Overview on Nikita Ryanov

Different ways to setup CDC

Wed, 31 Dec 2025 04:30:00 +0300

CDC is an important part of data processing. Using CDC you can achieve many goals from simple data replication to audit and complex ETL jobs. But implementing CDC is still a tough task (especially when considering not only happy-path). In this article I want to show different ways of implementing CDC. Also, I’ll try to not only show how to setup each variant, but also compare them with each other and highlight pros and cons of each option.

Delivery and processing semantics: overview

Wed, 01 May 2024 04:30:00 +0300

In this article I want to make an overview of a delivery semantics in messaging systems, describe delivery guarantee and add my own thoughts about all of this.

Delivery semantics: overview

So, what exactly is delivery semantics and why this is important? Delivery semantics is about guarantees provided by messaging system or delivery protocol. These guarantees are about message order (delivery and processing), delivery reliability, duplication allowance and so on. In other words delivery semantic determines how exactly message will be handled in terms of delivery.

Kafka-connect: overview

Tue, 11 Jul 2023 04:30:00 +0300

Kafka-connect: overview

Imagine you have a task where you need to fetch some data from a database and incrementally store it in kafka or read the consumed data from kafka and store it in the database. You can solve both tasks using plain kafka consumer/producer API or even use kafka streams library, but if you don’t need comprehensive data transformations (e.g. enrichment, stream joining) then you can use Kafka connect for it.