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Monitoring 
Complex 
Systems
I do things to/with 
computers.
I build real-time 
systems.
I build fault-tolerant 
systems.
I build critical 
systems.
AdRoll
Less this.
More this.
Engineering + Mathematics = ads
Engineering + Mathematics = ads 
(you’re welcome)
REAL- T I M E 
BIDDING
The Problem Domain 
• Low latency ( < 100 ms per transaction)
The Problem Domain 
• Low latency ( < 100 ms per transaction) 
• Firm real-time system
The Problem Domain 
• Low latency ( < 100 ms per transaction) 
• Firm real-time system 
• Highly concurrent (90 billion transactions 
per day)
The Problem Domain 
• Low latency ( < 100 ms per transaction) 
• Firm real-time system 
• Highly concurrent (90 billion transactions 
per day) 
• Global, 24/7 operation
I build 
Complex Systems
Complex Systems 
• Non-linear feedback 
• Tightly coupled to external systems 
• Difficult to model, understand
Bad things happen when 
Complex Systems fail.
Humans are bad at predicting the 
performance of complex 
systems(…). Our ability to create 
large and complex systems fools us 
into believing that we’re also 
entitled to understand them. 
CARLOS BUENO 
“MATURE OPTIMIZATION HANDBOOK”
Complex Systems often 
create worse problems 
than those they solve.
The key challenge to 
sustaining a complex 
system is maintaining our 
understanding of it.
What can be done?
Ahead of time verification is 
not sufficient. 
! 
(don’t scrimp on it, though)
Compile-time guarantees 
are not sufficient. 
! 
(don’t scrimp on them, either)
We need insight into the 
running system.
What are we looking for? 
• VM killers
What are we looking for? 
• VM killers 
• Application performance regressions
What are we looking for? 
• VM killers 
• Application performance regressions 
• Abnormal application behavior
What are we looking for? 
• VM killers 
• Application performance regressions 
• Abnormal application behavior 
• Surprises
INSTRUMENTATION
The BEAM is 
ready to ride.
erlang:memory/1
erlang:statistics/1
erlang:system_info/1
What about 
our own work?
Exometer
Important Terms 
metric a measurement 
entry a receiver and aggregator of metrics 
reporter that which samples entries periodically 
and ships them to another system 
subscription the definition of the regular interval on 
which reporters sample entries
These are all loosely 
coupled at runtime.
Configuration is static, but 
you can adapt it on the fly.
Why exometer over 
the alternatives?
It is extensively 
documented.
It’s vigorously 
maintained.
It’s vigorously 
maintained. 
(Ulf Wiger fan club day.)
It is 
silly 
fast.
Okay, great. We have 
instrumentation.
Now what?
MONITORING
This is the 
hard part.
Visualization
Alerting
Analysis
Visualization tells you 
how things look but 
not why.
A good 
day.
Uh oh.
Growth is good, 
but steady is better.
Bids 
are 
stable.
Budgets 
are 
stable.
What happened?
We 
forgot 
about 
Labor 
Day.
Alerting tells you that 
something happened, 
but not why.
A 
normal 
day.
Wat?
That’s 
some 
cliff.
Timeouts look good.
Errors 
prior 
are 
okay.
What happened?
“Uh, hey guys, you know 
Facebook is down, right?”
Analysis gives you why 
but only if you know 
how to ask for what.
The 
memory 
use of a 
bidder.
ಠ_ಠ
It’s all 
binaries.
Not in processes.
Not in ETS.
Come on now.
What happened?
A jiffy bug.
A jiffy bug. 
(we think)
Shout out to Miriam Pena 
for spending two weeks 
tracking this down.
Okay, great. We 
have monitoring and 
instrumentation.
Now all our problems 
are solved, right?
Not 
quite.
Instruments 
make up for 
our lack of 
insight.
Monitoring 
makes up 
for our 
frailty.
Every 
solution 
brings its 
own 
problems.
Instruments may 
be misleading.
Instruments may be 
overwhelming.
Instruments 
may be 
inaccurate.
Instruments may 
be ignored.
What can 
be done?
A little 
paranoia never hurt 
anyone.
Use glass displays.
Train.
Keep sight of 
the main goal.
Have resources 
you’re willing 
to sacrifice.
AdRoll is Hiring! :D
Thanks, folks! 
<3 
@bltroutwine

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