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Techniques for
monitoring
Microservices
William Brander
@williambza
Particular Software
An average production system
Database
• Is the web server up?
• Is the database up?
• Can the webserver talk
to the db?
What are you actually monitoring?
Business
Capability
Application
Infrastructure
Are my servers running?Is my application process running?Can users place an order?
Monitoring Area
Monitoring Concerns
Capacity
Performance
Health
Is the server up?Is there high CPU?Do I have enough disk space?
Is my application generating exceptions?
How quickly is my system processing messages?
Can I handle month end batch jobs?
Is the server up?
Is there high CPU?
Do I have enough disk space?
Application
Infrastructure
Can users access the checkout cart?
Are we meeting our SLAs?
What is the impact of adding another customer?
Business
Capability
Interaction Type
Proactive
Reactive
Passive
The monitoring system can display
metrics
The monitoring system alerts me when
something happens
The monitoring system automatically
takes actions to repair the system
A Monitoring Philosophy
Business
Capability
Application
Infrastructure
Capacity
Performance
Health
Monitoring Area Monitoring Concern
Proactive
Reactive
Passive
Interaction Type
Recap: What are we monitoring?
Database
• Is the web server up?
• Is the database up?
• Can the webserver talk
to the db?
Infrastructure PassiveHealth
27 28 29 30 31 32 33 34 35 37 40 41 42 43 45
Recap: What are we monitoring?
• Warn me with the queue
length exceeds 50
Infrastructure ReactivePerformance
A Monitoring Philosophy
Business
Capability
Application
Infrastructure
Capacity
Performance
Health
Monitoring Area Monitoring Concern
Proactive
Reactive
Passive
Interaction Type
What happens when we
distribute the systems?
Going Distributed
EmailPDF
CRM
Let’s look at queue length
Queue Length
• Queue length is an indicator of work still outstanding
• High queue length doesn’t necessarily indicate a problem though
Stable or
decreasing
is good
Increasing
is bad
Infrastructure Performance
Processing Time
⏱️
⌛✔
Processing Time
• Processing Time is the time taken to successfully process a message
• Processing Time does not include error handling time
• It is independent of queue wait time
Stable or decreasing could
be good
Increasing is bad
PerformanceApplication
✔⌛
⏱️
Critical time
⏱️
Critical time = The entire time taken to process a
message successfully
• Critical Time is the total duration between when a message is created
to when it is processed
Critical Time = Time in Queue +
Processing Time +
Retry Time +
Network Latency Time
Critical Time
Stable or decreasing could
be good
Increasing is bad
Putting these together
• Each of these metrics presents a piece of the puzzle
• Look at them from an endpoint’s perspective, not per message
• Looking at them together gives great insight into your system
Critical Time Processing Time Queue LengthCritical Time Processing Time Queue LengthCritical Time Processing Time Queue Length
Detecting Connectivity
• Distributed systems typically work when other parts aren’t available
• How do you know the endpoint you’re sending messages to is
actually processing messages?
Detecting Connectivity
Peer-to-peer connectivity tells us if an endpoint is
actually processing messages from another
How do we collect all this info?
⏱️
• Processing Time
• Critical Time
• Queue Length
• Connectivity
• Reporting Metric
• Message Type
• Timestamp
• Value
• Reporting Metric (N bytes)
• Message Type (N bytes)
• Timestamp (8 bytes)
• Value (8 bytes)
How do we collect all this info?
• Epoch time (8 bytes)
• Dictionary of Metric Types (n* (N + 4) bytes)
• Dictionary of Message Types (n * (N + 4) bytes)
• An array of:
• Reporting Metric index (4 bytes)
• Message Type index (4 bytes)
• Epoch offset (4 bytes)
• Value (8 bytes)
Getting all the data
Getting all the data
Getting all the data
Techniques for
monitoring
Microservices
William Brander
@williambza
Particular Software

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Monitoring microservices