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From Zero to Useless to Hero
Make Runtime Data Useful in Teams
FOSDEM 2020
Robert Hoffmann
@robhoffmax
Florian Lautenschlager
@flolaut
Dr. Florian Lautenschlager
Software Architect
{name.surname}@qaware.de
Robert Hoffmann
Lead Architect VPaaS
{name.surname}@telekom.de
Contact us if you want. =)
3
“Hallo
Magenta”
Building a
European Voice
Assistant
Platform
4
From Zero to
1
international
co-development
> 900
collaborators
> 500
active git repos
> 100
services
T=Zero
Some Cloud
SQL
Databases
Storage
NoSQL
Databases
Proxy
http
http
Kubernetes
<Pod>
Admin
Gateway
<Pod>
API
Gateway
Voice Services
<Pod>
Service
<Pod>
Service
<Pod>Service
API
Admin
https
https
External Services
IDM
CDN
…
Skills
Weather …
Radio
Device Services
<Pod>
Service
<Pod>
Service
<Pod>Service
API
Admin
6
Complex Architecture. Complex Software System. Complex Analysis.
Exploration
Probes,
Collection
and
Storage
Storage,
Exploration
Transport
Storage,
Exploration
Probes and
Collection
Metric
sampling-based
Textual
event-based
Span
event-based
7
Advanced toolchain needed. Standard used.
NEW:
Humio
NEW:
Jaeger
NEW:
Grafana
Cloud
Generic-Standard-Runtime-Data-Smarthub-Service-Data-Model
9
Logging
Concept
Tracing
Best-
Practices
Standard
Metrics for
incoming and
outgoing
Requests
Standard
Database
Metrics and
specific ones.
Standard
Readiness and
Liveness checks
with Metrics
TraceId in
every
Response
– We, the ignorant ones
“Done. This solves all our problems. They will it!“
11
Our team: Colorful.
Platform
Developers
Skill
Developers
Operation
Heros
First Level
Support
Data
Scientists
Production
Management
Tester
Mobile
Developers
12
Our solution: Monochrome.
Platform
Developers
Skill
Developers
Operation
Heros
First Level
Support
Data
Scientists
Production
Management
Tester
Mobile
Developers
T=Useless
Because we are monochrome
Nobody wants to be a Beginner. Optimize for Intermediate.
About Face - Alan Cooper
Intermediate
ExpertBeginner
Toolchain
14
Useful = Utility + Usability. 🤔
Utility: whether it provides the features you need.
✅ You can find all the information...
Usability: how easy & pleasant these features are to use:
Learnability, Efficiency, Memorability, Error Handling, Satisfaction.
❌ ... if you really know how and where to look (as an Expert).
Usability 101 - Jakob Nielsen
https://www.nngroup.com/articles/usability-101-introduction-to-usability/
What we did to move our solution from expert to intermediate.
15
Close Gaps: Link data and tools as much as possible.
16
Developer-, Tester-
& Operations-oriented
Dashboards with links to logs and e2e test runs
Close Gaps: Link data and tools as much as possible.
17
Developer-
oriented
Pipeline UI - promote software and get runtime data
Close Gaps: Link data and tools as much as possible.
18
Developer-
oriented
Pipeline dashboards with logs, traces
Close Gaps: Link data and tools as much as possible.
19
Developer-, Tester-,
& Operations-oriented
Gangway landing page to access k8s, logs, traces, metrics
Make functional use: First-level support integration.
20
Customer
First Level
Support
First-Level- &
Operations-oriented
GDPR-aware debugging in production:
Token-based user-specific debug logging and tracing
Referencing Trace IDs as a common base to discuss and find relevant data
Make functional use: Resolving Tickets more easily.
21
Developer-, Tester-
First-Level-, &
Operations-oriented
22
Any project member has easy access.
Just open your chat.
Anyone can learn by example.

See how others use the service.
Support in case of an error.

By others or technical:
• Trace: Request Trace
• Logs: Request Application log
Lower the access hurdle: CLI & Chatbot integration.
Everybody-oriented
Visibility and Increased Trust: Toolchain acts as a safety-net as it shows the runtime behavior.
People can be sure to understand their services, e.g. in case of an error.
Self-Awareness: Accept and understand that software has a runtime behavior.
Not all developers feel comfortable with dynamic analysis, but now they have means to see and understand.
Clear Communication: Inner & cross-team communication is easier.
Different people can easily share the same context, e.g. trace-Id, log messages, request flow.
Error Culture: Failures are more easily accepted.
As the software system is visible and the cross-team communication is clear, people tend to accept failures
and work together on solutions.
Ownership: Increased acceptance is the foundation for end-to-end responsibility.
Due the disability and increased trust, clear communication and error culture, people are more inclined to
take ownership for their services.
Changes in the culture that we have recognized.
23
Everybody-oriented
T=Hero
Because we are a little bit colorful
Start here
Select
Toolchain &
Standardize
Metrics, Logs,
Traces
Tools your team
Link and
combine
them as far
as possible
Integrate
them into
everyday
tools &
Processes

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Make Runtime Data Useful in Teams