Using Kafka as alternative to Filebeats and Logstash











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I'm new to the ELK stack and I was just wondering whether if it is possible to ship our log files to Elasticsearch using Kafka. But I need the job of Logstash ( parsing logs using filters like grok ) to be done in Kafka as well. Is this entire thing possible? Basically what I'm trying to do is to replace the combination of Filebeats and Logstash with Kafka and I want to know whether if it is possible or not.



Thank you :)



Note: What I am trying to do is to Ship + Parse the logs in Kafka. I know that shipping logs to elasticsearch is possible using the Elasticsearch connector but what I'm asking is that whether Parsing data (Logstash's job) is possible with Kafka.










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  • You can checkout that question: stackoverflow.com/questions/48561197/…. It seems it is possible using connect api and elasticsearch connector.
    – alpert
    Jul 18 at 13:08










  • Possible duplicate of How to connect Kafka with Elasticsearch?
    – dawsaw
    Jul 18 at 20:49










  • That particular question was asked on connecting Elasticsearch with Kafka after the logs are parsed by Logstash. What I am asking is whether if it is possible to get Logstash's and Filebeat's jobs (Shipping and Parsing data) via Kafka?
    – Dasun Pubudumal
    Jul 19 at 0:01















up vote
2
down vote

favorite
1












I'm new to the ELK stack and I was just wondering whether if it is possible to ship our log files to Elasticsearch using Kafka. But I need the job of Logstash ( parsing logs using filters like grok ) to be done in Kafka as well. Is this entire thing possible? Basically what I'm trying to do is to replace the combination of Filebeats and Logstash with Kafka and I want to know whether if it is possible or not.



Thank you :)



Note: What I am trying to do is to Ship + Parse the logs in Kafka. I know that shipping logs to elasticsearch is possible using the Elasticsearch connector but what I'm asking is that whether Parsing data (Logstash's job) is possible with Kafka.










share|improve this question
























  • You can checkout that question: stackoverflow.com/questions/48561197/…. It seems it is possible using connect api and elasticsearch connector.
    – alpert
    Jul 18 at 13:08










  • Possible duplicate of How to connect Kafka with Elasticsearch?
    – dawsaw
    Jul 18 at 20:49










  • That particular question was asked on connecting Elasticsearch with Kafka after the logs are parsed by Logstash. What I am asking is whether if it is possible to get Logstash's and Filebeat's jobs (Shipping and Parsing data) via Kafka?
    – Dasun Pubudumal
    Jul 19 at 0:01













up vote
2
down vote

favorite
1









up vote
2
down vote

favorite
1






1





I'm new to the ELK stack and I was just wondering whether if it is possible to ship our log files to Elasticsearch using Kafka. But I need the job of Logstash ( parsing logs using filters like grok ) to be done in Kafka as well. Is this entire thing possible? Basically what I'm trying to do is to replace the combination of Filebeats and Logstash with Kafka and I want to know whether if it is possible or not.



Thank you :)



Note: What I am trying to do is to Ship + Parse the logs in Kafka. I know that shipping logs to elasticsearch is possible using the Elasticsearch connector but what I'm asking is that whether Parsing data (Logstash's job) is possible with Kafka.










share|improve this question















I'm new to the ELK stack and I was just wondering whether if it is possible to ship our log files to Elasticsearch using Kafka. But I need the job of Logstash ( parsing logs using filters like grok ) to be done in Kafka as well. Is this entire thing possible? Basically what I'm trying to do is to replace the combination of Filebeats and Logstash with Kafka and I want to know whether if it is possible or not.



Thank you :)



Note: What I am trying to do is to Ship + Parse the logs in Kafka. I know that shipping logs to elasticsearch is possible using the Elasticsearch connector but what I'm asking is that whether Parsing data (Logstash's job) is possible with Kafka.







elasticsearch logging apache-kafka logstash filebeat






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edited Jul 19 at 0:25

























asked Jul 18 at 12:15









Dasun Pubudumal

387




387












  • You can checkout that question: stackoverflow.com/questions/48561197/…. It seems it is possible using connect api and elasticsearch connector.
    – alpert
    Jul 18 at 13:08










  • Possible duplicate of How to connect Kafka with Elasticsearch?
    – dawsaw
    Jul 18 at 20:49










  • That particular question was asked on connecting Elasticsearch with Kafka after the logs are parsed by Logstash. What I am asking is whether if it is possible to get Logstash's and Filebeat's jobs (Shipping and Parsing data) via Kafka?
    – Dasun Pubudumal
    Jul 19 at 0:01


















  • You can checkout that question: stackoverflow.com/questions/48561197/…. It seems it is possible using connect api and elasticsearch connector.
    – alpert
    Jul 18 at 13:08










  • Possible duplicate of How to connect Kafka with Elasticsearch?
    – dawsaw
    Jul 18 at 20:49










  • That particular question was asked on connecting Elasticsearch with Kafka after the logs are parsed by Logstash. What I am asking is whether if it is possible to get Logstash's and Filebeat's jobs (Shipping and Parsing data) via Kafka?
    – Dasun Pubudumal
    Jul 19 at 0:01
















You can checkout that question: stackoverflow.com/questions/48561197/…. It seems it is possible using connect api and elasticsearch connector.
– alpert
Jul 18 at 13:08




You can checkout that question: stackoverflow.com/questions/48561197/…. It seems it is possible using connect api and elasticsearch connector.
– alpert
Jul 18 at 13:08












Possible duplicate of How to connect Kafka with Elasticsearch?
– dawsaw
Jul 18 at 20:49




Possible duplicate of How to connect Kafka with Elasticsearch?
– dawsaw
Jul 18 at 20:49












That particular question was asked on connecting Elasticsearch with Kafka after the logs are parsed by Logstash. What I am asking is whether if it is possible to get Logstash's and Filebeat's jobs (Shipping and Parsing data) via Kafka?
– Dasun Pubudumal
Jul 19 at 0:01




That particular question was asked on connecting Elasticsearch with Kafka after the logs are parsed by Logstash. What I am asking is whether if it is possible to get Logstash's and Filebeat's jobs (Shipping and Parsing data) via Kafka?
– Dasun Pubudumal
Jul 19 at 0:01












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I'll break down your question in two:



1. Can events being streamed via kafka can be indexed in ElasticSearch



Yes, if you consider Confluent kafka-connect as part of Kafka. It's not kafka itself that does the indexing but a kafka-connect sink connector that will be configured to consume from your kafka topics and index the events in Elasticsearch.



You can find more information here: https://docs.confluent.io/current/connect/kafka-connect-elasticsearch/index.html



2. Can I achieve the same sort of parsing, transformation and flow control features of logstash directly in Kafka



The only Kafka ecosystem feature I'm aware that can help you do something like that is Kstreams (but you have to know how to develop using Kstreams API) or using another Confluent piece of software called KSQL that allows to do SQL Stream Processing on top of Kafka Topics which is more oriented to Analytics (i.e: Data filtering, transformations, aggregations, joins, windowing and sessionization)



You can find more information on KStreams here: https://kafka.apache.org/documentation/streams/



And you can find more information on KSQL here: https://docs.confluent.io/current/ksql/docs/index.html



Conclusion



In my opinion you wouldn't be able to achieve ALL sort of parsing and transformation capabilities of Logstash / NiFi without having to program with the Kafka Streams API, but you definetely can use kafka-connect to get data into kafka or out of kafka for a wide array of technologies just like Logstash does.



A nice illustration of such setup (taken from Confluent) would be:
enter image description here






share|improve this answer

















  • 1




    Wow! Thank you for the great explanation :) It is always wonderful to have these kinds of explanations in Stackoverflow posts.
    – Dasun Pubudumal
    Nov 21 at 3:27











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1 Answer
1






active

oldest

votes








1 Answer
1






active

oldest

votes









active

oldest

votes






active

oldest

votes








up vote
1
down vote



accepted










I'll break down your question in two:



1. Can events being streamed via kafka can be indexed in ElasticSearch



Yes, if you consider Confluent kafka-connect as part of Kafka. It's not kafka itself that does the indexing but a kafka-connect sink connector that will be configured to consume from your kafka topics and index the events in Elasticsearch.



You can find more information here: https://docs.confluent.io/current/connect/kafka-connect-elasticsearch/index.html



2. Can I achieve the same sort of parsing, transformation and flow control features of logstash directly in Kafka



The only Kafka ecosystem feature I'm aware that can help you do something like that is Kstreams (but you have to know how to develop using Kstreams API) or using another Confluent piece of software called KSQL that allows to do SQL Stream Processing on top of Kafka Topics which is more oriented to Analytics (i.e: Data filtering, transformations, aggregations, joins, windowing and sessionization)



You can find more information on KStreams here: https://kafka.apache.org/documentation/streams/



And you can find more information on KSQL here: https://docs.confluent.io/current/ksql/docs/index.html



Conclusion



In my opinion you wouldn't be able to achieve ALL sort of parsing and transformation capabilities of Logstash / NiFi without having to program with the Kafka Streams API, but you definetely can use kafka-connect to get data into kafka or out of kafka for a wide array of technologies just like Logstash does.



A nice illustration of such setup (taken from Confluent) would be:
enter image description here






share|improve this answer

















  • 1




    Wow! Thank you for the great explanation :) It is always wonderful to have these kinds of explanations in Stackoverflow posts.
    – Dasun Pubudumal
    Nov 21 at 3:27















up vote
1
down vote



accepted










I'll break down your question in two:



1. Can events being streamed via kafka can be indexed in ElasticSearch



Yes, if you consider Confluent kafka-connect as part of Kafka. It's not kafka itself that does the indexing but a kafka-connect sink connector that will be configured to consume from your kafka topics and index the events in Elasticsearch.



You can find more information here: https://docs.confluent.io/current/connect/kafka-connect-elasticsearch/index.html



2. Can I achieve the same sort of parsing, transformation and flow control features of logstash directly in Kafka



The only Kafka ecosystem feature I'm aware that can help you do something like that is Kstreams (but you have to know how to develop using Kstreams API) or using another Confluent piece of software called KSQL that allows to do SQL Stream Processing on top of Kafka Topics which is more oriented to Analytics (i.e: Data filtering, transformations, aggregations, joins, windowing and sessionization)



You can find more information on KStreams here: https://kafka.apache.org/documentation/streams/



And you can find more information on KSQL here: https://docs.confluent.io/current/ksql/docs/index.html



Conclusion



In my opinion you wouldn't be able to achieve ALL sort of parsing and transformation capabilities of Logstash / NiFi without having to program with the Kafka Streams API, but you definetely can use kafka-connect to get data into kafka or out of kafka for a wide array of technologies just like Logstash does.



A nice illustration of such setup (taken from Confluent) would be:
enter image description here






share|improve this answer

















  • 1




    Wow! Thank you for the great explanation :) It is always wonderful to have these kinds of explanations in Stackoverflow posts.
    – Dasun Pubudumal
    Nov 21 at 3:27













up vote
1
down vote



accepted







up vote
1
down vote



accepted






I'll break down your question in two:



1. Can events being streamed via kafka can be indexed in ElasticSearch



Yes, if you consider Confluent kafka-connect as part of Kafka. It's not kafka itself that does the indexing but a kafka-connect sink connector that will be configured to consume from your kafka topics and index the events in Elasticsearch.



You can find more information here: https://docs.confluent.io/current/connect/kafka-connect-elasticsearch/index.html



2. Can I achieve the same sort of parsing, transformation and flow control features of logstash directly in Kafka



The only Kafka ecosystem feature I'm aware that can help you do something like that is Kstreams (but you have to know how to develop using Kstreams API) or using another Confluent piece of software called KSQL that allows to do SQL Stream Processing on top of Kafka Topics which is more oriented to Analytics (i.e: Data filtering, transformations, aggregations, joins, windowing and sessionization)



You can find more information on KStreams here: https://kafka.apache.org/documentation/streams/



And you can find more information on KSQL here: https://docs.confluent.io/current/ksql/docs/index.html



Conclusion



In my opinion you wouldn't be able to achieve ALL sort of parsing and transformation capabilities of Logstash / NiFi without having to program with the Kafka Streams API, but you definetely can use kafka-connect to get data into kafka or out of kafka for a wide array of technologies just like Logstash does.



A nice illustration of such setup (taken from Confluent) would be:
enter image description here






share|improve this answer












I'll break down your question in two:



1. Can events being streamed via kafka can be indexed in ElasticSearch



Yes, if you consider Confluent kafka-connect as part of Kafka. It's not kafka itself that does the indexing but a kafka-connect sink connector that will be configured to consume from your kafka topics and index the events in Elasticsearch.



You can find more information here: https://docs.confluent.io/current/connect/kafka-connect-elasticsearch/index.html



2. Can I achieve the same sort of parsing, transformation and flow control features of logstash directly in Kafka



The only Kafka ecosystem feature I'm aware that can help you do something like that is Kstreams (but you have to know how to develop using Kstreams API) or using another Confluent piece of software called KSQL that allows to do SQL Stream Processing on top of Kafka Topics which is more oriented to Analytics (i.e: Data filtering, transformations, aggregations, joins, windowing and sessionization)



You can find more information on KStreams here: https://kafka.apache.org/documentation/streams/



And you can find more information on KSQL here: https://docs.confluent.io/current/ksql/docs/index.html



Conclusion



In my opinion you wouldn't be able to achieve ALL sort of parsing and transformation capabilities of Logstash / NiFi without having to program with the Kafka Streams API, but you definetely can use kafka-connect to get data into kafka or out of kafka for a wide array of technologies just like Logstash does.



A nice illustration of such setup (taken from Confluent) would be:
enter image description here







share|improve this answer












share|improve this answer



share|improve this answer










answered Nov 15 at 17:56









Alexandre Juma

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505212








  • 1




    Wow! Thank you for the great explanation :) It is always wonderful to have these kinds of explanations in Stackoverflow posts.
    – Dasun Pubudumal
    Nov 21 at 3:27














  • 1




    Wow! Thank you for the great explanation :) It is always wonderful to have these kinds of explanations in Stackoverflow posts.
    – Dasun Pubudumal
    Nov 21 at 3:27








1




1




Wow! Thank you for the great explanation :) It is always wonderful to have these kinds of explanations in Stackoverflow posts.
– Dasun Pubudumal
Nov 21 at 3:27




Wow! Thank you for the great explanation :) It is always wonderful to have these kinds of explanations in Stackoverflow posts.
– Dasun Pubudumal
Nov 21 at 3:27


















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