{"id":50946,"date":"2025-07-28T05:47:52","date_gmt":"2025-07-28T05:47:52","guid":{"rendered":"https:\/\/www.devopsschool.com\/blog\/?p=50946"},"modified":"2026-02-21T07:43:03","modified_gmt":"2026-02-21T07:43:03","slug":"top-10-event-streaming-platforms-tools-in-2025-features-pros-cons-comparison","status":"publish","type":"post","link":"https:\/\/www.devopsschool.com\/blog\/top-10-event-streaming-platforms-tools-in-2025-features-pros-cons-comparison\/","title":{"rendered":"Top 10 Event Streaming Platforms Tools in 2026: Features, Pros, Cons &amp; Comparison"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/07\/image-237-1024x683.png\" alt=\"\" class=\"wp-image-50955\" srcset=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/07\/image-237-1024x683.png 1024w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/07\/image-237-300x200.png 300w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/07\/image-237-768x512.png 768w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/07\/image-237.png 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Introduction:<\/strong><\/h3>\n\n\n\n<p>Event streaming platforms are essential for modern businesses that need to process and analyze real-time data streams. These platforms allow companies to collect, store, and analyze data from various sources, such as websites, applications, and IoT devices. In 2026, the need for robust and scalable event streaming tools is more critical than ever, as organizations increasingly rely on data-driven decision-making and real-time analytics.<\/p>\n\n\n\n<p>Choosing the right event streaming platform depends on factors such as scalability, ease of integration, data processing speed, and security features. Whether you are looking to handle large-scale data, optimize real-time analytics, or integrate with existing infrastructure, selecting the right tool can help your business streamline operations and enhance data-driven insights.<\/p>\n\n\n\n<p>In this blog post, we will explore the top 10 event streaming platforms in 2026, evaluating their features, pros, cons, and pricing to help you make an informed decision.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Top 10 Event Streaming Platforms Tools in 2026<\/strong><\/h3>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. Apache Kafka<\/strong><\/h3>\n\n\n\n<p><strong>Logo\/Brand:<\/strong><br>Apache Kafka<\/p>\n\n\n\n<p><strong>Short Description:<\/strong><br>Apache Kafka is an open-source distributed event streaming platform that is widely used for building real-time data pipelines and streaming applications. It is known for its scalability, high throughput, and durability, making it a popular choice for large-scale enterprise applications.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High throughput for publishing and subscribing to streams of records<\/li>\n\n\n\n<li>Fault tolerance and horizontal scalability<\/li>\n\n\n\n<li>Built-in support for stream processing<\/li>\n\n\n\n<li>Strong community and ecosystem<\/li>\n\n\n\n<li>Real-time data pipeline management<\/li>\n\n\n\n<li>Support for integrating with various stream processing frameworks<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Robust, scalable, and fault-tolerant<\/li>\n\n\n\n<li>Large, active community providing extensive support<\/li>\n\n\n\n<li>Flexible integration with a wide range of tools<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Steep learning curve for beginners<\/li>\n\n\n\n<li>Complex setup and configuration for small-scale projects<\/li>\n\n\n\n<li>Requires considerable resources for maintenance<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. Confluent Cloud<\/strong><\/h3>\n\n\n\n<p><strong>Logo\/Brand:<\/strong><br>Confluent<\/p>\n\n\n\n<p><strong>Short Description:<\/strong><br>Confluent Cloud is a fully managed service based on Apache Kafka, offering easy integration and a high level of reliability for stream processing. It is ideal for businesses looking for a scalable event streaming solution without the operational overhead of managing Apache Kafka.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Fully managed Kafka service in the cloud<\/li>\n\n\n\n<li>Real-time data processing and analytics<\/li>\n\n\n\n<li>High availability and disaster recovery support<\/li>\n\n\n\n<li>Easy integration with other data systems<\/li>\n\n\n\n<li>Multi-cloud support for diverse environments<\/li>\n\n\n\n<li>Rich monitoring and alerting features<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Low operational overhead with fully managed service<\/li>\n\n\n\n<li>Seamless integration with other cloud services<\/li>\n\n\n\n<li>Scalable with minimal configuration<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Can become costly for large-scale deployments<\/li>\n\n\n\n<li>Limited flexibility compared to self-hosted Kafka setups<\/li>\n\n\n\n<li>Pricing is complex and might not be cost-effective for small businesses<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. AWS Kinesis<\/strong><\/h3>\n\n\n\n<p><strong>Logo\/Brand:<\/strong><br>Amazon Web Services<\/p>\n\n\n\n<p><strong>Short Description:<\/strong><br>AWS Kinesis is a cloud-based event streaming platform that makes it easy to collect, process, and analyze real-time data. It\u2019s designed to integrate seamlessly with AWS services and offers powerful scalability and high throughput.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Real-time data ingestion and processing<\/li>\n\n\n\n<li>Seamless integration with AWS ecosystem (e.g., Lambda, S3)<\/li>\n\n\n\n<li>Real-time analytics and machine learning capabilities<\/li>\n\n\n\n<li>Auto-scaling to handle large data volumes<\/li>\n\n\n\n<li>Security features including encryption and access control<\/li>\n\n\n\n<li>Managed service with high availability<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tight integration with AWS ecosystem<\/li>\n\n\n\n<li>Easy to scale and handle high volumes of data<\/li>\n\n\n\n<li>Managed service reduces operational overhead<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tied to AWS, limiting multi-cloud flexibility<\/li>\n\n\n\n<li>Complex pricing model based on data volume<\/li>\n\n\n\n<li>Performance can be limited in some high-demand scenarios<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. Google Cloud Pub\/Sub<\/strong><\/h3>\n\n\n\n<p><strong>Logo\/Brand:<\/strong><br>Google Cloud<\/p>\n\n\n\n<p><strong>Short Description:<\/strong><br>Google Cloud Pub\/Sub is a fully managed messaging service for event-driven architectures that allows users to send and receive messages between independent applications. It is ideal for real-time analytics and is fully integrated into the Google Cloud ecosystem.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Scalable and globally distributed messaging system<\/li>\n\n\n\n<li>Real-time message delivery with low latency<\/li>\n\n\n\n<li>Fully integrated with Google Cloud services<\/li>\n\n\n\n<li>Supports both push and pull message delivery<\/li>\n\n\n\n<li>High availability and durability<\/li>\n\n\n\n<li>Simplified event streaming setup<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Fully managed, reducing operational complexity<\/li>\n\n\n\n<li>Strong integration with Google Cloud services<\/li>\n\n\n\n<li>Scalable and resilient architecture<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Primarily optimized for Google Cloud, limiting flexibility in multi-cloud environments<\/li>\n\n\n\n<li>Complex pricing structure based on usage<\/li>\n\n\n\n<li>Limited customization options compared to open-source solutions<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. Redpanda<\/strong><\/h3>\n\n\n\n<p><strong>Logo\/Brand:<\/strong><br>Redpanda<\/p>\n\n\n\n<p><strong>Short Description:<\/strong><br>Redpanda is a high-performance event streaming platform designed to be compatible with Kafka APIs but faster and simpler to deploy. It\u2019s built for real-time workloads and is ideal for developers seeking a simplified Kafka alternative.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kafka API compatibility<\/li>\n\n\n\n<li>Extremely low latency and high throughput<\/li>\n\n\n\n<li>Designed for cloud-native environments<\/li>\n\n\n\n<li>Built-in data replication and fault tolerance<\/li>\n\n\n\n<li>Simplified setup and management<\/li>\n\n\n\n<li>Supports various stream processing frameworks<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High performance with lower latency than Kafka<\/li>\n\n\n\n<li>Easy to deploy and manage<\/li>\n\n\n\n<li>Kafka API compatibility for easy migration<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Newer platform, with a smaller user base and community<\/li>\n\n\n\n<li>Limited integration with non-Kafka tools<\/li>\n\n\n\n<li>Still evolving in terms of features and ecosystem<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6. Azure Event Hubs<\/strong><\/h3>\n\n\n\n<p><strong>Logo\/Brand:<\/strong><br>Microsoft Azure<\/p>\n\n\n\n<p><strong>Short Description:<\/strong><br>Azure Event Hubs is a fully managed, real-time data streaming platform designed for large-scale event ingestion. It integrates seamlessly with the Azure ecosystem, providing an easy-to-use solution for event-driven applications.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High throughput data ingestion<\/li>\n\n\n\n<li>Integration with Azure services like Stream Analytics and Azure Functions<\/li>\n\n\n\n<li>Real-time event processing<\/li>\n\n\n\n<li>Multi-partitioned architecture for horizontal scaling<\/li>\n\n\n\n<li>Robust security features (encryption and access controls)<\/li>\n\n\n\n<li>Stream data to multiple platforms simultaneously<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Fully managed with integration into the Azure ecosystem<\/li>\n\n\n\n<li>Supports large-scale data streaming with minimal setup<\/li>\n\n\n\n<li>Highly scalable with low latency<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Mainly tied to the Azure ecosystem<\/li>\n\n\n\n<li>Limited customization compared to other open-source solutions<\/li>\n\n\n\n<li>Complex pricing structure<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>7. Apache Pulsar<\/strong><\/h3>\n\n\n\n<p><strong>Logo\/Brand:<\/strong><br>Apache<\/p>\n\n\n\n<p><strong>Short Description:<\/strong><br>Apache Pulsar is an open-source event streaming platform designed to handle large-scale real-time data feeds. Known for its scalability and multi-tenancy capabilities, Pulsar is suitable for a wide range of use cases, from messaging to event processing.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High-throughput, low-latency messaging<\/li>\n\n\n\n<li>Multi-tenant architecture<\/li>\n\n\n\n<li>Support for both stream and batch processing<\/li>\n\n\n\n<li>Integrated with various data processing frameworks (e.g., Apache Flink)<\/li>\n\n\n\n<li>Built-in geo-replication and fault tolerance<\/li>\n\n\n\n<li>Flexible API for easy integration<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Open-source and highly customizable<\/li>\n\n\n\n<li>Scalable for large enterprise use cases<\/li>\n\n\n\n<li>Strong community and support<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Steep learning curve for new users<\/li>\n\n\n\n<li>Less widely adopted than Kafka<\/li>\n\n\n\n<li>Requires dedicated resources for setup and maintenance<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>8. Apache Flink<\/strong><\/h3>\n\n\n\n<p><strong>Logo\/Brand:<\/strong><br>Apache Flink<\/p>\n\n\n\n<p><strong>Short Description:<\/strong><br>Apache Flink is a powerful open-source framework for stream processing, capable of handling high-throughput event streaming workloads. It integrates well with other Apache tools like Kafka and Pulsar, making it a popular choice for real-time analytics.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Stream and batch data processing capabilities<\/li>\n\n\n\n<li>Low latency and high-throughput processing<\/li>\n\n\n\n<li>Stateful stream processing with fault tolerance<\/li>\n\n\n\n<li>Integration with Kafka and Pulsar<\/li>\n\n\n\n<li>Supports event time processing and windowing<\/li>\n\n\n\n<li>Strong support for machine learning and AI workflows<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Advanced capabilities for stream processing<\/li>\n\n\n\n<li>Supports large-scale, complex data processing pipelines<\/li>\n\n\n\n<li>Open-source with strong community support<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Requires technical expertise to set up and optimize<\/li>\n\n\n\n<li>Not as user-friendly as fully managed solutions<\/li>\n\n\n\n<li>Can be resource-intensive for small-scale applications<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>9. IBM Event Streams<\/strong><\/h3>\n\n\n\n<p><strong>Logo\/Brand:<\/strong><br>IBM<\/p>\n\n\n\n<p><strong>Short Description:<\/strong><br>IBM Event Streams is a fully managed, cloud-native event streaming platform built on Apache Kafka. It helps enterprises manage large-scale event-driven applications and provides strong integration with IBM\u2019s broader cloud ecosystem.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kafka-based, high-throughput streaming<\/li>\n\n\n\n<li>Real-time data ingestion and processing<\/li>\n\n\n\n<li>Fully managed with auto-scaling features<\/li>\n\n\n\n<li>Strong integration with IBM Cloud and AI services<\/li>\n\n\n\n<li>Built-in security and data compliance features<\/li>\n\n\n\n<li>Multi-region data replication<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High performance and scalability<\/li>\n\n\n\n<li>Easy to integrate with IBM\u2019s cloud ecosystem<\/li>\n\n\n\n<li>Managed service reduces operational overhead<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Can be expensive compared to open-source alternatives<\/li>\n\n\n\n<li>Limited customization options outside IBM\u2019s ecosystem<\/li>\n\n\n\n<li>Requires expertise to optimize for complex use cases<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>10. NATS<\/strong><\/h3>\n\n\n\n<p><strong>Logo\/Brand:<\/strong><br>NATS<\/p>\n\n\n\n<p><strong>Short Description:<\/strong><br>NATS is a high-performance open-source event streaming platform designed for microservices and IoT applications. It offers low-latency messaging and is ideal for applications that require fast, reliable data transfer.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Low-latency, high-throughput messaging<\/li>\n\n\n\n<li>Cloud-native architecture for microservices and containers<\/li>\n\n\n\n<li>Horizontal scalability with minimal overhead<\/li>\n\n\n\n<li>Support for both streaming and request-response messaging patterns<\/li>\n\n\n\n<li>Strong security features (TLS encryption, token-based authentication)<\/li>\n\n\n\n<li>Simple APIs for easy integration<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Very lightweight and fast for microservices<\/li>\n\n\n\n<li>Easy to set up and manage<\/li>\n\n\n\n<li>Open-source with flexible pricing options<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Limited functionality compared to larger platforms like Kafka<\/li>\n\n\n\n<li>Requires additional tools for stream processing and data storage<\/li>\n\n\n\n<li>Smaller community compared to Kafka or Pulsar<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Comparison Table:<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Tool Name<\/th><th>Best For<\/th><th>Platform(s) Supported<\/th><th>Standout Feature<\/th><th>Pricing<\/th><th>G2 Rating<\/th><\/tr><\/thead><tbody><tr><td><strong>Apache Kafka<\/strong><\/td><td><\/td><td><\/td><td><\/td><td><\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>| Large Enterprises | Cloud, On-Premise | High throughput, fault tolerance | Free | 4.5\/5 |<br>| <strong>Confluent Cloud<\/strong> | Enterprises, Developers | Cloud | Fully managed Kafka service | Starts at $X\/month | 4.4\/5 |<br>| <strong>AWS Kinesis<\/strong> | AWS Users | Cloud | Real-time analytics, AWS integration | Starts at $X\/month | 4.3\/5 |<br>| <strong>Google Cloud Pub\/Sub<\/strong> | Google Cloud Users | Cloud | Real-time message delivery | Starts at $X\/month | 4.2\/5 |<br>| <strong>Redpanda<\/strong> | Kafka Users | Cloud, On-Premise | Kafka API compatibility | Starts at $X\/month | 4.0\/5 |<br>| <strong>Azure Event Hubs<\/strong> | Microsoft Azure Users | Cloud | Integration with Azure services | Starts at $X\/month | 4.3\/5 |<br>| <strong>Apache Pulsar<\/strong> | Advanced Users | Cloud, On-Premise | Multi-tenant architecture | Free | 4.1\/5 |<br>| <strong>IBM Event Streams<\/strong> | IBM Cloud Users | Cloud, On-Premise | Seamless integration with IBM ecosystem | Custom | 4.5\/5 |<br>| <strong>NATS<\/strong> | Microservices | Cloud, On-Premise | Fast, low-latency messaging | Free | 4.2\/5 |<br>| <strong>IBM Streams<\/strong> | Data Scientists | Cloud | Advanced data stream processing | Custom | 4.4\/5 |<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Which Event Streaming Tool is Right for You?<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>For small to mid-size businesses<\/strong> that need simple, scalable event streaming: <strong>NATS<\/strong> or <strong>Redpanda<\/strong>.<\/li>\n\n\n\n<li><strong>For enterprises<\/strong> seeking full-featured, high-throughput solutions with low operational overhead: <strong>Apache Kafka<\/strong> or <strong>Confluent Cloud<\/strong>.<\/li>\n\n\n\n<li><strong>For companies heavily integrated with AWS or Google Cloud<\/strong>: <strong>AWS Kinesis<\/strong> or <strong>Google Cloud Pub\/Sub<\/strong>.<\/li>\n\n\n\n<li><strong>For complex stream processing pipelines<\/strong>: <strong>Apache Pulsar<\/strong> or <strong>IBM Event Streams<\/strong>.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Introduction: Event streaming platforms are essential for modern businesses that need to process and analyze real-time data streams. These platforms allow companies to collect, store, and analyze data from various&#8230; <\/p>\n","protected":false},"author":18,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[2],"tags":[9694,9442,9592,9692,9250,5125,9693,9095],"class_list":["post-50946","post","type-post","status-publish","format-standard","hentry","category-uncategorised","tag-apachekafka","tag-dataintegration","tag-dataprocessing","tag-eventstreaming","tag-googlecloud","tag-microservices","tag-realtimedata","tag-techsolutions"],"_links":{"self":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/50946","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/users\/18"}],"replies":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=50946"}],"version-history":[{"count":2,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/50946\/revisions"}],"predecessor-version":[{"id":59262,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/50946\/revisions\/59262"}],"wp:attachment":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=50946"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=50946"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=50946"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}