Okay, we have fortunately used Kafka for our data in integration and Kafka Connect for our data ingestions. Okay, Kafka streams it like a, is like a Kafka MSK, Managed Kafka Service, okay, that help us to stream the data, what are the data coming from our sources, from one producer to the consumer, okay, so that will help us to scale the data, okay, basically why we are using Kafka is like to scale the, scale our streaming services, let's say we are currently receiving the millions of articles, let's say one, 10 million articles we are receiving each day, so we want to scale that to one billion articles going forward, okay, so that's why we are using Kafka streams or Kafka for our data streaming purposes and Kafka Connect is like an interface, like a given, already provided from the Kafka side that helps us to connect your Kafka into a different, different kind of services that helps us to retrieve, post or ingest the data, so that's where we used, but basically we have created our own consumer and producer for that, so we don't use directly the Kafka Connect, but we, we, we, we, I can say we are using our custom Kafka Connect for that, so that's where we use it and it's easy to use as well as it gives you flexibility to change your thing, change your connections and all those things in a much better way, so that's why we prefer to use those at our own site, okay, and yeah.
