Deploying a multi-cluster on bare metal
- Single-cluster Pulsar installations should be sufficient for all but the most ambitious use cases. If you are interested in experimenting with Pulsar or using it in a startup or on a single team, you had better opt for a single cluster. For instructions on deploying a single cluster, see the guide here.
- If you want to use all builtin Pulsar IO connectors in your Pulsar deployment, you need to download
apache-pulsar-io-connectors
package and installapache-pulsar-io-connectors
underconnectors
directory in the pulsar directory on every broker node or on every function-worker node if you run a separate cluster of function workers for Pulsar Functions. - If you want to use Tiered Storage feature in your Pulsar deployment, you need to download
apache-pulsar-offloaders
package and installapache-pulsar-offloaders
underoffloaders
directory in the pulsar directory on every broker node. For more details of how to configure this feature, you can refer to the Tiered storage cookbook.
A Pulsar instance consists of multiple Pulsar clusters working in unison. You can distribute clusters across data centers or geographical regions and replicate the clusters amongst themselves using geo-replication. Deploying a multi-cluster Pulsar instance involves the following basic steps:
- Deploying two separate ZooKeeper quorums: a local quorum for each cluster in the instance and a configuration store quorum for instance-wide tasks
- Initializing cluster metadata for each cluster
- Deploying a BookKeeper cluster of bookies in each Pulsar cluster
- Deploying brokers in each Pulsar cluster
If you want to deploy a single Pulsar cluster, see Clusters and Brokers.
Run Pulsar locally or on Kubernetes?
This guide shows you how to deploy Pulsar in production in a non-Kubernetes environment. If you want to run a standalone Pulsar cluster on a single machine for development purposes, see the Setting up a local cluster guide. If you want to run Pulsar on Kubernetes, see the Pulsar on Kubernetes guide, which includes sections on running Pulsar on Kubernetes on Google Kubernetes Engine and on Amazon Web Services.
System requirement
Currently, Pulsar is available for 64-bit macOS, Linux. See Run Pulsar In Docker if you want to run Pulsar on Windows. To use Pulsar, you need to install 64-bit JRE/JDK 8 or later versions.
Broker is only supported on 64-bit JVM.
Install Pulsar
To get started running Pulsar, download a binary tarball release in one of the following ways:
-
by clicking the link below and downloading the release from an Apache mirror:
-
from the Pulsar downloads page
-
from the Pulsar releases page
-
using wget:
$ wget 'https://www.apache.org/dyn/mirrors/mirrors.cgi?action=download&filename=pulsar/pulsar-2.7.2/apache-pulsar-2.7.2-bin.tar.gz' -O apache-pulsar-2.7.2-bin.tar.gz
Once you download the tarball, untar it and cd
into the resulting directory:
$ tar xvfz apache-pulsar-2.7.2-bin.tar.gz
$ cd apache-pulsar-2.7.2
What your package contains
The Pulsar binary package initially contains the following directories:
Directory | Contains |
---|---|
bin | Command-line tools](reference-cli-tools.md) of Pulsar, such as pulsar and [pulsar-admin |
conf | Configuration files for Pulsar, including for broker configuration, ZooKeeper configuration, and more |
examples | A Java JAR file containing example Pulsar Functions |
lib | The JAR files that Pulsar uses |
licenses | License files, in .txt form, for various components of the Pulsar codebase |
The following directories are created once you begin running Pulsar:
Directory | Contains |
---|---|
data | The data storage directory that ZooKeeper and BookKeeper use |
instances | Artifacts created for Pulsar Functions |
logs | Logs that the installation creates |
Deploy ZooKeeper
Each Pulsar instance relies on two separate ZooKeeper quorums.
- Local ZooKeeper operates at the cluster level and provides cluster-specific configuration management and coordination. Each Pulsar cluster needs to have a dedicated ZooKeeper cluster.
- Configuration Store operates at the instance level and provides configuration management for the entire system (and thus across clusters). An independent cluster of machines or the same machines that local ZooKeeper uses can provide the configuration store quorum.
The configuration store quorum can be provided by an independent cluster of machines or by the same machines used by local ZooKeeper.
Deploy local ZooKeeper
ZooKeeper manages a variety of essential coordination-related and configuration-related tasks for Pulsar.
You need to stand up one local ZooKeeper cluster per Pulsar cluster for deploying a Pulsar instance.
To begin, add all ZooKeeper servers to the quorum configuration specified in the conf/zookeeper.conf
file. Add a server.N
line for each node in the cluster to the configuration, where N
is the number of the ZooKeeper node. The following is an example for a three-node cluster:
server.1=zk1.us-west.example.com:2888:3888
server.2=zk2.us-west.example.com:2888:3888
server.3=zk3.us-west.example.com:2888:3888
On each host, you need to specify the ID of the node in the myid
file of each node, which is in data/zookeeper
folder of each server by default (you can change the file location via the dataDir
parameter).
See the Multi-server setup guide in the ZooKeeper documentation for detailed information on
myid
and more.
On a ZooKeeper server at zk1.us-west.example.com
, for example, you could set the myid
value like this:
$ mkdir -p data/zookeeper
$ echo 1 > data/zookeeper/myid
On zk2.us-west.example.com
the command looks like echo 2 > data/zookeeper/myid
and so on.
Once you add each server to the zookeeper.conf
configuration and each server has the appropriate myid
entry, you can start ZooKeeper on all hosts (in the background, using nohup) with the pulsar-daemon
CLI tool:
$ bin/pulsar-daemon start zookeeper
Deploy the configuration store
The ZooKeeper cluster that is configured and started up in the section above is a local ZooKeeper cluster that you can use to manage a single Pulsar cluster. In addition to a local cluster, however, a full Pulsar instance also requires a configuration store for handling some instance-level configuration and coordination tasks.
If you deploy a single-cluster instance, you do not need a separate cluster for the configuration store. If, however, you deploy a multi-cluster instance, you should stand up a separate ZooKeeper cluster for configuration tasks.
Single-cluster Pulsar instance
If your Pulsar instance consists of just one cluster, then you can deploy a configuration store on the same machines as the local ZooKeeper quorum but run on different TCP ports.
To deploy a ZooKeeper configuration store in a single-cluster instance, add the same ZooKeeper servers that the local quorum uses to the configuration file in conf/global_zookeeper.conf
using the same method for local ZooKeeper, but make sure to use a different port (2181 is the default for ZooKeeper). The following is an example that uses port 2184 for a three-node ZooKeeper cluster:
clientPort=2184
server.1=zk1.us-west.example.com:2185:2186
server.2=zk2.us-west.example.com:2185:2186
server.3=zk3.us-west.example.com:2185:2186
As before, create the myid
files for each server on data/global-zookeeper/myid
.
Multi-cluster Pulsar instance
When you deploy a global Pulsar instance, with clusters distributed across different geographical regions, the configuration store serves as a highly available and strongly consistent metadata store that can tolerate failures and partitions spanning whole regions.
The key here is to make sure the ZK quorum members are spread across at least 3 regions and that other regions run as observers.
Again, given the very low expected load on the configuration store servers, you can share the same hosts used for the local ZooKeeper quorum.
For example, assume a Pulsar instance with the following clusters us-west
,
us-east
, us-central
, eu-central
, ap-south
. Also assume, each cluster has its own local ZK servers named such as the following:
zk[1-3].${CLUSTER}.example.com
In this scenario if you want to pick the quorum participants from few clusters and
let all the others be ZK observers. For example, to form a 7 servers quorum, you can pick 3 servers from us-west
, 2 from us-central
and 2 from us-east
.
This method guarantees that writes to configuration store is possible even if one of these regions is unreachable.
The ZK configuration in all the servers looks like:
clientPort=2184
server.1=zk1.us-west.example.com:2185:2186
server.2=zk2.us-west.example.com:2185:2186
server.3=zk3.us-west.example.com:2185:2186
server.4=zk1.us-central.example.com:2185:2186
server.5=zk2.us-central.example.com:2185:2186
server.6=zk3.us-central.example.com:2185:2186:observer
server.7=zk1.us-east.example.com:2185:2186
server.8=zk2.us-east.example.com:2185:2186
server.9=zk3.us-east.example.com:2185:2186:observer
server.10=zk1.eu-central.example.com:2185:2186:observer
server.11=zk2.eu-central.example.com:2185:2186:observer
server.12=zk3.eu-central.example.com:2185:2186:observer
server.13=zk1.ap-south.example.com:2185:2186:observer
server.14=zk2.ap-south.example.com:2185:2186:observer
server.15=zk3.ap-south.example.com:2185:2186:observer
Additionally, ZK observers need to have the following parameters:
peerType=observer
Start the service
Once your configuration store configuration is in place, you can start up the service using pulsar-daemon
$ bin/pulsar-daemon start configuration-store
Cluster metadata initialization
Once you set up the cluster-specific ZooKeeper and configuration store quorums for your instance, you need to write some metadata to ZooKeeper for each cluster in your instance. you only needs to write these metadata once.
You can initialize this metadata using the initialize-cluster-metadata
command of the pulsar
CLI tool. The following is an example:
$ bin/pulsar initialize-cluster-metadata \
--cluster us-west \
--zookeeper zk1.us-west.example.com:2181 \
--configuration-store zk1.us-west.example.com:2184 \
--web-service-url http://pulsar.us-west.example.com:8080/ \
--web-service-url-tls https://pulsar.us-west.example.com:8443/ \
--broker-service-url pulsar://pulsar.us-west.example.com:6650/ \
--broker-service-url-tls pulsar+ssl://pulsar.us-west.example.com:6651/
As you can see from the example above, you need to specify the following:
- The name of the cluster
- The local ZooKeeper connection string for the cluster
- The configuration store connection string for the entire instance
- The web service URL for the cluster
- A broker service URL enabling interaction with the brokers in the cluster
If you use TLS, you also need to specify a TLS web service URL for the cluster as well as a TLS broker service URL for the brokers in the cluster.
Make sure to run initialize-cluster-metadata
for each cluster in your instance.
Deploy BookKeeper
BookKeeper provides persistent message storage for Pulsar.
Each Pulsar broker needs to have its own cluster of bookies. The BookKeeper cluster shares a local ZooKeeper quorum with the Pulsar cluster.
Configure bookies
You can configure BookKeeper bookies using the conf/bookkeeper.conf
configuration file. The most important aspect of configuring each bookie is ensuring that the zkServers
parameter is set to the connection string for the local ZooKeeper of Pulsar cluster.
Start bookies
You can start a bookie in two ways: in the foreground or as a background daemon.
To start a bookie in the background, use the pulsar-daemon
CLI tool:
$ bin/pulsar-daemon start bookie
You can verify that the bookie works properly using the bookiesanity
command for the BookKeeper shell:
$ bin/bookkeeper shell bookiesanity
This command creates a new ledger on the local bookie, writes a few entries, reads them back and finally deletes the ledger.
After you have started all bookies, you can use the simpletest
command for BookKeeper shell on any bookie node, to verify that all bookies in the cluster are running.
$ bin/bookkeeper shell simpletest --ensemble <num-bookies> --writeQuorum <num-bookies> --ackQuorum <num-bookies> --numEntries <num-entries>
Bookie hosts are responsible for storing message data on disk. In order for bookies to provide optimal performance, having a suitable hardware configuration is essential for the bookies. The following are key dimensions for bookie hardware capacity.
- Disk I/O capacity read/write
- Storage capacity
Message entries written to bookies are always synced to disk before returning an acknowledgement to the Pulsar broker. To ensure low write latency, BookKeeper is designed to use multiple devices:
- A journal to ensure durability. For sequential writes, having fast fsync operations on bookie hosts is critical. Typically, small and fast solid-state drives (SSDs) should suffice, or hard disk drives (HDDs) with a RAIDs controller and a battery-backed write cache. Both solutions can reach fsync latency of ~0.4 ms.
- A ledger storage device is where data is stored until all consumers acknowledge the message. Writes happen in the background, so write I/O is not a big concern. Reads happen sequentially most of the time and the backlog is drained only in case of consumer drain. To store large amounts of data, a typical configuration involves multiple HDDs with a RAID controller.
Deploy brokers
Once you set up ZooKeeper, initialize cluster metadata, and spin up BookKeeper bookies, you can deploy brokers.
Broker configuration
You can configure brokers using the conf/broker.conf
configuration file.
The most important element of broker configuration is ensuring that each broker is aware of its local ZooKeeper quorum as well as the configuration store quorum. Make sure that you set the zookeeperServers
parameter to reflect the local quorum and the configurationStoreServers
parameter to reflect the configuration store quorum (although you need to specify only those ZooKeeper servers located in the same cluster).
You also need to specify the name of the cluster to which the broker belongs using the clusterName
parameter. In addition, you need to match the broker and web service ports provided when you initialize the metadata (especially when you use a different port from default) of the cluster.
The following is an example configuration:
# Local ZooKeeper servers
zookeeperServers=zk1.us-west.example.com:2181,zk2.us-west.example.com:2181,zk3.us-west.example.com:2181
# Configuration store quorum connection string.
configurationStoreServers=zk1.us-west.example.com:2184,zk2.us-west.example.com:2184,zk3.us-west.example.com:2184
clusterName=us-west
# Broker data port
brokerServicePort=6650
# Broker data port for TLS
brokerServicePortTls=6651
# Port to use to server HTTP request
webServicePort=8080
# Port to use to server HTTPS request
webServicePortTls=8443
Broker hardware
Pulsar brokers do not require any special hardware since they do not use the local disk. You had better choose fast CPUs and 10Gbps NIC so that the software can take full advantage of that.
Start the broker service
You can start a broker in the background by using nohup with the pulsar-daemon
CLI tool:
$ bin/pulsar-daemon start broker
You can also start brokers in the foreground by using pulsar broker
:
$ bin/pulsar broker
Service discovery
Clients connecting to Pulsar brokers need to be able to communicate with an entire Pulsar instance using a single URL. Pulsar provides a built-in service discovery mechanism that you can set up using the instructions immediately below.
You can also use your own service discovery system if you want. If you use your own system, you only need to satisfy just one requirement: when a client performs an HTTP request to an endpoint for a Pulsar cluster, such as http://pulsar.us-west.example.com:8080
, the client needs to be redirected to some active broker in the desired cluster, whether via DNS, an HTTP or IP redirect, or some other means.
Service discovery already provided by many scheduling systems
Many large-scale deployment systems, such as Kubernetes, have service discovery systems built in. If you run Pulsar on such a system, you may not need to provide your own service discovery mechanism.
Service discovery setup
The service discovery mechanism that included with Pulsar maintains a list of active brokers, which stored in ZooKeeper, and supports lookup using HTTP and also the binary protocol of Pulsar.
To get started setting up the built-in service of discovery of Pulsar, you need to change a few parameters in the conf/discovery.conf
configuration file. Set the zookeeperServers
parameter to the ZooKeeper quorum connection string of the cluster and the configurationStoreServers
setting to the configuration
store quorum connection string.
# Zookeeper quorum connection string
zookeeperServers=zk1.us-west.example.com:2181,zk2.us-west.example.com:2181,zk3.us-west.example.com:2181
# Global configuration store connection string
configurationStoreServers=zk1.us-west.example.com:2184,zk2.us-west.example.com:2184,zk3.us-west.example.com:2184
To start the discovery service:
$ bin/pulsar-daemon start discovery
Admin client and verification
At this point your Pulsar instance should be ready to use. You can now configure client machines that can serve as administrative clients for each cluster. You can use the conf/client.conf
configuration file to configure admin clients.
The most important thing is that you point the serviceUrl
parameter to the correct service URL for the cluster:
serviceUrl=http://pulsar.us-west.example.com:8080/
Provision new tenants
Pulsar is built as a fundamentally multi-tenant system.
If a new tenant wants to use the system, you need to create a new one. You can create a new tenant by using the pulsar-admin
CLI tool:
$ bin/pulsar-admin tenants create test-tenant \
--allowed-clusters us-west \
--admin-roles test-admin-role
In this command, users who identify with test-admin-role
role can administer the configuration for the test-tenant
tenant. The test-tenant
tenant can only use the us-west
cluster. From now on, this tenant can manage its resources.
Once you create a tenant, you need to create namespaces for topics within that tenant.
The first step is to create a namespace. A namespace is an administrative unit that can contain many topics. A common practice is to create a namespace for each different use case from a single tenant.
$ bin/pulsar-admin namespaces create test-tenant/ns1
Test producer and consumer
Everything is now ready to send and receive messages. The quickest way to test the system is through the pulsar-perf
client tool.
You can use a topic in the namespace that you have just created. Topics are automatically created the first time when a producer or a consumer tries to use them.
The topic name in this case could be:
persistent://test-tenant/ns1/my-topic
Start a consumer that creates a subscription on the topic and waits for messages:
$ bin/pulsar-perf consume persistent://test-tenant/ns1/my-topic
Start a producer that publishes messages at a fixed rate and reports stats every 10 seconds:
$ bin/pulsar-perf produce persistent://test-tenant/ns1/my-topic
To report the topic stats:
$ bin/pulsar-admin topics stats persistent://test-tenant/ns1/my-topic