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Salesforce Einstein API Integration with MuleSoft - NLP and Computer VisionAnoop Ramachandran
We plan to walk you through the world of machine learning where we will demonstrate the capability of Einstein API like NLP (Natural Language Processing) and Computer Vision and how to intergrate it with mule applications.
SPEAKERS: Eduardo Grave, Pablo Mangudo
Host: Angel Alberici
Youtube: Virtual Muleys (https://www.youtube.com/c/VirtualMuleysOnline/videos)
Extraordinary session directly from the MuleSoft Engineering Team, our colleagues Eduardo Grave and Pablo Mangudo will get you up to speed on the best practices for MUnit with a Technical deep dive and widen your knowledge on how to take advantage of the test recorder to test mule apps
1. What is MUnit
2. MUnit Components
3. MUnit Walkthrough
4. Other Components of MUnit
5. Challenges with Testing
6. Test Recorder: How it works
7. Test Recorder Demo
8. Test Recorder: Tips & Tricks
This is a hands-on session to get a view into the MUnit features and how to use them to help us develop our applications.
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Access Management API
API Manager API
Object Store V2
Cloudhub API
Exchange API
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Export Console logs to an external file
Batch Import
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Snapshot
Project Documentation
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NYC MuleSoft Meetup 2019 Q2- MuleSoft for Mobile ApplicationsGean Martinez
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Pair programming
Automated Unit Testing
Refactoring
Test-Driven Development
Agile Architecture
SPEAKERS: Eduardo Grave, Pablo Mangudo
Host: Angel Alberici
Youtube: Virtual Muleys (https://www.youtube.com/c/VirtualMuleysOnline/videos)
Extraordinary session directly from the MuleSoft Engineering Team, our colleagues Eduardo Grave and Pablo Mangudo will get you up to speed on the best practices for MUnit with a Technical deep dive and widen your knowledge on how to take advantage of the test recorder to test mule apps
1. What is MUnit
2. MUnit Components
3. MUnit Walkthrough
4. Other Components of MUnit
5. Challenges with Testing
6. Test Recorder: How it works
7. Test Recorder Demo
8. Test Recorder: Tips & Tricks
This is a hands-on session to get a view into the MUnit features and how to use them to help us develop our applications.
Error Handling Strategies and the components availed by the MuleSoft platform. And Exploring the Snowflake data platform and its integration using Mule 4 Connector
Overview on Anypoint Platform APIs and Anypoint Studio Tips and TricksMergeStack
Overview on Anypoint Platform APIs:
Access Management API
API Manager API
Object Store V2
Cloudhub API
Exchange API
Anypoint Studio Tips and Tricks:
Export Console logs to an external file
Batch Import
Working Set
Snapshot
Project Documentation
Theme
NYC MuleSoft Meetup 2019 Q2- MuleSoft for Mobile ApplicationsGean Martinez
NYC MuleSoft Meetup Members packed into the Silverline NYC Office on Thursday March 28, 2019 and learned how MuleSoft can be used for modern Mobile Applications! NYC MuleSoft Meetup Members experienced how to build a full stack mobile application that leverages MuleSoft to deliver an awesome experience for both iOS and Android devices. They also learned about asynchronous patterns that are commonly leveraged in MuleSoft integrations. Members enjoyed Italian cuisine and Beer, Wine and Soda.
One of the main hindrances to teams being able to respond rapidly to new features are technical problems resulting from bad coding practices, also known as technical debt. Melissa and Brett will cover Agile tools and practices that help development teams write better code and increase maintainability. Topics that will be covered include:
Pair programming
Automated Unit Testing
Refactoring
Test-Driven Development
Agile Architecture
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Spring Boot, Spring Cloud, Spring Core, Spring JDBC, Spring Security,
Spring Transaction, Spring MVC,
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2. 2
Organizer
Ikram Mohamed
Integration Associate
@OneAmerica
About the organizer:
Working as Integration Associate at OneAmerica.
Indianapolis MuleSoft Meetup Leader & Mentor.
15+ Years of I.T Experience
Certified MuleSoft Integration Developer and
Platform Architect.
4. About me
● MuleSoft Ambassador
● Developing/Architecting MuleSoft solutions ~5 years
● Typically approach software development from a financial & long-term maintainability
standpoint
○ “If you want to go fast, do it right”
4
5. About me
● MuleSoft Ambassador
● Developing/Architecting MuleSoft solutions ~5 years
● Typically approach software development from a financial & maintainability standpoint
○ “If you want to go fast, do it right”
● 2 Dogs - Eddie, Bennie
● Wrote the tutorial for the DataWeave Playground
● Wrote half of a book on DataWeave, once
5
7. 5 Steps
1. Understand the value of unit tests
2. Assert your code meets interface contracts
3. Write testable code
4. Remove the noise
5. Valuable tests first, code coverage second
7
8. Where did these steps come from
A lot of code reviews over the last year. What I found:
● Despite overall increases in code quality, tests were still lacking. Knowing how to write
maintainable source code doesn’t immediately translate to knowing how to write good tests.
● Developers were writing unit tests because they were required to, but the tests were weak.
● Code was passing automated build/deploy processes, but still had logic bugs when sent to QA
● Code coverage was high, but test quality was bad.
● After speaking with developers, I learned most didn’t understand the value of unit tests, and
therefore did not know how to create valuable tests.
● Ultimately: just having unit tests isn’t enough. Having poorly designed unit tests robs us of
productivity and increases maintenance costs.
8
9. Talk Objectives
I’d like you to walk away from this presentation able to:
● Describe why we write unit tests
● Identify high-value test cases within your code
● Understand how to write high-value tests
● Write testable code, refactor non-testable code into testable code
● Understand why we need to be thoughtful when using the test recorder
9
10. Keep the end goal in mind
1) Understand the Value of Unit Tests
11. Why do we create unit tests? What
makes them valuable?
12. The value of unit tests
● May increase code quality (maintenance costs ⬇️, dev velocity ⬆️)
● May enable developers to confidently refactor (maintenance costs ⬇️, dev velocity ⬆️)
● May enable developers to confidently add new features without introducing regressions
(maintenance costs ⬇️, dev velocity ⬆️)
● May reduce quantity of bugs (maintenance costs ⬇️, dev velocity ⬆️)
● May serve as a form of documentation (maintenance costs ⬇️, dev velocity ⬆️)
12
13. The value of unit tests
● May increase code quality (maintenance costs ⬇️, dev velocity ⬆️)
● May enable developers to confidently refactor (maintenance costs ⬇️, dev velocity ⬆️)
● May enable developers to confidently add new features without introducing regressions
(maintenance costs ⬇️, dev velocity ⬆️)
● May reduce quantity of bugs (maintenance costs ⬇️, dev velocity ⬆️)
● May serve as a form of documentation (maintenance costs ⬇️, dev velocity ⬆️)
Tests are for “future you”, and developers who may need to modify your code in the future.
13
14. Trivia 1
What is one of the benefits of writing valuable unit tests?
A. Makes your boss happy
B. May reduce maintenance costs
C. Better code coverage
D. May eliminate all bugs from your application
14
16. Assert code meets interface contracts
● Given inputs “x”, are calls to dependent APIs correct?
○ If synchronous API, is response correct (body and HTTP status code)?
● Test should fail if code does not meet interface expectations
○ i.e. “Payload is not null” is almost never enough
● Test of this type should never be viewed as optional
● Flows and subflows have interfaces, too!
16
19. What makes code testable?
● “Testable” is a spectrum
○ You shouldn’t need to mock 10 different components
● Code that is thoughtfully organized into flows/sub-flows
○ Bias towards code organization that reflects how you would communicate about the code
■ “This flow gets data from system x, collects associated data from system y, then groups the data and sends
it to a queue”
● Values that need to be tested must be visible for testing
● Testable code is deterministic. Avoid using now() and random() within DW scripts. These
functions are non-deterministic.
○ We often need to use now(), how can we set up our source code and test to make this code
testable?
19
20. Trivia 2
What is a good indicator of testable software?
A. Good naming conventions
B. The software already has a lot of tests
C. The software tests provide great code coverage
D. Non-deterministic values are extracted into mockable variables
20
23. Eliminate the noise
23
● Noise is code or a test that cannot be linked back to a requirement or interface contract
● Noise could also be a test that doesn’t assert anything useful
● Noise ends up increasing maintenance costs instead of decreasing them
○ Noise creates confusion, “Why is this test making assertions about data that are not used by the
flow?”
● The MUnit Test Recorder can create a lot of noise, be thoughtful when using it! (more on this
later)
25. The Good
● Quickly create test cases
● Probably great code coverage if you
record every flow
Thoughts about the Test Recorder
25
The Bad
● Easier to create noise (e.g. forgetting not to mock
unnecessary attributes, mocking payloads with
100s of records)
● Poor file naming for things like mock payloads
● Cannot mock and spy the same component
● Mock data is always in application/dataweave
format
● File generation clutters src/test/resources
27. Valuable Tests First, Code Coverage Second
● Code coverage can be a misleading metric for software quality
● Write your high-value tests first, check if code coverage criteria is met, then add more if
necessary
● Code reviews should be exposing weak tests
○ Helps mitigate developers aiming for code coverage instead of high-value tests
27
28. Other tips
28
● Unit tests should not be dependent on use of the network or file system
● More complex code should probably have more robust tests
● Tests should function as a form of documentation. Expected inputs to flows & dependent
systems, as well as expected outputs
● Test all paths. Generally flows with choice routers require 1 test per possible path. This
includes exceptions.
● Testing DataWeave code: Often times it’s not necessary, your interface tests should expose
bugs in transformation logic. DataWeave is an implementation detail.
● Never mock on doc:id alone, always include at least the doc:name
● Never trust a test that you haven’t seen fail
29. Trivia 3
When writing unit tests, why should you focus on writing valuable tests first, and code coverage
second?
A. Without valuable tests, code coverage is meaningless
B. Code coverage isn’t that important
C. Valuable tests are difficult to write, so we should approach them with a fresh mind
D. An authority figure said so in an online presentation
29