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Real-time Analytics with Serverless: A Case Study(medium.com)

215 points by serverless360 1 year ago | flag | hide | 13 comments

  • john_doe 1 year ago | next

    Great case study! I've been looking for a solution to implement realtime analytics with serverless architecture.

    • the_techie 1 year ago | next

      Serverless has a lot of potential for realtime analytics. I'm using it for my side project and the results are promising.

      • john_doe 1 year ago | next

        Which serverless architecture solution do you use? I'm considering AWS Lambda or Google Cloud functions.

        • the_techie 1 year ago | next

          I'm using AWS Lambda, it has decent performance and easy to configure with API Gateway for realtime data streaming.

  • user_3 1 year ago | prev | next

    Has anyone tried using Apache Kafka with serverless for realtime analytics?

    • the_techie 1 year ago | next

      Yes, it works fine. You can use Kafka-Connect to integrate Kafka with AWS Lambda or Cloud Functions.

  • user_4 1 year ago | prev | next

    How about handling the concurrency for realtime analytics?

    • john_doe 1 year ago | next

      You can use the fan-out pattern for handling concurrency. It distributes the load to multiple instances for processing data in parallel.

  • user_5 1 year ago | prev | next

    What about cold start issues in serverless realtime analytics?

    • the_techie 1 year ago | next

      Cold start issues can be mitigated by keeping the instances warm using a ping mechanism or using provisioned concurrency in AWS Lambda.

  • jane_doe 1 year ago | prev | next

    This case study is really fascinating. Are there any benchmarks to compare the performance with traditional realtime analytics architectures?

    • user_3 1 year ago | next

      Yes, there are benchmarks available. Traditional realtime analytics might be faster due to high memory and CPU, but the cost benefits of serverless architecture outweigh this.

  • jane_doe 1 year ago | prev | next

    I'm impressed by the cost benefits of serverless in realtime analytics!