AWS Big Data

APRIL 12, 2023

We also share a Spark benchmark solution that suits all Amazon EMR deployment options, so you can replicate the process in your environment for your own performance test cases. The solution uses the TPC-DS dataset and unmodified data schema and table relationships, but derives queries from TPC-DS to support the SparkSQL test cases.

Testing 101

Testing Big Data Metadata Optimization 101

AWS Big Data

FEBRUARY 6, 2023

To run the scripts, refer to the Amazon MWAA analytics workshop. format(S3_BUCKET_NAME), 's3://{}/data/aggregated/green'.format(S3_BUCKET_NAME), To learn more and get hands-on experience, start with the Amazon MWAA analytics workshop and then use the scripts in the GitHub repo to gain more observability of your DAG run.

Management 98

Management Interactive Metadata Publishing 98

AWS Big Data

JULY 6, 2023

It has not been specifically designed for heavy data transformation tasks. To load the time series for a specific point into a pandas data frame, you can use the awswrangler library from your Python code: import awswrangler as wr import pandas as pd # Retrieving the data directly from Amazon S3 df = wr.s3.read_parquet("s3://

Machine Learning 145

Machine Learning Visualization IoT Digital Transformation 145

AWS Big Data

APRIL 27, 2023

With these features, you can now build data pipelines completely in standard SQL that are serverless, more simple to build, and able to operate at scale. Typically, data transformation processes are used to perform this operation, and a final consistent view is stored in an S3 bucket or folder.

Data Lake 96

Data Lake Snapshot Optimization Data Transformation 96

AWS Big Data

NOVEMBER 6, 2024

Choose Send data. Querying with Athena: You can query the data you’ve written to your Iceberg tables using different processing engines such as Apache Spark, Apache Flink, or Trino. In Transform records , select Turn on data transformation. For Source , select Direct PUT. For Version select $LATEST.

Metadata 115

Metadata Data Lake Management Internet of Things 115

AWS Big Data

OCTOBER 31, 2023

If you’re testing on a different Amazon MWAA version, update the requirements file accordingly. For testing purposes, you can choose Add permissions and add the managed AmazonS3FullAccess policy to the user instead of providing restricted access. The requirements file is based on Amazon MWAA version 2.6.3.

Data Processing 111

Data Processing Management Publishing Visualization 111

AWS Big Data

OCTOBER 14, 2024

Prompt with no metadata For the first test, we used a basic prompt containing just the SQL generating instructions and no table metadata. After getting familiar with generative AI applications, see the GitHub Text-to-SQL workshop to learn more text-to-SQL techniques.

Metadata 103

Metadata Data Lake Modeling Data Warehouse 103