2 Apr 2025, Wed

Here’s a comprehensive list of tools and services you can use to build a data pipeline from MySQL to Snowflake using AWS:

Data Extraction & Source Connectivity

  • AWS Database Migration Service (DMS) – For initial migration and ongoing CDC from MySQL
  • AWS Glue – For scheduled extraction jobs with custom transformations
  • MySQL Workbench – For one-time exports and schema analysis
  • Debezium – Open-source CDC connector for MySQL that works with AWS services

Data Transformation & Processing

  • AWS Glue ETL – Serverless Spark jobs for transformations
  • AWS Lambda – For lightweight transformations and triggering other services
  • Amazon EMR – For complex, large-scale data transformations
  • AWS Step Functions – For orchestrating complex transformation workflows

Data Loading & Destination Connectivity

  • Snowflake Snowpipe – For continuous data loading into Snowflake
  • Snowflake COPY command – For batch loading from S3
  • Snowflake JDBC/ODBC drivers – For direct connections from AWS services

Storage & Staging

  • Amazon S3 – Essential staging area between MySQL and Snowflake
  • Amazon RDS for MySQL – Managed MySQL if migrating from on-premises MySQL
  • AWS Lake Formation – For creating a data lake with your MySQL data

Orchestration & Monitoring

  • AWS Step Functions – For building complex pipeline workflows
  • AWS Managed Workflows for Apache Airflow (MWAA) – For pipeline orchestration
  • Amazon EventBridge – For event-driven pipelines
  • AWS CloudWatch – For monitoring and alerting
  • AWS CloudTrail – For auditing pipeline activities

Security & Governance

  • AWS Identity and Access Management (IAM) – For access control
  • AWS Key Management Service (KMS) – For encryption key management
  • AWS Secrets Manager – For storing database credentials
  • AWS CloudFormation – For infrastructure as code deployment of pipeline components

Third-Party Integration Tools

  • Fivetran – Fully managed ELT pipelines with MySQL and Snowflake connectors
  • Matillion – AWS-native ETL tool with strong Snowflake integration
  • Stitch Data – Simple ELT service with MySQL and Snowflake support
  • Talend – Enterprise data integration platform
  • Informatica – Enterprise data integration with AWS and Snowflake connectors

Each of these tools can be combined in different ways depending on your specific requirements, data volumes, transformation complexity, and budget considerations.

By Alex

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