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aryanpoonacha-databricks-miniproject-11's Introduction

Databricks Data Pipeline

In this project we create a data pipeline with Databricks. This pipeline integrates data sources and destinations, loading, processing and querying the data in the pipeline effectively.

Dataset

In this project, we use a dataset included in the Databricks documentation. This dataset is IoT data of various devices and information on their runtime parameters.

Guide

This project is guided by the official Databricks Data Pipeline documentation.

Project Steps

The steps carried out to execute this project are:

Cluster Creation

We create a databricks cluster as the basis for our data pipeline.

Explore Data

We run commands from Databricks CLI and PySpark in a notebook to examine the source data. This is done in data_explore.

Read And Process Data

In this step, the raw data is loaded into a table, and then processed to keep relevant information. This takes place in the first few cells of the data_processing notebook.

Querying Data

In this step, we query the data and output the results to show stats on some devices.

Databricks Job

We then create a Databricks job to automate the execution of both data_explore and data_processing notebooks, creating an automated pipeline.

job jobs

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