ETL::Yertl - ETL with a Shell
version 0.044
### On a shell...
# Convert file to Yertl's format
$ yfrom csv file.csv >work.yml
$ yfrom json file.json >work.yml
# Convert file to output format
$ yto csv work.yml
$ yto json work.yml
# Parse HTTP logs into documents
$ ygrok '%{LOG.HTTP_COMMON}' httpd.log
# Read data from a database
$ ysql db_name 'SELECT * FROM employee'
# Write data to a database
$ ysql db_name 'INSERT INTO employee ( id, name ) VALUES ( $.id, $.name )'
### In Perl...
use ETL::Yertl;
# Give everyone a 5% raise
my $xform = file( '<', 'employees.yaml' )
| transform( sub { $_->{salary} *= 1.05 } )
>> stdout;
$xform->run;
ETL::Yertl is an ETL (Extract, Transform, Load) for shells. It is designed to accept data from multiple formats (CSV, JSON), manipulate them using simple tools, and then convert them to an output format.
Yertl will have tools for:
- Extracting data from databases (MySQL, Postgres, MongoDB)
- Loading data into databases
- Extracting data from web services
- Writing data to web services
- Distributing data through messaging APIs (ZeroMQ)
my $stdin = stdin( %args );
Get a ETL::Yertl::FormatStream object for standard input. %args
is a list
of key/value pairs passed to "new" in ETL::Yertl::FormatStream. Useful keys are:
-
format
Specify the format that standard input is. Defaults to
yaml
or the value ofYERTL_FORMAT
(see "get_default" in ETL::Yertl::Format.
my $stdout = stdout( %args );
Get a ETL::Yertl::FormatStream object for standard output. %args
is a list
of key/value pairs passed to "new" in ETL::Yertl::FormatStream. Useful keys are:
-
format
Specify the format that standard input is. Defaults to
yaml
or the value ofYERTL_FORMAT
(see "get_default" in ETL::Yertl::Format. -
autoflush
Immediately write documents to standard output to improve responsiveness, instead of queuing them for later writes for efficiency. This defaults to
1
(on). Set it to0
to turn autoflush off.
my $xform = transform( sub { ... } );
my $xform = transform( 'Local::Transform::Class' => @args );
Create a new ETL::Yertl::Transform object, passing in either a subref to transform documents, or a class to instantiate and arguments to pass to its constructor.
The subref will receive two arguments: The ETL::Yertl::Transform
object and the document to transform. $_
will also be set to the
document to transform. The subref should return the transformed
document (either a new document, or the existing document after being
modified).
If given a transform class, it should inherit from
ETL::Yertl::Transform. The class will be loaded and an object
instantiated using the @args
.
my $stream = file( $mode, $path, %args );
Create a ETL::Yertl::FormatStream object for the given $path
.
$mode
should be one of <
for reading or >
for writing.
%args
are additional arguments to pass to the
ETL::Yertl::FormatStream constructor. Useful keys are:
-
format
Specify the format that standard input is. Defaults to
yaml
or the value ofYERTL_FORMAT
(see "get_default" in ETL::Yertl::Format.
my $xform = yq( $filter );
Create a ETL::Yertl::Transform::Yq object with the given filter. See "SYNTAX" in yq for full filter syntax.
my $loop = loop();
Get the IO::Async::Loop singleton. Use this to add other IO::Async objects to a larger program. This is not needed for simple Yertl streams, and is mostly used internally.
This is not exported by default. You can import it using use ETL::Yertl 'loop'
.
-
The Yertl home page.
-
Convert incoming data (CSV, JSON) to Yertl documents.
-
Convert Yertl documents into another format (CSV, JSON).
-
Parse lines of text into Yertl documents.
-
Read/write documents from SQL databases.
-
A powerful mini-language for munging and filtering.
Here are some other tools that can be used with Yertl
-
A set of tools for manipulating JSON (constrast with Yertl's YAML). For interoperability, set the
YERTL_FORMAT
environment variable to"json"
. -
A generic data processing toolkit. Convert data between multiple formats, import/export into multiple databases, and manipulate data with a mini-language.
This project is very much like Yertl, and more mature besides.
-
A filter for JSON documents. The inspiration for yq. For interoperability, set the
YERTL_FORMAT
environment variable to"json"
. -
JSON Transformer. Allows multiple ways of manipulating JSON, including JSONPath. For interoperability, set the
YERTL_FORMAT
environment variable to"json"
. -
This tool helps examine how fast data is flowing through a shell pipeline. If the size of the data is known, it can even provide a progress bar and an ETA.
-
Netcat allows simple streaming over a network. Using Netcat you can start a Yertl pipeline on one machine and finish it on another machine. For example, you could generate metrics on each client machine, and then write them to a central machine to insert into a database on that machine.
Netcat does not come with any security, so be careful (use firewalls).
-
Socat is a multi-purpose relay. It is similar to Netcat but with many more features such as SSL and client verification. Socat has security, so you can use this like Netcat in cases where you must accept data from the Internet.
-
GNU Parallel is a shell tool for executing jobs in parallel on one or more computers. Parallel is very similar to
xargs
, except it will execute the commands on other computers. -
This tool creates charts. Pipe into it from
yq
to create simple charts from your data.
Doug Bell [email protected]
- James E Keenan [email protected]
- Luke Triantafyllidis [email protected]
This software is copyright (c) 2018 by Doug Bell.
This is free software; you can redistribute it and/or modify it under the same terms as the Perl 5 programming language system itself.