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Capacity Planning
for Improved
Uptime
April 13th, 2016
Overview
Analysis Methods / Challenges
Why Bother?
Points of Constraint
Remediation
3
1
2
4
Why Bother?
Everything is running great – and nothing
ever changes…
Why Bother?
Capacity Constraints Impact
• Unplanned Downtime
• Internal User Experience
• Budget Overruns / Unplanned Expense
• Operational Efficiency
• Peace of Mind
Points of Constraint
Common Areas of Focus (Network)
• WAN Circuits
• Access Layer Uplinks
• QoS Buckets
• VPN Sessions
• CPU
• Memory
Points of Constraint
Common Areas of Focus (Systems)
• Storage (IOPs)
• Storage (Capacity)
• Storage (Latency)
• Storage (everything else)
• CPU
• Memory
Capacity Planning Methods
Manual Analysis is Hard
• Infrastructure Changes
• Shifting Demand / Growth Events
• Data Overload
• Demand Cycles
• Time
• Blended Workloads
Capacity Planning Methods
Common Data Sources (Network)
• SNMP-derived If / CPU / Memory
• Netflow / NBAR
• IPSLA
• Topology Map
Capacity Planning Methods
Common Data Sources (Systems)
• SNMP/WMI derived If / CPU / Memory / Storage
• vCenter
• Storage Arrays
• Dependency Map
• SSRS
Capacity Planning Methods
Statistical Analysis
• Modeling (Current + Future Known Load)
• Trending (Future reflects past)
• Forecasting (Current + Unknown Future)
• Workload Impact (How does workload impact
constraints?)
Capacity Planning Methods
Statistical Analysis
• Static / Normalized Datasets
• ToD / DoW
• Linear Regression
• Peak Load
Remediation Strategies
Anticipatory
• Use Modeling / Forecasting to pre-purchase
• Least risk of service interruption
• Greatest risk of financial waste
• Particularly with resources defined by step-
functions
• Most time consuming
Remediation Strategies
Reactive
• Use current load baseline(s)
• May derate constraints / Use thresholds
• Greatest risk of service interruption
• Least risk of financial waste
Remediation Tactics
Network
• Buy More! Buy Bigger!
• Implement QoS / Policing
• WAN Op is still a thing
• CDN / Edge Caching
• AWS Direct Connect
Remediation Tactics
Systems
• Buy More! Buy Bigger!
• Thin Provisioning
• Address VM Sprawl
• Storage Tiering
• Cold / Offline Storage
• Hybrid Cloud Adoption – Capex vs. Opex
Remediation Best Practices
• Document Process and Assumptions
• Pick Consistent Data
• Run Multiple Models (Best/Worst/Avg)
• Reconcile Outcomes with Expectation
Or find an
automated system
to do the heavy
lifting…

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