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1 year journey
to improve the stability
+1 million users
+2 million € /month
App
+
Platform

!
Platform

"
App

!
Me

#
“Performance is a feature”
Stability and Reliability

are also a feature
(we had almost nothing)
1 year ago
Today
Dashboards
Today
Improved Logs
Your card was not
accepted
The payment was rejected
for lack of funds
Contact Support
Retry
Today
Better user messages
🔔
Alarms
Today
let’s go to details
Challenges
I’m not the DEV
Convince the Client
???
Improvements Backlog
♜♜♜ ♖♖♖♖♖
♖♖♖♖♖
♖♖♖♖
Time Allocation
Improvements Day
1-week refactor
Talks
Initiatives
API Visibility
Latency
average
400
300
200
100
“Why Averages suck and

Percentiles are great”
Michael Kopp
Average vs Percentiles
0
225
450
675
900
00:00 02:00 04:00 08:00 10:00 12:00 14:00 16:00 18:00
800
600
400
200
Latency
average p95
p99 🔥
30000
20000
10000
Latency
Latency
DELETE /api/fines/pay
GET /api/request
GET /api/request
GET /api/request
GET /api/request
GET /api/request
8s2.1s 21s
p99 🔥
20000
10000
p99 🔥
Latency
improvement 😀
“Performance is a feature”
Stability and Reliability

are also a feature
100% transparent to the client
Improving logs
Improving logs
🔔
Being alert
Alarms
Client benefits
MUCH less downtime
LESS time to debug user issues
DETECT issues before the users
FASTER app
Thank you
dfigueiredo@pminds.pt

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