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/*
-- Title : 데이터 엔지니어링 스택 - ver.dBRang
-- Tag : 데이터 스택 데이터스택 데이터 스텍 데이터스텍, data engineering stack
*/
Category | Section | Stack |
Data Processing | Batch | • Apache Pig |
• Apache Arrow | ||
• Amazon Glue | ||
• Google Cloud Data Fusion | ||
Hybrid | • Apache Spark | |
• Apache Beam | ||
• Apache Flink | ||
• Apache Nifi | ||
• dataform | ||
Streaming | • Apache Kafka | |
• Apache Storm | ||
•Apache Samza | ||
• Amazon Kinesis | ||
• CONFLUENT | ||
Message Queue | • Apache RabbitMQ | |
• Amazon SS & SOS | ||
• Google Cloud Pub/Sub | ||
• Azure Sercive Bus | ||
Workflow Scheduling | • Apache Airflow | |
• Apache Oozoe | ||
• Google Composer | ||
• Luigi |
Cetegory | Section | Stack |
Relational DB |
SQL | • PostgreSQL |
• Maria DB | ||
• MySQL | ||
• Oracle | ||
• SQL Server | ||
• Amazon Aurora | ||
NewSQL | • Apache Ignite | |
• VoltDB | ||
• ClustrixDB | ||
• MemSQL | ||
• NuoDB | ||
Non-Relational DB (NoSQL) |
Document DB | • MongoDB |
• Elastic Search | ||
• Couchbase | ||
• Apache Couch DB | ||
• Azure Cosmos DB | ||
Column Store DB (Wide Column DB) |
• Apache Cassandra | |
• Apache Hbase | ||
• Google Cloud Bigtable | ||
• Azure Table Storage | ||
Graph DB | • Neo4j | |
• AgensGraph | ||
• Amazon Neptune | ||
Key-Value Store | • Redis | |
• Memcached | ||
• Amazon DynamoDB |
Cetegory | Section | Stack |
DW/BI | • Apache Impala | |
• Amazon Redshift | ||
• Google BigQuery | ||
• Azure Synapse Analytics | ||
• Snowflake | ||
• Databricks | ||
• Clickhouse | ||
• Presto | ||
Data Lake | • Apache Ozone | |
• AWS S3 | ||
• Google Cloud Storage | ||
• Azure Blob Storage | ||
• Azure Data Lake Storage | ||
• DELTA LAKE |
Cetegory | Section | Stack |
Business Intelligence | • Google Data Studio | |
• Tableau | ||
• Qlik | ||
• Power BI | ||
Intelligence | • Apache Spark ML | |
• Amazon Machine Learning | ||
• Amazon SageMaker | ||
• Azure Machinen Learning |
Cetegory | Section | Stack |
Monitoring | • Prometheus | |
• Datadog | ||
• Sentry | ||
• Monte Carlo | ||
• Datafold | ||
• Soda Data | ||
• StatsD |
※ 참고자료
• github.com/datastacktv
• namrmino.tistory.com
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