EBS is different
• Scaling up & down is always X2
• Prefer linux AMI by AWS- always check for official
support
Eventually…
• Don’t work for technology. Make technology for
you. Chose your engines wisely
• Beware of your cluster’s distribution model - don’t
over-estimate elasticity
• Experimenting is easy: Change, Benchmark,
Analyse. Repeat.
• Run engine backups - not EBS snapshots
Thank You!
Arthur Gimpel
arthurgi@datazone.io

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NoSQL on AWS - Pop-up Loft Tel Aviv

  • 1. NoSQL at Scale: Architecture and Common Pitfalls Arthur Gimpel DataZone
  • 2. About Me • Working with databases for the past 8 years • 5 years as SQL Server DBA & .NET • 3 years with NoSQL, Python, Node.js • 2015 - DataZone
  • 3. DataZone Data is our business • High end consultancy & projects • Private and public training • Multi vendor MSP (Managed Service Provider) • Part of Matrix, CloudZone Family • Proud partners of:
  • 5. All the wrong reasons.. • Web scale! web scale! • Cost reduction • Free school for developers
  • 6. Common Pitfalls & Best Practices
  • 7. Normalizing in the low cost storage era
  • 8. Expectations gone wild • Stored procedures • Jobs • Triggers • Mailing Servers • Shell Commands
  • 9. ODM != ORM ORM • Close the modelling gaps • Simple Standard CRUD ODM • Typing the untyped • Retries • Transactions • Events
  • 10. Best Practices • DynamoDB • Streams: Change Data Capture • Cross region replication & synchronisation • Event driven development: Send your new user a welcome email • Polyglot Persistence: Initiate an ETL, update your Elasticsearch index
  • 11. Best Practices • Elasticsearch • AWS Plugin: • Allow service discovery based on security groups • Run snapshots & restore directly to/from s3 • Storage: • In small clusters, use EBS. • In large clusters, use instance store, if you have replication enabled. • Leverage Watcher & AWS Lambda for anything!
  • 12. Best Practices • Couchbase • XDCR: • Make sure you use cross datacenter replication for multi region deployments • Use encrypted communication, especially on XDCR • Sizing: • All members must be identical • Prefer Memory & IO Optimized for most deplyments
  • 13. When Family Can Be Chosen • Every engine has its flavours - know your tradeoffs • Splitting drives is good for on prem. EBS is different • Scaling up & down is always X2 • Prefer linux AMI by AWS- always check for official support
  • 14. Eventually… • Don’t work for technology. Make technology for you. Chose your engines wisely • Beware of your cluster’s distribution model - don’t over-estimate elasticity • Experimenting is easy: Change, Benchmark, Analyse. Repeat. • Run engine backups - not EBS snapshots