January, 2016

Logging the easy way

This is a cross post from the original posting at godaddy’s engineering blog. This is a project I have spent considerable time working on and leverage a lot.

Logging is a funny thing. Everyone knows what logs are and everyone knows you should log, but there are no hard and fast rules on how to log or what to log. Your logs are your first line of defense against figuring out issues live. Sometimes logs are the only line of defense (especially in time sensitive systems).

That said, in any application good logging is critical. Debugging an issue can be made ten times easier with simple, consistent logging. Inconsistent or poor logging can actually make it impossible to figure out what went wrong in certain situations. Here at GoDaddy we want to make sure that we encourage logging that is consistent, informative, and easy to search.

Enter the GoDaddy … Read more


Serialization of lombok value types with jackson

For anyone who uses lombok with jackson, you should checkout jackson-lombok which is a fork from xebia that allows lombok value types (and lombok generated constructors) to be json creators.

The original authors compiled their version against jackson-core 2.4.* but the new version uses 2.6.*. Props needs to go to github user kazuki-ma for submitting a PR that actually addresses this. Paradoxical just took those fixes and published.

Anyways, now you get the niceties of being able to do:

public class ValueType{
    private String name;
    private String description;

And instantiate your mapper:

new ObjectMapper().setAnnotationIntrospector(new JacksonLombokAnnotationIntrospector());

Enjoy!… Read more

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Cassandra DB migrations

When doing any application that involves a persistent data storage you usually need a way to upgrade and change your database using a set of scripts. Working with patterns like ActiveRecord you get easy up/down by version migrations. But with cassandra, which traditionally was schemaless, there aren’t that many tools out there to do this.

One thing we have been using at my work and at paradoxical is a simple java based cassandra loader tool that does “up” migrations based on db version scripts.

Assuming you have a folder in your application that stores db scripts like


Then each script corresponds to a particular db version state. It’s current state depends on all previous states. Our cassandra loader tracks db versions in a db_version table and lets you apply runners against a keyspace to move your schema (and data) to the target version. If your … Read more

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Dalloc – coordinating resource distribution using hazelcast

A fun problem that has come up during the implementation of cassieq (a distributed queue based on cassandra) is how to evenly distribute resources across a group of machines. There is a scenario in cassieq where writes can be delayed, and as such there is a custom worker in the app (by queue) who watches a queue to see if a delayed write comes in and republishes the message to a bucket later on. It’s transparent to the user, but if we have multiple workers on the same queue we could potentially republish the message twice. While technically that falls within the SLA we’ve set for cassieq (at least once delivery) it’d be nice to avoid this particular race condition.

To solve this, I’ve clustered the cassieq instances together using hazelcast. Hazelcast is a pretty cool library since it abstracts away member discovery/connection and gives you events on membership … Read more

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Leadership election with cassandra

Cassandra has a neat feature that lets you expire data in a column. Using this handy little feature, you can create simple leadership election using cassandra. The whole process is described here which talks about leveraging Cassandras consensus and the column expiration to create leadership electors.

The idea is that a user will try and claim a slot for a period of time in a leadership table. If a slot is full, someone else has leadership. While the leader is still active they needs to heartbeat the table faster than the columns TTL to act as a keepalive. If it fails to heartbeat (i.e. it died) then its leadership claim can be relinquished and someone else can claim it. Unlike most leadership algorithms that claim a single “host” as a leader, I needed a way to create leaders sharded by some “group”. I call this a “LeadershipGroup” and we can … Read more

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