Caravel is currently only tested using Python 2.7.*. Python 3 support is on the roadmap, Python 2.6 won't be supported.
Caravel stores database connection information in its metadata database.
For that purpose, we use the cryptography
Python library to encrypt
connection passwords. Unfortunately this library has OS level dependencies.
You may want to attempt the next step ("Caravel installation and initialization") and come back to this step if you encounter an error.
Here's how to install them:
For Debian and Ubuntu, the following command will ensure that the required dependencies are installed:
sudo apt-get install build-essential libssl-dev libffi-dev python-dev python-pip
For Fedora and RHEL-derivatives, the following command will ensure that the required dependencies are installed:
sudo yum upgrade python-setuptools sudo yum install gcc libffi-devel python-devel python-pip python-wheel openssl-devel
OSX, system python is not recommended. brew's python also ships with pip
brew install pkg-config libffi openssl python env LDFLAGS="-L$(brew --prefix openssl)/lib" CFLAGS="-I$(brew --prefix openssl)/include" pip install cryptography
Windows isn't officially supported at this point, but if you want to
attempt it, download get-pip.py, and run python get-pip.py
which may need admin access. Then run the following:
C:\> \path\to\vcvarsall.bat x86_amd64 C:\> set LIB=C:\OpenSSL-1.0.1f-64bit\lib;%LIB% C:\> set INCLUDE=C:\OpenSSL-1.0.1f-64bit\include;%INCLUDE% C:\> pip install cryptography # You may also have to create C:\Temp C:\> md C:\Temp
Follow these few simple steps to install Caravel.:
# Install caravel pip install caravel # Create an admin user fabmanager create-admin --app caravel # Initialize the database caravel db upgrade # Create default roles and permissions caravel init # Load some data to play with caravel load_examples # Start the development web server caravel runserver -d
After installation, you should be able to point your browser to the right hostname:port http://localhost:8088, login using the credential you entered while creating the admin account, and navigate to Menu -> Admin -> Refresh Metadata. This action should bring in all of your datasources for Caravel to be aware of, and they should show up in Menu -> Datasources, from where you can start playing with your data!
To configure your application, you need to create a file (module)
caravel_config.py
and make sure it is in your PYTHONPATH. Here are some
of the parameters you can copy / paste in that configuration module:
#--------------------------------------------------------- # Caravel specifix config #--------------------------------------------------------- ROW_LIMIT = 5000 WEBSERVER_THREADS = 8 CARAVEL_WEBSERVER_PORT = 8088 #--------------------------------------------------------- #--------------------------------------------------------- # Flask App Builder configuration #--------------------------------------------------------- # Your App secret key SECRET_KEY = '\2\1thisismyscretkey\1\2\e\y\y\h' # The SQLAlchemy connection string to your database backend # This connection defines the path to the database that stores your # caravel metadata (slices, connections, tables, dashboards, ...). # Note that the connection information to connect to the datasources # you want to explore are managed directly in the web UI SQLALCHEMY_DATABASE_URI = 'sqlite:////tmp/caravel.db' # Flask-WTF flag for CSRF CSRF_ENABLED = True
This file also allows you to define configuration parameters used by Flask App Builder, the web framework used by Caravel. Please consult the Flask App Builder Documentation for more information on how to configure Caravel.
Caravel does not ship bundled with connectivity to databases, except for Sqlite, which is part of the Python standard library. You'll need to install the required packages for the database you want to use as your metadata database as well as the packages needed to connect to the databases you want to access through Caravel.
Here's a list of some of the recommended packages.
database | pypi package | SQLAlchemy URI prefix |
---|---|---|
MySQL | pip install mysqlclient |
mysql:// |
Postgres | pip install psycopg2 |
postgresql+psycopg2:// |
Presto | pip install pyhive |
presto:// |
Oracle | pip install cx_Oracle |
oracle:// |
sqlite | sqlite:// |
|
Redshift | pip install sqlalchemy-redshift |
redshift+psycopg2:// |
MSSQL | pip install pymssql |
mssql:// |
Note that many other database are supported, the main criteria being the
existence of a functional SqlAlchemy dialect and Python driver. Googling
the keyword sqlalchemy
in addition of a keyword that describes the
database you want to connect to should get you to the right place.
Caravel uses Flask-Cache for
caching purpose. Configuring your caching backend is as easy as providing
a CACHE_CONFIG
, constant in your caravel_config.py
that
complies with the Flask-Cache specifications.
Flask-Cache supports multiple caching backends (Redis, Memcache, SimpleCache (in-memory), or the local filesystem).
For setting your timeouts, this is done in the Caravel metadata and goes
up the "timeout searchpath", from your slice configuration, to your
data source's configuration, to your database's and ultimately falls back
into your global default defined in CACHE_CONFIG
.
It is possible to tweak the database connection information using the
parameters exposed by SQLAlchemy. In the Database
edit view, you will
find an extra
field as a JSON
blob.
This JSON string contains extra configuration elements. The engine_params
object gets unpacked into the
sqlalchemy.create_engine call,
while the metadata_params
get unpacked into the
sqlalchemy.MetaData call. Refer to the SQLAlchemy docs for more information.
Postgres and Redshift, as well as other database, use the concept of schema as a logical entity on top of the database. For Caravel to connect to a specific schema, there's a schema parameter you can set in the table form.
This example worked with a MySQL database that requires SSL. The configuration
may differ with other backends. This is what was put in the extra
parameter
{ "metadata_params": {}, "engine_params": { "connect_args":{ "sslmode":"require", "sslrootcert": "/path/to/my/pem" } } }
- From the UI, enter the information about your clusters in the
Admin->Clusters
menu by hitting the + sign. - Once the Druid cluster connection information is entered, hit the
Admin->Refresh Metadata
menu item to populate - Navigate to your datasources
Note that you can run the caravel refresh_druid
command to refresh the
metadata from your Druid cluster(s)
Upgrading should be as straightforward as running:
pip install caravel --upgrade caravel db upgrade