You can obtain Waggle Dance from Maven Central:
Waggle Dance is a request routing Hive metastore proxy that allows tables to be concurrently accessed across multiple Hive deployments. It was created to tackle the appearance of dataset silos that arose as our large organization gradually migrated from monolithic on-premises clusters to cloud based platforms.
In short, Waggle Dance provides a unified end point with which you can describe, query, and join tables that may exist in multiple distinct Hive deployments. Such deployments may exist in disparate regions, accounts, or clouds (security and network permitting). Dataset access is not limited to the Hive query engine, and should work with any Hive metastore enabled platform. We've been successfully using it with Spark for example.
We also use Waggle Dance to apply a simple security layer to cloud based platforms such as Qubole, DataBricks, and EMR. These currently provide no means to construct cross platform authentication and authorization strategies. Therefore we use a combination of Waggle Dance and network configuration to restrict writes and destructive Hive operations to specific user groups and applications.
We maintain a mapping of virtual database names to federated metastore instances. These virtual names are resolved by Waggle Dance during execution and requests are forwarded to the mapped metastore instance.
| Virtual database name | Mapped database name | Mapped metastore URIs |
|---|---|---|
| mydb | mydb | thrift://host:port/ |
So when we do the following in a Hive CLI client connected to a Waggle Dance instance:
select *
from mydb.table;
We are actually performing the query against the thrift://host:port/ metastore. All metastore calls will be forwarded and data will be fetched and processed locally.
This makes it possible to read and join data from different Hive clusters via a single Hive CLI.
Waggle Dance is intended to be installed and set up as a service that is constantly running and should be installed on a machine that is accessible from wherever you want to query it from and which also has access to the Hive metastore service(s) that it is federating. Waggle Dance is available as a RPM or TGZ package, steps for installation of both are covered below.
The TGZ package provides a "vanilla" version of Waggle Dance that is easy to get started with but will require some additional scaffolding in order to turn it into a fully-fledged service.
Download the TGZ from Maven central and then uncompress the file by executing:
tar -xzf waggle-dance-<version>-bin.tgz
Although it's not necessary, we recommend exporting the environment variable WAGGLE_DANCE_HOME by setting its value to wherever you extracted it to:
export WAGGLE_DANCE_HOME=/<foo>/<bar>/waggle-dance-<version>
Refer to the configuration section below on what is needed to customise the configuration files before continuing.
To run Waggle Dance execute:
$WAGGLE_DANCE_HOME/bin/waggle-dance.sh --server-config=$WAGGLE_DANCE_HOME/conf/waggle-dance-server.yml --federation-config=$WAGGLE_DANCE_HOME/conf/waggle-dance-federation.yml
Log messages will be output to the standard output by default.
The RPM package provides a fully-fledged service version of Waggle Dance.
Download the RPM from Maven Central and install it using your distribution's packaging tool, e.g. yum:
sudo yum install <waggle-dance-rpm-file>
This will install Waggle Dance into /opt/waggle-dance (this location is referred to as $WAGGLE_DANCE_HOME in this documentation). It will also create a log file output folder in /var/log/waggle-dance and register Waggle Dance as an init.d service.
Refer to the configuration section below on what is needed to customise the configuration files before continuing.
Once configured, the service needs to be started:
sudo service waggle-dance start
Currently any changes to the configuration files require restarting the service in order for the changes to take effect (the exception to this is any changes to the log4j2.xml logging config file which will be picked up while running):
sudo service waggle-dance restart
Log messages can be found in /var/log/waggle-dance/waggle-dance.log.
In order to start using Waggle Dance it must first be configured for your environment. The simplest way to do this is to copy and then modify the template configuration files that are provided by the Waggle Dance package, i.e.:
cp $WAGGLE_DANCE_HOME/conf/waggle-dance-server.yml.template $WAGGLE_DANCE_HOME/conf/waggle-dance-server.yml
cp $WAGGLE_DANCE_HOME/conf/waggle-dance-federation.yml.template $WAGGLE_DANCE_HOME/conf/waggle-dance-federation.yml
This sets up the default YAML configuration files which need to be customised for your use case. Now edit the property remote-meta-store-uris in $WAGGLE_DANCE_HOM/conf/waggle-dance-federation.yml and modify this to contain the URI(s) of the metastore(s) you want to federate. The sections below contain further details about the available configuration settings and should be used to customise the rest of the values in these files accordingly.
Server config is by default located in $WAGGLE_DANCE_HOME/conf/waggle-dance-server.yml.
The table below describes all the available configuration values for Waggle Dance server:
| Property | Required | Description |
|---|---|---|
port |
No | Port on which the waggle-dance listens. Default is 0xBEE5 (48869) |
verbose |
No | Log detailed trace. Default is false |
disconnect-connection-delay |
No | Idle metastore connection timeout. Default is 5 |
disconnect-time-unit |
No | Idle metastore connection timeout units. Default is MINUTES |
database-resolution |
No | Controls what type of database resolution to use. See the Database Resolution section. Default is MANUAL. |
status-polling-delay |
No | Controls the delay that checks metastore availability and updates long running connections of any status change. Default is 5 (every 5 minutes). |
status-polling-delay-time-unit |
No | Controls the delay time unit. Default is MINUTES . |
configuration-properties |
No | Map of Hive properties that will be added to the HiveConf used when creating the Thrift clients (they will be shared among all the clients). |
queryFunctionsAcrossAllMetastores |
No | Controls if the Thrift getAllFunctions should be fired to all configured metastores or only the primary metastore. The advice is to set this to false. Executing getAllFunctions can have an unwanted performance impact when a metastore is slow to respond. The function call is typically only called when a client is initialized and is largely irrelevant. Default is true (to be backward compatible) |
Extensions (for instance Rate Limiting) are described here: waggle-dance-extensions/README.md
Federation config is by default located in: $WAGGLE_DANCE_HOME/conf/waggle-dance-federation.yml.
Example:
primary-meta-store: # Primary metastore
access-control-type: READ_AND_WRITE_AND_CREATE_ON_DATABASE_WHITELIST
name: primary # unique name to identify this metastore
remote-meta-store-uris: thrift://127.0.0.1:9083
writable-database-white-list:
- my_writable_db1
- my_writable_db2
- user_db_.*
- ...
federated-meta-stores: # List of read only metastores to federate
- remote-meta-store-uris: thrift://10.0.0.1:9083
name: secondary
metastore-tunnel:
route: ec2-user@bastion-host -> hadoop@emr-master
private-keys: /home/user/.ssh/bastion-key-pair.pem,/home/user/.ssh/emr-key-pair.pem
known-hosts: /home/user/.ssh/known_hosts
hive-metastore-filter-hook: filter.hook.class
mapped-databases:
- prod_db1
- prod_db2
- dev_group_1.*
mapped-tables:
- database: prod_db1
mapped-tables:
- tbl1
- tbl_.*
- database: prod_db2
mapped-tables:
- tbl2
- ...
The table below describes all the available configuration values for Waggle Dance federations:
| Property | Required | Description |
|---|---|---|
primary-meta-store |
No | Primary MetaStore config. Can be empty but it is advised to configure it. |
primary-meta-store.remote-meta-store-uris |
Yes | Thrift URIs of the federated read-only metastore. |
primary-meta-store.name |
Yes | Database name that uniquely identifies this metastore. Used internally. Cannot be empty. |
primary-meta-store.database-prefix |
No | Prefix used to access the primary metastore and differentiate databases in it from databases in another metastore. The default prefix (i.e. if this value isn't explicitly set) is empty string. |
primary-meta-store.access-control-type |
No | Sets how the client access controls should be handled. Default is READ_ONLY Other options READ_AND_WRITE_AND_CREATE, READ_AND_WRITE_ON_DATABASE_WHITELIST and READ_AND_WRITE_AND_CREATE_ON_DATABASE_WHITELIST see Access Control section below. |
primary-meta-store.writable-database-white-list |
No | White-list of databases used to verify write access used in conjunction with primary-meta-store.access-control-type. The list of databases should be listed without any primary-meta-store.database-prefix. This property supports both full database names and (case-insensitive) Java RegEx patterns. |
primary-meta-store.metastore-tunnel |
No | See metastore tunnel configuration values below. |
primary-meta-store.latency |
No | Indicates the acceptable slowness of the metastore in milliseconds for increasing the default connection timeout. Default latency is 0 and should be changed if the metastore is particularly slow. If you get an error saying that results were omitted because the metastore was slow, consider changing the latency to a higher number. |
primary-meta-store.mapped-databases |
No | List of databases to federate from the primary metastore; all other databases will be ignored. This property supports both full database names and Java RegEx patterns (both being case-insensitive). By default, all databases from the metastore are federated. |
primary-meta-store.mapped-tables |
No | List of mappings from databases to tables to federate from the primary metastore, similar to mapped-databases. By default, all tables are available. See mapped-tables configuration below. |
primary-meta-store.hive-metastore-filter-hook |
No | Name of the class which implements the MetaStoreFilterHook interface from Hive. This allows a metastore filter hook to be applied to the corresponding Hive metastore calls. Can be configured with the configuration-properties specified in the waggle-dance-server.yml configuration. They will be added in the HiveConf object that is given to the constructor of the MetaStoreFilterHook implementation you provide. |
primary-meta-store.database-name-mapping |
No | BiDirectional Map of database names and mapped name, where key=<database name as known in the primary metastore> and value=<name that should be shown to a client>. See the Database Name Mapping section. |
primary-meta-store.glue-config |
No | Can be used instead of remote-meta-store-uris to federate to an AWS Glue Catalog (AWS Glue. See the Federate to AWS Glue Catalog section. |
primary-meta-store.read-only-remote-meta-store-uris |
No | Can be used to configure an extra read-only endpoint for the primary Metastore. This is an optimization if your environment runs separate Metastore endpoints and traffic needs to be diverted efficiently. Waggle Dance will direct traffic to the read-write or read-only endpoints based on the call being done. For instance get_table will be a read-only call but alter_table will be forwarded to the read-write Metastore. |
federated-meta-stores |
No | Possible empty list of read only federated metastores. |
federated-meta-stores[n].remote-meta-store-uris |
Yes | Thrift URIs of the federated read-only metastore. |
federated-meta-stores[n].name |
Yes | Name that uniquely identifies this metastore. Used internally. Cannot be empty. |
federated-meta-stores[n].database-prefix |
No | Prefix used to access this particular metastore and differentiate databases in it from databases in another metastore. Typically used if databases have the same name across metastores but federated access to them is still needed. The default prefix (i.e. if this value isn't explicitly set) is {federated-meta-stores[n].name} lowercased and postfixed with an underscore. For example if the metastore name was configured as "waggle" and no database prefix was provided but PREFIXED database resolution was used then the value of database-prefix would be "waggle_". |
federated-meta-stores[n].metastore-tunnel |
No | See metastore tunnel configuration values below. |
federated-meta-stores[n].latency |
No | Indicates the acceptable slowness of the metastore in milliseconds for increasing the default connection timeout. Default latency is 0 and should be changed if the metastore is particularly slow. If you get an error saying that results were omitted because the metastore was slow, consider changing the latency to a higher number. |
federated-meta-stores[n].mapped-databases |
No | List of databases to federate from this federated metastore, all other databases will be ignored. This property supports both full database names and Java RegEx patterns (both being case-insensitive). By default, all databases from the metastore are federated. |
federated-meta-stores[n].mapped-tables |
No | List of mappings from databases to tables to federate from this federated metastore, similar to mapped-databases. By default, all tables are available. See mapped-tables configuration below. |
federated-meta-stores[n].hive-metastore-filter-hook |
No | Name of the class which implements the MetaStoreFilterHook interface from Hive. This allows a metastore filter hook to be applied to the corresponding Hive metastore calls. Can be configured with the configuration-properties specified in the waggle-dance-server.yml configuration. They will be added in the HiveConf object that is given to the constructor of the MetaStoreFilterHook implementation you provide. |
federated-meta-stores[n].database-name-mapping |
No | BiDirectional Map of database names and mapped names where key=<database name as known in the federated metastore> and value=<name that should be shown to a client>. See the Database Name Mapping section. |
federated-meta-stores[n].writable-database-white-list |
No | White-list of databases used to verify write access used in conjunction with federated-meta-stores[n].access-control-type. The list of databases should be listed without a federated-meta-stores[n].database-prefix. This property supports both full database names and (case-insensitive) Java RegEx patterns. |
federated-meta-stores[n].glue-config |
No | Can be used instead of remote-meta-store-uris to federate to an AWS Glue Catalog (AWS Glue. See the Federate to AWS Glue Catalog section. |
The table below describes the metastore tunnel configuration values:
| Property | Required | Description |
|---|---|---|
*.metastore-tunnel.localhost |
No | The address on which to bind the local end of the tunnel. Default is 'localhost'. |
*.metastore-tunnel.port |
No | The port on which SSH runs on the remote node. Default is 22. |
*.metastore-tunnel.route |
No | A SSH tunnel can be used to connect to federated metastores. The tunnel may consist of one or more hops which must be declared in this property. See Configuring a SSH tunnel for details. |
*.metastore-tunnel.known-hosts |
No | Path to a known hosts file. |
*.metastore-tunnel.private-keys |
No | A comma-separated list of paths to any SSH keys required in order to set up the SSH tunnel. |
*.metastore-tunnel.timeout |
No | The SSH session timeout in milliseconds, 0 means no timeout. Default is 60000 milliseconds, i.e. 1 minute. |
*.metastore-tunnel.strict-host-key-checking |
No | Whether the SSH tunnel should be created with strict host key checking. Can be set to yes or no. The default is yes. |
The table below describes the mapped-tables configuration. For each entry in the list, a database name and the corresponding list of table names/patterns must be mentioned.
| Property | Required | Description |
|---|---|---|
*.mapped-tables[n].database |
Yes | Name of the database which contains the tables to be mapped. |
*.mapped-tables[n].mapped-tables |
Yes | List of tables allowed for the database specified in the field above. This property supports both full table names and Java RegEx patterns (both being case-insensitive). |
A metastore's access control configuration is controlled by the access-control-type property.
The available values of this property are described below.
| Property | Description |
|---|---|
READ_ONLY |
Read only access, creation of databases and and update/alters or other data manipulation requests to the metastore are not allowed. |
READ_AND_WRITE_AND_CREATE |
Reads are allowed, writes are allowed on all databases, creating new databases is allowed. |
READ_AND_WRITE_AND_CREATE_ON_DATABASE_WHITELIST |
Reads are allowed, writes are allowed on database names listed in the primary-meta-store.writable-database-white-list property, creating new databases is allowed and they are added to the white-list automatically. |
READ_AND_WRITE_ON_DATABASE_WHITELIST |
Reads are allowed, writes are allowed on database names listed in the primary-meta-store.writable-database-white-list and federated-meta-stores[n].writable-database-white-list properties, creating new databases is not allowed. |
Primary metastores can configure access-control-type to have any of the described access-control-types whereas federated metastores may only be configured to READ_ONLY and READ_AND_WRITE_ON_DATABASE_WHITELIST.
There are a number of write operations in the metastore whose requests do not contain database/table name context, and so cannot be routed to federated metastore instances configured with a writeable access control level.
These include:
- Create database
- Function handling: create/delete/get functions
- Type handling: create/delete/get types
- Keys foreign/primary
- Locks
- Transactions / compact
- Security management: roles, principals, grant/revoke
- Delegation tokens
- Notifications
- Config management
- File metadata / cache
This is not an issue for general operation, but may be a problem if you are wanting to use certain specific Hive features. At this time these features cannot be supported in a writable federation model.
Waggle Dance reads and writes federation configuration from and to a YAML file - refer to the section federation for details.
The following properties are configured in the server configuration file(waggle-dance-server.yml) and control the behaviour of the YAML federation storage:
yaml-storage:
overwrite-config-on-shutdown: true
| Property | Required | Description |
|---|---|---|
overwrite-config-on-shutdown |
No | Controls whether the federations configuration must be overwritten when the server is stopped. Settings this to false will cause any federations dynamically added at runtime to be lost when the server is stopped. This is also the case of databases created at runtime when database-resolution is set to MANUAL. Default is true. |
Waggle Dance supports federation to AWS Glue Catalog. The federation only works as read-only. Write (Create/Alter/Drop) operations are not supported very well as the Glue APIS don't expose all Hive Metastore functions for instance lock/transactions and other functions are not supported so clients might get exceptions when using certain operations (this can depend on a client like Hive, Spark, etc...). Some research has been done to allow write operations and it is not impossible with a bit more work but out of scope at the moment. The GlueConfig configuration should be used if federation to Glue is needed.
| Property | Required | Description |
|---|---|---|
glue-account-id |
Yes (if glueConfig used) |
The AWS account number. |
glue-endpoint |
Yes (if glueConfig used) |
The AWS glue endpoint example: glue.us-east-1.amazonaws.com. The value is the same for all AWS accounts per region. |
Example,:
glue-config:
glue-account-id: 1234566789012
glue-endpoint: glue.us-east-1.amazonaws.com
As with Hive federation, the IAM permissions need to be setup to read underlying data. IAM permissions are not setup by this code, but are usually setup by the Terraform code that deploys WaggleDance, such as (apiary-federation)[https://github.com/ExpediaGroup/apiary-federation].
If federating across AWS accounts, the correct (cross account federation permissions)[https://docs.aws.amazon.com/glue/latest/dg/cross-account-access.html] needs to be setup as well.
The policy giving access to the role running Waggle Dance will need at least these IAM Glue actions:
actions = [
"glue:GetDatabase",
"glue:GetDatabases",
"glue:GetTable",
"glue:GetTables",
"glue:GetTableVersions",
"glue:GetPartition",
"glue:GetPartitions",
"glue:BatchGetPartition",
"glue:GetUserDefinedFunction",
"glue:GetUserDefinedFunctions"
]
Each federation in Waggle Dance can be configured to use a SSH tunnel to access a remote Hive metastore in cases where certain network restrictions prevent a direct connection from the machine running Waggle Dance to the machine running the Thrift Hive metastore service. A SSH tunnel consists of one or more hops or jump-boxes. The connection between each pair of nodes requires a user - which if not specified defaults to the current user - and a private key to establish the SSH connection.
As outlined above the metastore-tunnel property is used to configure Waggle Dance to use a tunnel. The tunnel route expression is described with the following EBNF:
path = path part, {"->", path part}
path part = {user, "@"}, hostname
user = ? user name ?
hostname = ? hostname ?
For example, if the Hive metastore runs on the host hive-server-box which can only be reached first via bastion-host and then jump-box then the SSH tunnel route expression will be bastion-host -> jump-box -> hive-server-box. If bastion-host is only accessible by user ec2-user, jump-box by user user-a and hive-server-box by user hadoop then the expression above becomes ec2-user@bastion-host -> user-a@jump-box -> hadoop@hive-server-box.
Once the tunnel is established Waggle Dance will set up port forwarding from the local machine specified in metastore-tunnel.localhost to the remote machine specified in remote-meta-store-uris. The last node in the tunnel expression doesn't need to be the Thrift server, the only requirement is that this last node must be able to communicate with the Thrift service. Sometimes this is not possible due to firewall restrictions so in these cases they must be the same.
All the machines in the tunnel expression can be included in the known_hosts file and in this case the keys required to access each box should be set in metastore-tunnel.private-keys. For example, if bastion-host is authenticated with bastion.pem and both jump-box and hive-server-box are authenticated with emr.pem then the property must be set asmetastore-tunnel.private-keys=<path-to-ssh-keys>/bastion.pem, <path-to-ssh-keys>/emr.pem.
If all machines in the tunnel expression are not included in the known_hosts file then metastore-tunnel.strict-host-key-checking should be set to no.
To add the fingerprint of remote-box in to the known___hosts file the following command can be used:
ssh-keyscan -t rsa remote-box >> .ssh/known_hosts
The following configuration snippets show a few examples of valid tunnel expressions.
remote-meta-store-uris: thrift://metastore.domain:9083
metastore-tunnel:
route: [email protected]
private-keys: /home/user/.ssh/user-key-pair.pem
known-hosts: /home/user/.ssh/known_hosts
remote-meta-store-uris: thrift://metastore.domain:9083
metastore-tunnel:
route: cluster-node.domain
private-keys: /home/run-as-user/.ssh/key-pair.pem
known-hosts: /home/run-as-user/.ssh/known_hosts
remote-meta-store-uris: thrift://metastore.domain:9083
metastore-tunnel:
route: [email protected] -> [email protected]
private-keys: /home/run-as-user/.ssh/bastionuser-key-pair.pem, /home/run-as-user/.ssh/user-key-pair.pem
known-hosts: /home/run-as-user/.ssh/known_hosts
remote-meta-store-uris: thrift://metastore.domain:9083
metastore-tunnel:
route: [email protected] -> [email protected]
private-keys: /home/user/.ssh/user-key-pair.pem
known-hosts: /home/user/.ssh/known_hosts
remote-meta-store-uris: thrift://metastore.domain:9083
metastore-tunnel:
route: bastion-host.domain -> cluster-node.domain
private-keys: /home/run-as-user/.ssh/run-as-user-key-pair.pem
known-hosts: /home/run-as-user/.ssh/known_hosts
remote-meta-store-uris: thrift://metastore.domain:9083
metastore-tunnel:
route: [email protected] -> [email protected] -> [email protected]
private-keys: /home/run-as-user/.ssh/bastionuser-key-pair.pem, /home/run-as-user/.ssh/user-key-pair.pem, /home/run-as-user/.ssh/hive-key-pair.pem
known-hosts: /home/run-as-user/.ssh/known_hosts
Waggle Dance exposes a set of metrics that can be accessed on the /metrics end-point. These metrics include a few standard JVM, Spring and per-federation metrics which include per-metastore number of calls and invocation duration. If a Graphite server is provided in the server configuration then all the metrics will be exposed in the endpoint and Graphite.
The following snippet shows a typical Graphite configuration:
graphite:
port: 2003
host: graphite.domain
prefix: aws.myservice.myapplication
poll-interval: 1000
poll-interval-time-unit: MILLISECONDS
| Property | Required | Description |
|---|---|---|
graphite.port |
No | Port where Graphite listens for metrics. Defaults to 2003. |
graphite.host |
No | Hostname of the Graphite server. If not specified then no metrics will be sent to Graphite. |
graphite.prefix |
No | Graphite path prefix. |
graphite.poll-time |
No | Amount of time between Graphite polls. Defaults to 5000. |
graphite.poll-time-unit |
No | Time unit of graphite.poll-time - this is the list of allowed values. Defaults to MILLISECONDS. |
Prometheus can also be used to gather metrics. This can be done by enabling the Prometheus endpoint in the configuration:
management.endpoints.web.exposure.include: health,info,prometheus
If this config is added, all endpoints that are required to be expose need to be specified. The Prometheus endpoint can be accessed at /actuator/prometheus.
Waggle Dance presents a view over multiple (federated) Hive metastores and therefore could potentially encounter the same database in different metastores. Waggle Dance has two ways of resolving this situation, the choice of which can be configured in waggle-dance-server.yml via the property database-resolution. This property can have two possible values MANUAL and PREFIXED. These are explained below in more detail.
Waggle Dance can be configured to use a static list of databases in the configuration waggle-dance-federations.yml:federated-meta-stores[n].mapped-databases and primary-meta-store.mapped-databases. It is up to the user to make sure there are no conflicting database names in the primary-metastore or other federated metastores. If Waggle Dance encounters a duplicate database it will throw an error and won't start. Example configuration:
waggle-dance-server.yml:
database-resolution: MANUAL
waggle-dance-federation.yml:
primary-meta-store:
name: primary
remote-meta-store-uris: thrift://primaryLocalMetastore:9083
federated-meta-stores:
- name: waggle_prod
remote-meta-store-uris: thrift://federatedProdMetastore:9083
mapped-databases:
- etldata
- mydata
Using this example Waggle Dance can be used to access all databases in the primary metastore and etldata/mydata from the federated metastore. The databases listed must not be present in the primary metastore otherwise Waggle Dance will throw an error on start up. If you have multiple federated metastores listed a database can only be uniquely configured for one metastore. Following the example configuration a query select * from etldata will be resolved to the federated metastore. Any database that is not mapped in the config is assumed to be in the primary metastore.
All non-mapped databases of a federated metastore are ignored and are not accessible.
Adding a mapped database in the configuration requires a restart of the Waggle Dance service in order to detect the new database name and to ensure that there are no clashes.
Waggle Dance can be configured to use a prefix when resolving the names of databases in its primary or federated metastores. In this mode all queries that are issued to Waggle Dance need to be written to use fully qualified database names that start with the prefixes configured here. In the example below Waggle Dance is configured with a federated
metastore with the prefix waggle_prod_. Because of this it will inspect the database names in all requests, and if any start with waggle_prod_ it will route
the request to the configured matching metastore. The prefix will be removed for those requests as the underlying metastore knows nothing of the prefixes. So, the
query: select * from waggle_prod_etldata.my_table will effectively be translated into this query: select * from etldata.my_table on the federated metastore. If a
database is encountered that is not prefixed then the primary metastore is used to resolve the database name.
waggle-dance-server.yml:
database-resolution: PREFIXED
waggle-dance-federation.yml:
primary-meta-store:
name: primary
remote-meta-store-uris: thrift://primaryLocalMetastore:9083
federated-meta-stores:
- name: federated
database-prefix: waggle_prod_
remote-meta-store-uris: thrift://federatedProdMetastore:9083
Note: When choosing a prefix ensure that it does not match the start of any existing database names in any of the configured metastores. To illustrate the problem this would cause,
imagine you have a database in the primary metastore named "my_database" and you configure the federated metastore with the prefix my_. Waggle Dance will register the prefix
and any requests for a database starting with my_ will be routed to the federated metastore even if they were intended to go to the primary metastore.
In PREFIXED mode any databases that are created while Waggle Dance is running will be automatically visible and will need to adhere to the naming rules described above
(e.g. not clash with the prefix). Alternatively, Waggle Dance can be configured to use a static list of unprefixed databases in the configuration
waggle-dance-federations.yml:federated-meta-stores[n].mapped-databases and primary-meta-store.mapped-databases. Example configuration:
waggle-dance-server.yml:
database-resolution: PREFIXED
waggle-dance-federation.yml:
primary-meta-store:
name: primary
remote-meta-store-uris: thrift://primaryLocalMetastore:9083
federated-meta-stores:
- name: federated
database-prefix: waggle_prod_
remote-meta-store-uris: thrift://federatedProdMetastore:9083
mapped-databases:
- etldata
In this scenario, like in the previous example, the query: select * from waggle_prod_etldata.my_table will effectively be this query: select * from etldata.my_table on
the federated metastore. Any other databases which exist in the metastore named federated won't be visible to clients.
Assumes database resolution is done by adding prefixes. If database resolution is done manually via the a list of configured databases the prefixes in this example can be ommitted.
hive --hiveconf hive.metastore.uris=thrift://localhost:48869
hive> show databases;
OK
default
somedata
waggle_aws_dw_default
waggle_aws_dw_mydata
waggle_aws_dw_moredata
waggle_aws_dw_extredata
Time taken: 0.827 seconds, Fetched: 6 row(s)
select h.data_id, h.entity_id, p.entity_id, p.hotel_brand_name
from waggle_aws_dw_mydata.some_data h
join somedata.other_table p
on h.entity_id = p.entity_id
where h.date = '2016-05-13'
and h.hour = 1
;
NOTE: mapping names adds an extra layer of abstraction and we advise to use this as a temporary migration solution only. It becomes harder to debug where a virtual (remapped) table actually is coming from.
Waggle Dance allows one to refer to databases by names that are different to what they are defined in the Hive metastore via a database-name-mapping configuration. This feature can be useful when migrating data from existing databases into different environments.
To clarify how this feature could be used, below is an example use case:
As part of a data migration we have decided that we want to store all Hive tables related to hotel bookings in a database called booking. However we have legacy data lakes that contain booking-related tables which are stored in databases with other names e.g. 'datawarehouse'. To ease migration we want to expose the 'datawarehouse' database via both the original name and the booking name. This way consumers can start using the new name while producers migrate their scripts from the old name or vice versa. When the migration is done the mapping can be removed and the database renamed.
So in this example we have a Data lake X which federates tables from another Data lake Y. The desired end result is to show a 'datawarehouse' database and a 'booking' database in X which is proxied to the same 'datawarehouse' database in Y.
X: show databases;
datawarehouse (proxies to y - datawarehouse)
booking (proxies to y - datawarehouse)
Y: show databases;
datawarehouse
To achieve a unified view of all the booking tables in the different databases (without actually renaming them in Hive) we can configure Waggle Dance in X to map from the old to the new names like so:
federated-meta-stores:
- remote-meta-store-uris: thrift://10.0.0.1:9083
name: y
mapped-databases:
- datawarehouse
database-name-mapping:
datawarehouse: booking
Note: Both the 'datawarehouse' name and the mapped name 'booking' are shown in X, so the mapping adds an additional virtual database mapping to the same remote database. You can only map one extra name and you cannot map different databases to the same name. This is not allowed (will fail to load (invalid yaml)):
database-name-mapping:
datawarehouse: booking
datawarehouse: booking2
This is not allowed (will fail to load (invalid mapping)):
database-name-mapping:
datawarehouse: booking
datawarehouse2: booking
If an optional mapped-databases is used that filter is applied first and the renaming is applied after.
Being a Spring Boot Application, all standard actuator endpoints are supported.
e.g. Healthcheck Endpoint: http://localhost:18000/actuator/health
In addition to these Spring endpoints Waggle Dance exposes some custom endpoints which provide more detailed information. The URLs of these are logged when Waggle Dance starts up. The most notable is: http://host:18000/api/admin/federations, which returns information about the availability of the configured metastores (it can be used for troubleshooting, but it is not recommended for use as a health check).
Waggle Dance uses Log4j 2 for logging. In order to use a custom Log4j 2 XML file, the path to the logging configuration file has to be added to the server configuration YAML file:
logging:
config: file:/home/foo/waggle-dance/conf/log4j2.xml
This only works when Waggle Dance is obtained from the compressed archive (.tar.gz) file. If the RPM version is being used, the default log file path is hardcoded. Refer to the RPM version section for more details.
- Only the metadata communications are rerouted.
- Access to underlying table data is still directly to the locations encoded in the metadata.
- Users of Waggle Dance must still have the relevant authority to access the underlying table data.
- All data processing occurs in the client cluster, not the external clusters. Data is simply pulled into the client cluster that connect to Waggle Dance.
- Metadata operations are routed. Write and destructive operations can be performed on the local metastore. Federated metastore are by default read only but can be configured to allow write operations via Access Controls configuration.
- When using Spark to read tables with a big number of partitions it may be necessary to set
spark.sql.hive.metastorePartitionPruning=trueto enable partition pruning. If this property isfalseSpark will try to fetch all the partitions of the tables in the query which may result on aOutOfMemoryErrorin Waggle Dance. - If a configuration file is updated and the update disappears after server shutdown,
yaml-storage.overwrite-config-on-shutdownshould be set tofalsein the federation configuration file (refer to the federation configuration storage section).
Support for views utilises Hive's query parsing utilities where in some cases the conversion of the original view query may fail. A Hive Table contains two properties that contain the view query: viewExpandedText and viewOriginalText. You can see the values of these by running the desc extended <table> statement. In order for a prefixed federated view to behave correctly Waggle Dance needs to manipulate the queries in those properties and prefix any databases it finds. It does so by calling the org.apache.hadoop.hive.ql.parse.ParseUtils class to parse the query where we discovered (and raised) a Hive issue (HIVE-19896). To work around this issue we store the parseable viewExpandedText in the viewOriginalText property if the viewOriginalText is not parseable. If the viewExpandedText is also not parseable we keep the untransformed original values. This might result in a slight discrepancy when using a view in a federated manner. If you run into this limitation please raise an issue on the Waggle Dance Mailing List.
Hive UDFs are registered with a database. There are currently two limitations in how Waggle Dance deals with them:
show functionsonly returns UDFs that are registered in the primary metastore.- UDFs used in a view are not prefixed with their corresponding metastore. A workaround is to register the UDF from the federated metastore in your own (primary) metastore.
Due to the distributed nature of Waggle Dance using UDFs is not that simple. If you would like a UDF to be used from a federated metastore we'd recommend registering the code implementing it in a distributed file or object store that is accessible from any client (for example you could store the UDF's jar file on S3). See creating permanent functions in the Hive documentation.
You can configure a Hive filter hook via: hive-metastore-filter-hook: filter.hook.class
This class needs to be on the classpath and can be an external jar. If so the command to run needs to be updated to ensure correct class loading. This can be done by adding: -Dloader.path=<path_to_jar>
Note: The database calls getDatabases and getAllDatabases, as well as getTableMeta do not support having the provided filter applied at the moment, so their result will not be modified by the filter.
In order to build Waggle Dance, AWS Glue libraries will need to be installed locally. Please follow this installation guide to install those libraries.
Waggle Dance can be built from source using Maven:
mvn clean package
This will produce a .tgz in the waggle-dance module (under waggle-dance/waggle-dance/target/) and an rpm in the waggle-dance-rpm (under waggle-dance/waggle-dance-rpm/target/rpm/waggle-dance-rpm/RPMS/noarch/). This RPM is built using the maven rpm plugin which requires the 'rpm' program to be available on the command line. On OSX this can be accomplished by using the Brew package manager like so brew install rpm.
If you would like to ask any questions about or discuss Waggle Dance please join our mailing list at
https://groups.google.com/forum/#!forum/waggle-dance-user
Created by Elliot West, Patrick Duin & Daniel del Castillo with thanks to: Adrian Woodhead, Dave Maughan and James Grant.
The Waggle Dance logo uses the Beetype Filled font by Adrian Candela under the Creative Commons Attribution License (CC BY).
This project is available under the Apache 2.0 License.
Copyright 2016-2024 Expedia, Inc.
![dependabot[bot] avatar](https://avatars.githubusercontent.com/in/29110?v=4 "dependabot[bot]")
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent