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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

3 Top AWS benefits to the Organization

In this post, I have explained benefits for an organization while using AWS. You can choose the AWS as a career option since a lot of openings are there in the market. To be specific, Cloud storage is an online storage facility which is given to users so that they can use external servers to store or host their data.    Most of the business organizations need large storage capacities. Moreover, businesses need storage capacities to be clubbed with mobility. Due to this, Cloud computing has become very popular in the last few years. Amazon Web Services or AWS makes sure that anything digital is securely stored and available anywhere. Due to the same reason, Amazon Cloud computing is the most widely used and popular Cloud service on the Internet.  In this post, we will tell you about some general benefits of using Amazon Web services. We will tell you how Amazon Cloud computing helps your organization. Benefits of using Amazon Web Services Amazon Web services provide a

Amazon web services -Object Storage

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Object Storage: Object storage provides the ability to store, well, objects — which are essentially collections of digital bits. Those bits may represent a digital photo, an MRI scan, a structured document such as an XML file — or the video of your cousin's embarrassing attempt to ride a skateboard down the steps at the public library (the one you premiered at his wedding). Object storage offers the reliable (and highly scalable) storage of collections of bits, but imposes no structure on the bits. The structure is chosen by the user, who needs to know, for example, whether an object is a photo (which can be edited), or an MRI scan (which requires a special application for viewing it). The user has to know both the format as well as the manipulation methods of the object. The object storage service simply provides reliable storage of the bits. Difference between Object storage and File storage Object storage differs from file storage, which you may be more familiar with from usi

SOAP Vs REST top differences you need to know

What is SOAP? SOAP is based on a document encoding standard known as Extensible Markup Language (XML, for short), and the SOAP service is defined in such a way that users can then leverage XML no matter what the underlying communication network is. For this system to work, though, the data transferred by SOAP (commonly referred to as the payload) also needs to be in XML format. Notice a pattern here? The push to be comprehensive and flexible (or, to be all things to all people) plus the XML payload requirement meant that SOAP ended up being quite complex, making it a lot of work to use properly. As you might guess, many IT people found SOAP daunting and, consequently, resisted using it. About a decade ago, a doctoral student defined another web services approach as part of his thesis: REST Representational State Transfer, which is far less comprehensive than SOAP, aspires to solve fewer problems. It doesn't address some aspects of SOAP that seemed important but tha