Spark Streaming VS Amazon CloudWatch

Spark Streaming Reviews

Amazon CloudWatch Reviews

Spark Streaming mentions (3)

• Choosing Between a Streaming Database and a Stream Processing Framework in Python

  Other stream processing engines (such as Flink and Spark Streaming) provide SQL interfaces too, but the key difference is a streaming database has its storage. Stream processing engines require a dedicated database to store input and output data. On the other hand, streaming databases utilize cloud-native storage to maintain materialized views and states, allowing data replication and independent storage scaling. - Source: dev.to / 3 months ago

• Machine Learning Pipelines with Spark: Introductory Guide (Part 1)

  Spark Streaming: The component for real-time data processing and analytics. - Source: dev.to / over 1 year ago

• Spark for beginners - and you

  Is a big data framework and currently one of the most popular tools for big data analytics. It contains libraries for data analysis, machine learning, graph analysis and streaming live data. In general Spark is faster than Hadoop, as it does not write intermediate results to disk. It is not a data storage system. We can use Spark on top of HDFS or read data from other sources like Amazon S3. It is the designed... - Source: dev.to / over 2 years ago

Amazon CloudWatch mentions (54)

• How to Master Multi Region Architectures in AWS

  Real-time Monitoring with Amazon CloudWatch: Amazon CloudWatch enables you to monitor your Amazon Web Services Resources in real-time, collecting and tracking your metrics and log files automatically. Amazon CloudWatch enables automatic collection and tracking of metrics, collecting and monitoring log files, setting alarms, and reacting automatically to changes in your AWS resources across multiple regions.... - Source: dev.to / about 1 month ago

• Generating cloudwatch alarms using 'metric math' via CloudFormation and Terraform.

  There are several well-known 3rd party tools, such as Splunk or DataDog, but people often forget there is a handy set of tools provided by AWS under the CloudWatch banner. CloudWatch provides a range of services, such as exposing metrics, linking them to alarms, and X-ray services, to allow us to understand the performance of services in more depth. - Source: dev.to / 4 months ago

• Refactoring a serverless application to use Step Functions third-party API call integration

  I use the OpenWeather API to receive the current temperature data by providing the latitude and longitude coordinates as query strings in the request. A Lambda function invokes the weather API and sends the current temperature value as a custom metric to CloudWatch. I then graph the temperature values on a dashboard and activate an alarm when the temperature sinks below zero degrees Celsius. - Source: dev.to / 5 months ago

• Build Amazon CloudWatch Dashboards with AWS CDK for Serverless Services

  The library provides “easy-to-use CDK constructs for monitoring your AWS infrastructure with Amazon CloudWatch.” It abstracts the CW widget creation and simplifies it with out of the box support for many AWS services such as API Gateway, Lambda, DynamoDB and more. - Source: dev.to / 7 months ago

• Cloud Test Automation on AWS: The Role of QA Engineers

  Monitoring solutions - Familiarity with monitoring solutions like Amazon CloudWatch and AWS CloudTrail allows QA Engineers to proactively identify and address performance issues, ensuring optimal system functionality. - Source: dev.to / 11 months ago