Building Data Lake on Google Cloud using BigQuery

Overview of Data Lake Architecture

 

    • Build Data Lake to perform Analytics to collect data from different countries Servers, IoT, Social Media, Click Streams and logs to research Product discovery, Product recommendations, and New Product Requirements.

 

    • Build Data lake and Data Warehouse for Real-Time & Batch Data Processing for Social Media Analytics, IoT Analytics, Image Analytics, Recommendation System using clickstream, Data Warehouse ETL operations.

 

Challenge for Building the Data Pipeline

 

  • Server Data have specified format to pull data with DCD format of the file which consists of 16 XML’s.
  • Monitoring of Stores and refrigerators with IoT device with Data Pipeline to collects data from IoT devices, run analytics and detect anomalies in data received from the sensors.
  • Setup Data Pipeline to collect Real-Time data from the Social Media with hashtags for Sentimental and Intent Analytics.
  • Recommendation system to collect clickstream from the Web and Mobile application.
  • Product Search and Discovery Data Scraping.
  • Data Ingestion from ERP Solution for there Vendors.

 

Solution Offered for Building the Analytics Platform

 

Real-Time Social Media Analytics

 

Data collection from Real-Time tweets from the Twitter API and scrapping of API’s with filter specific keyword, hashtag, language, and location.

 

Python to collect data from Twitter through Twitter API’s and transfer to Google Cloud Pub/Sub. Google Cloud App Engine to deploy the application. Data from Pub/Sub consumed in Cloud DataFlow for the further cleaning, transformation and sent to the Data Lake BigQuery.

 

Real-Time IoT Analytics Platform

 

Sensor Data from IoT devices at different warehouses with Refrigerator installed at various places to collected data. Different IoT Devices configured with Google IoT Core using MQTT bridge. Google Pub/Sub used as a messaging queue and Google Cloud DataFlow for the transformation and cleaning. Cleaned data sent to the Data Lake BigQuery for the further Analytics.

 

Real-Time Clickstream Analytics

 

ClickStream Analytics used for product Recommendation System. Real-Time Clickstream data is captured using Google Cloud Function with an HTTP request as the trigger and collected data sent to Google Pub/Sub. Before performing the Data Analytics with BigQuery, the data gets cleaned and transformed using Cloud DataFlow.

 

Sales Analytics Platform

 

A portal where store manager uploads the data file in DCD format. On the backend, convert the file into the CSV, and publish the data to Cloud Pub/Sub for the further processing. Cloud DataFlow used for the data cleaning and necessary data transformation. After these transformations, the data sent to the BigQuery and Bigtable(for Cache).

 

Technology Stack

 

  • Cloud App Engine
  • Cloud Pub/Sub
  • Cloud IoT Core
  • Cloud Function
  • Cloud DataFlow
  • BigQuery
  • BigTable
  • DataLab
  • Data Studio
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wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8104-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8104-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8104-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8104-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8104-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8104-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8104-field-hp" class="wpforms-field-label">Phone</label><input type="text" name="wpforms[hp]" id="wpforms-8104-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8104"><input type="hidden" name="wpforms[author]" value="3"><input type="hidden" name="wpforms[post_id]" value="936"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8104" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="8095"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8095"><form id="wpforms-form-8095" class="wpforms-validate wpforms-form" data-formid="8095" method="post" enctype="multipart/form-data" action="/use-cases/analytics-data-warehouse/"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8095-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8095-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8095-field_24"><div class="form-popup-header"> <h2>RPA and Cognitive Automation</h2> <p>Making business processes smarter and more efficient</p> </div></div></div><div id="wpforms-8095-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-3-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8095-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8095-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/automation-anywhere.png" alt=""></span><input type="radio" id="wpforms-8095-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Choice 1" tabindex="-1" required ><span class="wpforms-image-choices-label"></span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/uipath.png" alt=""></span><input type="radio" id="wpforms-8095-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Choice 2" tabindex="-1" required ><span class="wpforms-image-choices-label"></span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/blueprism.png" alt=""></span><input type="radio" id="wpforms-8095-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Choice 3" tabindex="-1" required ><span class="wpforms-image-choices-label"></span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_4" tabindex="0"><input type="radio" id="wpforms-8095-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Intelligent Automation" tabindex="-1" required ><span class="wpforms-image-choices-label">Intelligent Automation</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_5" tabindex="0"><input type="radio" id="wpforms-8095-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="RPA with AI" tabindex="-1" required ><span class="wpforms-image-choices-label">RPA with AI</span></label></li><li class="choice-6 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_6" tabindex="0"><input type="radio" id="wpforms-8095-field_21_6" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Open Source RPA Implementation" tabindex="-1" required ><span class="wpforms-image-choices-label">Open Source RPA Implementation</span></label></li></ul></div><div id="wpforms-8095-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="8095">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-8095-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-8095-field_25"><div class="form-popup-header"> <h2>Let Us Discuss and Understand the Requirement</h2> </div></div></div><div id="wpforms-8095-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-8095-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8095-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-8095-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8095-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8095-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8095-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8095-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8095-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8095-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8095-field-hp" class="wpforms-field-label">Email</label><input type="text" name="wpforms[hp]" id="wpforms-8095-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8095"><input type="hidden" name="wpforms[author]" value="3"><input type="hidden" name="wpforms[post_id]" value="936"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8095" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="8085"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8085"><form id="wpforms-form-8085" class="wpforms-validate wpforms-form" data-formid="8085" method="post" enctype="multipart/form-data" action="/use-cases/analytics-data-warehouse/"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8085-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8085-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8085-field_24"><div class="form-popup-header"> <img src="https://www.xenonstack.com/images/wednesday-digitally-transform-popup-img.png" /> <h2>Digitally Transform <span>your Organization </span></h2> </div></div></div><div id="wpforms-8085-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-2-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8085-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8085-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/continous-delivery-e1594278564177.png" alt="Continous Delivery and DevSecOps" title="Continous Delivery and DevSecOps"></span><input type="radio" id="wpforms-8085-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Continous Delivery and DevSecOps" tabindex="-1" required ><span class="wpforms-image-choices-label">Continous Delivery and DevSecOps</span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/robotic-process.png" alt="Robotic Process Automation" title="Robotic Process Automation"></span><input type="radio" id="wpforms-8085-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Robotic Process Automation" tabindex="-1" required ><span class="wpforms-image-choices-label">Robotic Process Automation</span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/big-data-analytics.png" alt="Big Data Analytics" title="Big Data Analytics"></span><input type="radio" id="wpforms-8085-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Big Data Analytics" tabindex="-1" required ><span class="wpforms-image-choices-label">Big Data Analytics</span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_4" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/cloud-security.png" alt="Cloud Security" title="Cloud Security"></span><input type="radio" id="wpforms-8085-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Cloud Security" tabindex="-1" required ><span class="wpforms-image-choices-label">Cloud Security</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_5" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/data-science-ai-e1594278553510.png" alt="Data Science and AI" title="Data Science and AI"></span><input type="radio" id="wpforms-8085-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Data Science and AI" tabindex="-1" required ><span class="wpforms-image-choices-label">Data Science and AI</span></label></li><li class="choice-6 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_6" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/cloud-migration-e1594278582638.png" alt="Cloud Migration" title="Cloud Migration"></span><input type="radio" id="wpforms-8085-field_21_6" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Cloud Migration" tabindex="-1" required ><span class="wpforms-image-choices-label">Cloud Migration</span></label></li></ul></div><div id="wpforms-8085-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="8085">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-8085-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-8085-field_25"><div class="form-popup-header"> <img src="https://www.xenonstack.com/images/wednesday-digitally-transform-popup-img.png" /> <div> <h2>How can we get in Touch</h2> <p>Fill the form and we will revert back to you soon.<p></div> </div></div></div><div id="wpforms-8085-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-8085-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8085-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-8085-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8085-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8085-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8085-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8085-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8085-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8085-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8085-field-hp" class="wpforms-field-label">Phone</label><input type="text" name="wpforms[hp]" id="wpforms-8085-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8085"><input type="hidden" name="wpforms[author]" value="3"><input type="hidden" name="wpforms[post_id]" value="936"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8085" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="8051"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8051"><form id="wpforms-form-8051" class="wpforms-validate wpforms-form" data-formid="8051" method="post" enctype="multipart/form-data" action="/use-cases/analytics-data-warehouse/"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8051-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8051-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8051-field_24"><div class="form-popup-header"> <h2>Build an AI-Driven Enterprise</h2> <p>unlock the potential of AI at scale</p> </div></div></div><div id="wpforms-8051-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-3-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8051-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8051-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8051-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/privacy-preserving-ai.png" alt="Privacy-Preserving AI" title="Privacy-Preserving AI"></span><input type="radio" id="wpforms-8051-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Privacy-Preserving AI" tabindex="-1" required ><span class="wpforms-image-choices-label">Privacy-Preserving AI</span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8051-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/conversation-ai-platform.png" alt="Conversation AI Platform" title="Conversation AI Platform"></span><input type="radio" id="wpforms-8051-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Conversation AI Platform" tabindex="-1" required ><span 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