I just finished rolling out Pulsar to 8 AWS regions with geo-replication. Messages rates are currently at about 50k msgs/sec but still in the process of migrating many more applications. We run on top of kubernetes (EKS). It took about 5 months for our implementation with a chunk of that work mostly about figuring out how to integrate our internal auth as well as a using hashicorp vault as a clean automated way to ge…
Apache Pulsar is an open-source distributed pub-sub messaging system
101–110 of 249 posts
Re: Apache Pulsar is an open-source distributed pub-sub messaging system
#102Earlier quoted context omitted.
> found the documentation very lacking Really? It is one of the few open source projects that we've felt has had modern documentation. How long ago was this? > As a small startup You'll spend more time & money on the OpEx cost with Kafka than picking up the client library for Pulsar.
It was about 6 months ago. I completely disagree with the opex of picking up kafka vs developing a whole client library. Please could you try and explain how you came to this conclusion?
1. Stateless brokers
With Kafka any time a broker goes down you need to be aware of the kafka broker id. Yes, this can be fixed by creating your entire infrastructure as code and keeping track of state.
This is something of great OpEx. I've seen few people successfully automate this, Netflix is one of the few. The rest just use manual process with tooling to get around, pager, Kafka tooling to spawn replacement node with the looked up broker id, etc.
2. Kafka MirrorMaker
Granted I have not used v2 that recently came out in ~2.6 but dear gosh v1 was so bad that Uber wrote their own replacement from the ground up called uReplicator. The amount of time wasted on replication broken across regions is disgusting.
3. Optimization & Scaling
Kafka bundles compute & storage. There's (maybe on a upcoming KIP) no way that I know of splitting this. This means you'll waste time on Ops side deciding on tradeoffs between your broker throughput and your broker space.
Worse yet time & money will be wasted here. I'd just rather hire more people than waste time on silly things like this. This is where I justify taking on the expense of client libs.
4. Segments vs Partitions
The major time wasters are where you end up in a situation with the cluster utterly getting destroyed. It will happen, it isn't a question of if but a question of when or the company goes belly up and nobody cares.
It's 3 AM, the producer is getting back pressure, you get a page and now have to deal with adding on write capacity to avoid a hot spot. Don't forget you can't just simply do a rebalancement in Kafka or you'll break the contract with every developer who has developed under the golden rule of, "Your partition order will always be the same".
You'll successfully pay the cost of upgrading the entire cluster and then spending 3 days coming up with a solution to rebalance without making all your devs riot against you when you break that golden contract.
RIP Kafka
Having spent a couple of years dealing with Kafka I'm sorry to burst people's bubbles but is dead. Even Confluent doesn't have a good enough story these days to not switch to Pulsar, they're going to sell you on the same consulting bs, "We're more mature", "We've got better tooling.", "Better suppott"...
Yes, of course, it has been in the open source community 5 years longer and the company has been also around longer for that time. Kafka is dead, long live Pulsar.
Re: Apache Pulsar is an open-source distributed pub-sub messaging system
#103Sidenote question : Are we heading toward a split between apache/java/zookeeper stacks and go/etcd on the other ? I've seen an issue related to that question on pulsar, and this got me investigating the distributed KV part of the stack. It seems by looking at some benchmark that etcd is much more performant than zookeeper, and that to some people, operating two stacks seems like an operation maintenance cost a bit to…
I think that the modern approach to distributed systems is moving towards golang style microservices and lightweight / simple system design with RPC communication, reconcile type loops for state reconciliation, and backing CP databases. I think this is the influence of k8s (and maybe google's approach to distributed systems).
I will almost certainly get downvoted for this (as I always seem to when I criticize the JVM), but Apache/JVM style architecture feels REALLY long in the tooth to me. I think you are committing to an outdated and very expensive approach to building software if you use anything running on the JVM, especially Apache based anything. Cassandra is a great example of this - out of the box it's a terribly performing database that is extremely expensive to run and tune. Throw enough resources and time at it and you can get it to acceptable scalability - but running on the JVM which is a huge memory hog will always make it expensive to run (and even then, you will always get terrible latency distributions with the JVM's awful GC).
If I was building a business I would run far far away from any JVM based solution. The only thing it has going for it is momentum. If you need to hire 100s of engineers off the street for a large project, then a JVM based stack is about your only option unfortunately.
Re: Apache Pulsar is an open-source distributed pub-sub messaging system
#104I just finished rolling out Pulsar to 8 AWS regions with geo-replication. Messages rates are currently at about 50k msgs/sec but still in the process of migrating many more applications. We run on top of kubernetes (EKS). It took about 5 months for our implementation with a chunk of that work mostly about figuring out how to integrate our internal auth as well as a using hashicorp vault as a clean automated way to ge…
Isn't using Kubernetes kind of an anti-pattern due to failover and rebalancing logic clashing? If Kubernetes is killing and re-starting nodes and the cluster's brokers are detecting dead brokers and rebalancing partitions as a result, it seems counterproductive.
While there certainly is some aspects you need to be aware of, generally, Pulsar is much more "cloud native" and maps quiet well to k8s primitives.
Re: Apache Pulsar is an open-source distributed pub-sub messaging system
#105Earlier quoted context omitted.
> Why use RabbitMQ and Kafka if you can use ZeroMQ? They are totally different, you're comparing apples with oranges. ZeroMQ gives you basic, very fast tooling to communicate between distributed processes. ZeroMQ does not provide tooling for e.g. maintaining a strictly ordered, multi-terabyte event log. And so on.
Yes but isn’t this a bit like comparing git / bitkeeper vs subversion / perforce? Basically, one is decentralized and you can set up a massively parallel architecture, with eg each topic or subthread having its own pubsub. The other is a monolithic centralized pubsub architecture. You could argue that git in large institutional projects converges to a monolithic repo so at that point it’s less efficient even than svn…
Not true. Facebook and Google do not use Git. Microsoft does not use vanilla Git for their monorepo. They created this extension to make it scalable https://en.wikipedia.org/wiki/Virtual_File_System_for_Git
Re: Apache Pulsar is an open-source distributed pub-sub messaging system
#106How does this compare to Redis Pub-Sub or RabbitMQ?
Re: Apache Pulsar is an open-source distributed pub-sub messaging system
#107Earlier quoted context omitted.
> You'll spend more time & money on the OpEx cost with Kafka than picking up the client library for Pulsar. Could you elaborate why this would be the case?
Not the OP, but I think they were exaggerating a bit. In practice, operating kafka is a major PITA, because it means you have to (1) choose a "flavor" wrapper (confluent seems to be a popular one), because the base project isn't easy to develop against (2) write your own wrappers of those wrappers, to keep your developers from shooting themselves in the foot with wacky defaults (3) suffer the immense pain that is aut…
Re: Apache Pulsar is an open-source distributed pub-sub messaging system
#108I just finished rolling out Pulsar to 8 AWS regions with geo-replication. Messages rates are currently at about 50k msgs/sec but still in the process of migrating many more applications. We run on top of kubernetes (EKS). It took about 5 months for our implementation with a chunk of that work mostly about figuring out how to integrate our internal auth as well as a using hashicorp vault as a clean automated way to ge…
Re: Apache Pulsar is an open-source distributed pub-sub messaging system
#109I just finished rolling out Pulsar to 8 AWS regions with geo-replication. Messages rates are currently at about 50k msgs/sec but still in the process of migrating many more applications. We run on top of kubernetes (EKS). It took about 5 months for our implementation with a chunk of that work mostly about figuring out how to integrate our internal auth as well as a using hashicorp vault as a clean automated way to ge…
What's your plan on disaster recovery? Do your workers track their own cursors, and if so, how does that work across regions?
Re: Apache Pulsar is an open-source distributed pub-sub messaging system
#110I just finished rolling out Pulsar to 8 AWS regions with geo-replication. Messages rates are currently at about 50k msgs/sec but still in the process of migrating many more applications. We run on top of kubernetes (EKS). It took about 5 months for our implementation with a chunk of that work mostly about figuring out how to integrate our internal auth as well as a using hashicorp vault as a clean automated way to ge…
Really interested why you chose Pulsar over RabbitMQ and others?