Data Engineering using Databricks on AWS
Data Engineering using Databricks on AWS
AWS Data Engineering involves designing
and implementing data processing systems on the Amazon Web Services (AWS) cloud
platform. It includes tasks such as ingesting, storing, processing, and
analyzing data to derive insights and support decision-making.
AWS Data Engineering Online Training
Data
Ingestion:
Ingest data from various
sources into Databricks.
This can include structured data from databases, semi-structured data from
sources like JSON or XML, and unstructured data like text files or images.
Data
Transformation: Use
Databricks notebooks to transform the ingested data. This can include cleaning,
aggregating, and transforming the data to make it suitable for analysis. - AWS Data Engineering Training Ameerpet
Data
Storage:
Store the transformed
data in a data lake or data warehouse on AWS. Databricks supports integration
with AWS services like S3 for data storage.
Data
Processing: Process
the data using Apache Spark. Databricks provides a distributed computing
environment that allows you to process large volumes of data efficiently.
Data
Analysis:
Analyze the processed
data using Databricks notebooks. You can use SQL, Python, R, or Scala to
perform various types of analysis and generate insights from the data. - AWS Data Engineer Training
Data
Visualization: Visualize
the analyzed data using Databricks' built-in visualization tools or integrate
with external visualization tools like Tableau or Power BI.
Monitoring
and Optimization: Monitor
the performance of your data engineering pipelines and optimize them for
efficiency and scalability.
Collaboration
and Sharing: Collaborate
with other team members by sharing notebooks and dashboards. Databricks
provides features for version control and collaboration.
Security
and Compliance: Ensure
that your data engineering workflows adhere to security and compliance
standards. Databricks provides features for data
encryption, access control, and auditing.
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