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8 Ways to Optimize AWS Glue Jobs in a Nutshell

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  Improving the performance of AWS Glue jobs involves several strategies that target different aspects of the ETL (Extract, Transform, Load) process. Here are some key practices. 1. Optimize Job Scripts Partitioning : Ensure your data is properly partitioned. Partitioning divides your data into manageable chunks, allowing parallel processing and reducing the amount of data scanned. Filtering : Apply pushdown predicates to filter data early in the ETL process, reducing the amount of data processed downstream. Compression : Use compressed file formats (e.g., Parquet, ORC) for your data sources and sinks. These formats not only reduce storage costs but also improve I/O performance. Optimize Transformations : Minimize the number of transformations and actions in your script. Combine transformations where possible and use DataFrame APIs which are optimized for performance. 2. Use Appropriate Data Formats Parquet and ORC : These columnar formats are efficient for storage and querying, signif

5 Key Services on AWS Cloud computing

Amazon web services offers 5 services on its cloud computing.

aws services

Top AWS Services

Store Files

Store Files:  AWS provides highly scalable, reliable, secure, fast storage for your digital files.
 Host a Website: AWS provides many ways to host your website in order to suit the needs of large-scale enterprises,startups, and individuals.

Database

Run a Database: Adds or removes virtual servers to handle peaks and lulls in traffic. Requires CloudWatch.Distributes traffic among multiple virtual servers.

Deployment

Deploy an Application:  AWS offers application management services that help you build, deploy, and scale applications.You can use an application management service to leverage other AWS services without having to manage each of them separately and manually.

Net Work

Create a Network: You can create virtual private clouds on AWS. These can be isolated from the Internet, or you can add a public-facing subnet that makes part of your network accessible from the Internet.

You can also create a hardware virtual private network (VPN) connection between your network and AWS in order to create a hybrid solution in which part of your IT infrastructure runs in your physical data center and part of it runs in your virtual private cloud on AWS 

Manage My AWS Resources: AWS provides several services that help you monitor, manage, and configure your AWS account and resources.

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