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smart-data-lake

Framework to quickly build and maintain Smart Data Lakes

Smart Data Lake

Build Status

Smart Data Lake Builder is a data lake automation framework that makes loading and transforming data a breeze. It is implemented in Scala and builds on top of open-source big data technologies like Apache Hadoop and Apache Spark, including connectors for diverse data sources (HadoopFS, Hive, DeltaLake, JDBC, Splunk, Webservice, SFTP, JMS, Excel, Access) and file formats.

A Data Lake

The Smart Data Lake adds

Benefits of Smart Data Lake Builder

When should you consider using Smart Data Lake Builder ?

Some common use cases include:

See Features for a comprehensive list of Smart Data Lake Builder features.

How it works

The following diagram shows the core concepts:

How it works

Data object

A data object defines the location and format of data. Some data objects require a connection to access remote data (e.g. a database connection).

Action

The “data processors” are called actions. An action requires at least one input and output data object. An action reads the data from the input data object, processes and writes it to the output data object. Many actions are predefined e.g. transform data from json to csv but you can also define your custom transformer action.

Feed

Actions connect different Data Object and implicitly define a directed acyclic graph, as they model the dependencies needed to fill a Data Object. This automatically generated, arbitrary complex data flow can be divided up into Feed’s (subgraphs) for execution and monitoring.

Configuration

All metadata i.e. connections, data objects and actions are defined in a central configuration file, usually called application.conf. The file format used is HOCON which makes it easy to edit.

Getting Started

To see how all this works in action, head over to the Getting Started page.

Major Contributors

SBB
www.sbb.ch : Provided the previously developed software as a foundation for the open source project

ELCA
www.elca.ch : Did the comprehensive revision and provision as open source project

Additional Documentation

Getting Started
Reference
Architecture
Glossary
Troubleshooting
FAQ
Contributing
Running in the Public Cloud