{"id":21289113,"url":"https://github.com/kenthsu/udacity-data-streaming-nanodegree","last_synced_at":"2025-07-11T14:31:51.956Z","repository":{"id":109450319,"uuid":"339625540","full_name":"KentHsu/Udacity-Data-Streaming-Nanodegree","owner":"KentHsu","description":"Udacity Data Streaming Nanodegree Program","archived":false,"fork":false,"pushed_at":"2021-02-20T08:16:03.000Z","size":639,"stargazers_count":22,"open_issues_count":0,"forks_count":12,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-06T04:32:02.387Z","etag":null,"topics":["apache-kafka","data-streaming","faust-application","kafka-connect","kafka-rest-proxy","ksql","spark-streaming"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/KentHsu.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2021-02-17T05:54:15.000Z","updated_at":"2024-07-16T17:29:54.000Z","dependencies_parsed_at":"2023-04-04T18:32:36.655Z","dependency_job_id":null,"html_url":"https://github.com/KentHsu/Udacity-Data-Streaming-Nanodegree","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/KentHsu/Udacity-Data-Streaming-Nanodegree","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KentHsu%2FUdacity-Data-Streaming-Nanodegree","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KentHsu%2FUdacity-Data-Streaming-Nanodegree/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KentHsu%2FUdacity-Data-Streaming-Nanodegree/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KentHsu%2FUdacity-Data-Streaming-Nanodegree/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/KentHsu","download_url":"https://codeload.github.com/KentHsu/Udacity-Data-Streaming-Nanodegree/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/KentHsu%2FUdacity-Data-Streaming-Nanodegree/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":264833277,"owners_count":23670617,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["apache-kafka","data-streaming","faust-application","kafka-connect","kafka-rest-proxy","ksql","spark-streaming"],"created_at":"2024-11-21T12:34:27.160Z","updated_at":"2025-07-11T14:31:51.944Z","avatar_url":"https://github.com/KentHsu.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Udacity - Data Streaming Nanodegree Program\n\nBuilding up the latest skills to process data in real-time by building fluency in modern data engineering tools, such as Apache Spark,Kafka, Spark Streaming, and Kafka Streaming.\n\n* Understand the components of data streaming systems. Ingest data in real-time using Apache Kafka and Spark and run analysis.\n* Use the Faust Stream Processing Python library to build a real-time stream-based application. Compile real-time data and run live analytics, as well as draw insights from reports generated by the streaming console.\n* Learn about the Kafka ecosystem, and the types of problems each solution is designed to solve. Use the Confluent Kafka Python library for simple topic management, production, and consumption.\n* Explain the components of Spark Streaming (architecture and API), integrate Apache Spark Structured Streaming and Apache Kafka, manipulate data using Spark, and read DataFrames in the Spark Streaming Console.\n\n\n## Course 1 - Data Ingestion with Apache Kafka \nDemonstrate knowledge of the tools data streaming tools including Kafka Consumers, Producers and Topics; Kafka Connect Sources and Sinks, Kafka REST Proxy for producing data over REST, Data Schemas with JSON and Apache Avro/Schema Registry, Stream Processing with the Faust Python Library, and Stream Processing with KSQL.\n\n### Contents\n* Introduction to Stream Processing\n* Apache Kafka\n* Data Schemas and Apache Avro\n* Kafka Connect and REST Proxy\n* Stream Processing Fundamentals\n* Stream Processing with Faust\n* KSQL\n\n### Projects\n* Optimize Chicago Bus and Train Availability Using Kafka\n\n\n## Course 2 - Streaming API Development and Documentation\nGrow expertise in streaming data systems and build a continuous application with Structured Streaming, consume and process data from Apache Kafka with Spark Structured Streaming, create a DataFrame as an aggregation of source DataFrames, sink a composite DataFrame to Kafka, and visually inspect a data sink for accuracy.\n\n#### Contents\n* Streaming DataFrames\n* Joins and JSON\n* Redis, Base64 and JSON\n\n### Project\n* Evaluate Human Balance with Spark Streaming\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkenthsu%2Fudacity-data-streaming-nanodegree","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkenthsu%2Fudacity-data-streaming-nanodegree","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkenthsu%2Fudacity-data-streaming-nanodegree/lists"}