Lessons learned Docker microservices architecture with Spring Boot
Introduction
During my last project consisting of a Docker microservices architecture, built with Spring Boot, using RabbitMQ as communication channel, I learned a bunch of lessons, here's a summary of them.
Architecture
Below is a high level overview of the architecture that was used.
Docker
- Run 1 process/service/application per docker container (or put stuff in init.d but that's not intended use of docker)
- Starting background processes in the CMD cause container to exit. So either have a script waiting at the end (e.g tail -f /dev/null) or keep the process (i.e the one prefixed with CMD) running in the foreground. Other useful Dockerfile tips you can find here
- As far as I can tell Docker checks if Dockerfile has changed, and if so, creates a new image instance (diffs only?)
- Basic example to start RabbitMq docker image, as used in the build tool:
$ docker pull 172.18.19.20/project/rabbitmq:latest
$ docker rm -f build-server-rabbitmq
$ # Map the RabbitMQ regular and console ports
$ docker run -d -p 5672:5672 -p 15672:15672 --name build-server-rabbitmq 172.18.19.20/rabbitmq:latest - If there's no docker0 interface (check by running command ifconfig) then probably there are ^M characters in the config file at /etc/default/docker/docker.config. To fix it, perform a dos2unix on that file.
- Check for errors at startup of docker in /var/log/upstart/docker.log
- If your docker push <image> asks for a login (and you don't expect that) or it returns some weird html like "</html>" then you're probably missing the host in front of the image name, e.g: 172.18.19.20:6000/projectname/some-service:latest
- Stuff like /var/log/messages is not visible in a Docker container, but is in its host! So look there for example to find out why a process is not starting/gets killed at startup without any useful logging (like we had with clamd)
- How to remove old dangling unused docker images: docker rmi $(docker images --filter "dangling=true" -q --no-trunc)
Spring Boot
- Some jackson2 dependencies were missing from the generated Spring Initializr project, noticed when creating unittests. These dependencies were additionally needed in scope test:
<dependency>
<groupid>com.fasterxml.jackson.core</groupid>
<artifactid>jackson-databind</artifactid>
<version>2.5.0</version></dependency>
<dependency>
<groupid>com.fasterxml.jackson.core</groupid>
<artifactid>jackson-annotations</artifactid>
<version>2.5.0</version></dependency>
<dependency>
<groupid>com.fasterxml.jackson.core</groupid>
<artifactid>jackson-core</artifactid>
<version>2.5.0</version></dependency>
Not sure anymore why these then didn't get <scope>test</scope> then... Guess it was needed also in some regular code... :) - In the Spring Boot AMQP Quick Start the last param has name .with(queueName) during binding, but that's the topic key! (which is related to the binding key used at sending), so not the queue name.
- Spring Boot Actuator's /health will check all related dependencies! So if you have a dependency in your pom.xml to a project which uses spring-boot-starter-amqp, /health will check now for an AMQP queue being up! So add a
for those if you don't want that. - Spring Boot's default AppAplicationIT probably needs a @DirtiesContext for your tests, otherwise the tests might re-use or create more beans than you think (we saw that in our message receiver tests helper class).
- @Transactional in Spring: by default only for unchecked exceptions!! It's documented but still a thing to watch out for.
- And of course: Spring's @Transactional does not work on private methods (due to proxy stuff it creates)
- To see in Spring Boot the transaction logging, put this in application.properties:
logging.level.org.springframework.jdbc=TRACE
logging.level.org.springframework.transaction=TRACE
Note that by default @Transactional just rolls back, it does not log anything, so if you don't log your runtime exceptions, you won't see much in your logs. - mockMvc from spring is not really invoking from "outside", our spring sec context filter (for which you can use @Secured(role)) was allowing calls while no authentication was provided for. RestTemplate seems to work from "the outside".
- Scan order can mess up @ControllerAdvice error handler it seems. Had to change the order sometimes:
Setup:
- Controller is in: com.company.request.web.
- General error controller is in com.company.common package.
Had to change
@ComponentScan(value = {"com.company.security", "com.company.common", "com.company.cassandra", "com.company.module", "com.company.request"})
to
@ComponentScan(value = {"com.company.security", "com.company.cassandra", "com.company.module", "com.company.request", "com.company.common"})
Note that the general error controller has now been put in last - Spring Boot footprint seems relatively big especially for microservices. At least 500MB or something is needed, so we have quite big machines for about 20 services. Maybe plain Spring (iso Spring boot) might be more lightweight...
Bamboo build server
- When Bamboo gets slow and the CPU seems quite busy and memory availability on its server seems fine, increase the Xmss and Xmsx (or related). Found this out because the java Bamboo process was running out of heap sometimes, increasing heap also fixed performance.
- To have Bamboo builds fail on quality gates not met in SonarQube, install in Sonar the build breaker plugin. See the plugin docs and Update Center. This FAQ says so.
Stash
- The Stash (now called Bitbucket) API: in /rest/git/1.0/projects/{projectKey}/repos/{repositorySlug}/tags a 'slug' is just a repository name.
Microservices with event based architecture
- When you do microservices, IMMEDIATELY take into account during coding + reviews that multiple instances can do concurrent access to database.
This has affect on your queries. Most likely correct implementation for uniqueness check on inserts:
1- add unique constraint
2- run insert
3- catch uniqueness exception --> you know it already exists. Solution with SELECT NOT EXISTS is not guaranteed unique. - Also take deleting of data (e.g user deletes himself) into account from the start. Especially when using events and/or eventual consistency in combination with an account-balance or similar. Because what if one services in the whole chain of things to execute for a delete fails? Has the user still some money left on his/her account then? In short: take care of CRUD.
- Multiple services are sending the same event? That can indicate 2 services are doing the same thing --> Not good probably.
- Microservices advantages:
- Forces you to better think about where to put stuff in comparison to monolith where you more often can be tempted to "just do a quick fix".
- language independency for service implementation: choose the best language for the job
Disadvantages:
- more time needed for design
- eventual consistency is quite tough to understand & work with, also conceptually
- infrastructure is more complex including all communication between services
More cons can be found here.
Tomcat
- Limit the maximum size of what can be posted to a servlet is not as easy as it seems for REST services:
- maxPostSize in Tomcat is enforced only for specific contenttype: Tomcat only enforces that limit if the content type is application/x-www-form-urlencoded
- And the other 3 below XML options are for multipart only:
<multipart-config>
<!-- 52MB max -->
<max-file-size>52428800</max-file-size>
<max-request-size>52428800</max-request-size>
<file-size-threshold>0</file-size-threshold></multipart-config>
So that one won't work for uploading just a byte[]. The only solution is in the servlet (e.g Spring @Controller) you'll have to check for the limit you want to allow. - maxthreads seems set to be unlimited by default or something. 50 seems to perform better. (workerthreads)
Security
- To securely generate a random number: SecureRandom randomGenerator = SecureRandom.getInstance("NativePRNG");
- Good explanation of secure use of a salt to use for hashing can be found here.
Cassandra
- Unique constraints are not possible in Cassandra, so there you will even have to implement unique constraints in the business logic (and make it eventually consistent)
- CassandraOperations query for one field:
Select select = QueryBuilder.select(MultiplePaymentRequestRequesterEntityKey.ID).from(MultiplePaymentRequestRequesterEntity.TABLE_NAME);
select.setConsistencyLevel(ConsistencyLevel.LOCAL_QUORUM);
select.where(QueryBuilder.eq(MultiplePaymentRequestRequesterEntityKey.REQUESTER, requester));
return cassandraTemplate.queryForList(select, UUID.class);
See also here. - Note below two keys don't seem to get picked up by Cassandra in the Spring Data Cassandra version 1.1.4.RELEASE:
<groupid>org.springframework.data</groupid>
<artifactid>spring-data-cassandra</artifactid>
@PrimaryKeyColumn(name = OTHER_USER_ID, ordinal = 0, type = PrimaryKeyType.PARTITIONED)
@CassandraType(type = DataType.Name.UUID)
private UUID meUserId;
@PrimaryKeyColumn(name = ME_USER_ID, ordinal = 1, type = PrimaryKeyType.CLUSTERED)
@CassandraType(type = DataType.Name.UUID)
private UUID meId;
This *does* get picked up: put it into a separate class:
@Data
@AllArgsConstructor
@PrimaryKeyClass
public class HistoryKey implements Serializable {
@PrimaryKeyColumn(name = HistoryEntity.ME_USER_ID, ordinal = 0, type = PrimaryKeyType.PARTITIONED)
@CassandraType(type = DataType.Name.UUID)
private UUID meUserId;
@PrimaryKeyColumn(name = HistoryEntity.OTHER_USER_ID, ordinal = 1, type = PrimaryKeyType.PARTITIONED)
@CassandraType(type = DataType.Name.UUID)
private UUID otherUserId;
@PrimaryKeyColumn(name = HistoryEntity.CREATED, ordinal = 2, type = PrimaryKeyType.CLUSTERED, ordering = Ordering.DESCENDING)
private Date created;
} - Don't use Cassandra for all types of use cases. An RDMS still has its value, e.g for ACID requirements. Cassandra is eventually consistent.
Kubernetes
- See my diagram in this post.
Miscellaneous
- Use dig for DNS resolving problems
- Use pgAdmin III for PostgreSQL GUI
- To stop SonarQube complaining about unused private fields when using Lombok @Data annotation: add to each of those classes @SuppressWarnings("PMD.UnusedPrivateField")
- Managed to not need transactions nor XA transactions for message publishing, message reading, store db, message sending, by using the confirm + ack mechanism.
And allow message to be read again. DB then sees: oh already stored (or do an upsert).
So,when processing message from the queue:
1- store in db
2- send message on queue
3- only then ack back to queue that read was successful - Performance: instantiate the Jackson2 ObjectMapper once as static, not in each call, so:
private static final ObjectMapper mapper = new ObjectMapper(); - Javascript: when an exception occurs in a callback and it is not handled, processing just ends. Promises have better error handling.
- clamd would not start correctly; it would try to start but then show 'Killed' when started via the commandline. Turns out it runs out of memory when starting up. Though we had enough RAM (16G total, 3G free), it turns out clamd needs swap configured!
- Linux bash shell script to loop through projects for tagging with projects with spaces in their name:
PROJECTS="
project1
project space2
";
IFS=$'\n'
for PROJECT in $PROJECTS
do
TRIM_LEADING_SPACE_PROJECT="$(echo -e "${PROJECT}" | sed -e 's/^[[:space:]]*//')"
echo "Cloning '$TRIM_LEADING_SPACE_PROJECT'"
git clone --depth=1 http://$USER:$GITPASSWD@github.com/projects/$TRIM_LEADING_SPACE_PROJECT.git
done - OpenVPN in Windows 10: Sometimes it hangs on "Connecting..." It doesn't show the popup to enter username/pwd. Go to View logs. Then when you see: Enter management password in the logs: ???? you have to kill the OpenVPN Daemon under Processes tab (windows taskmanager). The service is stopped when exiting the app but that's not enough!
- javascript/nodejs log every call that comes in:
app.use(function (req, res, next) {
console.log('Incoming request = ' + new Date(), req.method, req.url);
logger.debug('log at debug level');
next()
} - If ever your mouse is suddenly not working anymore your VirtualBox guest, kill the process in your guest-machine mentioned in comment 5 here. After that the mouse works again in your vbox guest.
- Fix Firefox to version 45.0.0 for selenium driver tests:
sudo apt-get install -y firefox=45.0.2+build1-0ubuntu1
sudo apt-mark hold firefox - Setting the cookie attribute Secure (indicating cookie should only be sent over httpS) can be seen when using curl to request the URL(s) that should send that cookie plus the new attribute, even when using HTTP. See also my previous post.
But when using a browser and HTTP, you probably won't see the secure cookie appear in the cookie store. This is (probably) because the browser knows not to store it in that case because it's HTTP being used. - Idempotency within services is key for resilience and be able to resend an event or perform an API call again.
Add to:
Del.icio.us
DZone
Reddit
Digg
