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11AprApril 11, 2024

Transferring real-time data stream processed by Apache Flink to Kafka to Druid for analysis

Businesses can react quickly and effectively to user behavior patterns by using real-time analytics. This allows them to take advantage of opportunities that might otherwise pass them by and prevent problems from getting worse. Apache Kafka, a popular event streaming platform, can be used for real-time ingestion of data/events generated from various sources across multiple verticals such as IoT, financial transactions, inventory, etc. This data can then be streamed into multiple downstream applications or engines for further processing and eventual...

By Gautam GoswamiApache Druid, Apache Kafka, Big Data, Data Ingestion, Data Scienceapache druid, Apache Flink, Apache Kafka, Kafka and Druid, kafka flink and druid, multi-broker kafka cluster, real time analytics with apache druid, real time stream processing with apache flink, real time streaming with kafka, Real-time data analytics, real-time data analytics. with Apache Flink, sending streaming data from flink to kafka0 Comments

13FebFebruary 13, 2024

Why Apache Kafka and Apache Flink work incredibly well together to boost real-time data analytics

When data is analyzed and processed in real-time, it can yield insights and actionable information either instantly or with very little delay from the time the data is collected. The capacity to collect, handle, and retain user-generated data in real-time is crucial for many applications in today’s data-driven environment. There are various ways to emphasize the significance of real-time data analytics like timely decision-making, IoT and sensor data processing, enhanced customer experience, proactive problem resolution, fraud detection and security,...

By Gautam GoswamiApache Kafka, Data Engineering, Processing EngineApache Flink, Apache Kafka, Big Data, real time analytics, real-time data streamingComments Off

18AugAugust 18, 2022

Why Kappa Architecture for processing of streaming data. Have competence to superseding Lambda Architecture?

Data is quickly becoming the new currency of the digital economy, but it is useless if it can’t be processed. The processing of data is essential for subsequent decision-making or executable actions either by the human brain or various devices/applications etc. There are two primary ways of processing data namely batch processing and stream processing. Typically batch processing has been adopted for very large data sets and projects where there is a necessity for deeper data analysis, on the...

By Gautam GoswamiArchitecture, Data Engineering, Data IngestionAmazon Kinesis, Apache Flink, Apache Hadoop, Apache Kafka, Apache Samza, Apache Storm, batch processing layer, Big Data, Data Lake, data warehouse, event based Kappa architecture, event streaming platform, Hadoop Data Lake, HDFS, Kafka, Kafka Architecture Development Kafka Architecture Development, Kappa Architecture, Kappa Architecture for streaming data, Lambda Architecture, Map-Reduce framework, messaging engine, multiple stream processors, stream processing application, streaming computation system, streaming data analyticsComments Off

30NovNovember 30, 2017

Basic Understanding Of Stateful Data Streaming Supported By Apache Flink

Technologies related to Big Data processing platform are enhancing the maturity in order to efficiently execute the streaming data which is becoming a major focus point to take business decision instantly specially in telecom and retail sector. Collecting data continuously from the various sensors installed/fitted with an industrial heavy equipment, click stream on an e-commerce application’s navigation etc can be considered as streaming data generation sources. By leveraging streaming application, we can process/analyze these continues flow of data without...

By Kislay KomalData Engineering, Processing EngineApache Flink, Big Data processing platform, checkpoint, concurrent updates, Data Streaming, Flink, HDFS, KeyBy, maintain parallelism, protecting streaming application from failure, savepoint., Stateful Data Streaming, Stateful Data Streaming Supported By Apache Flink, stateful operation, Stateless computation, Statelful computation, streaming application, Understanding Of Stateful Data Streaming Supported By Apache FlinkComments Off

25SepSeptember 25, 2017

Apache Flink – A 4G Data Processing Engine

Analyzing streaming data in large-scale systems is becoming a focal point day by day to take accurate business decisions due to mushrooming of digital data generation sources around the globe including social media. Real-Time analytics are becoming more attractive due to possibilities of getting insights from the time-value of data (in other words, when data is in motion). Apache Flink, an open source highly innovative stream processor engine has been grounded which helps to take advantage of stream-based approaches. Besides...

By Gautam GoswamiData Engineering, Processing Engine4G Data, 4G Data Processing, 4G Data Processing Engine, Amazon EC2, analyze historical data, Apache, Apache Flink, Big Data, core computational belt, data pipeline, Data Processing Engine, Data stream source, dataArtisans, DataSet API, DataStream API, Delta Iterate, DGI, Directed Acyclic Graph, disk spilling, fault-tolerant, flatMap, Flink, Flink Runtime, Garbage Collector, Google cloud, GroupReduc, Hadoop, hashing and sorting, Iterate, Java Virtual Machine, JVM, JVM memory management system, map, memory management system, micro-batching, multi-node clusters, processor engine, real-time analytics, Savepoints, single JVM, Single node clusters, storage mechanism, stream processor, stream processor engine, Twitter streaming, Yahoo, YARN, Yet Another Resource NegotiatorComments Off

Tag - Apache Flink

Transferring real-time data stream processed by Apache Flink to Kafka to Druid for analysis

Why Apache Kafka and Apache Flink work incredibly well together to boost real-time data analytics

Why Kappa Architecture for processing of streaming data. Have competence to superseding Lambda Architecture?

Basic Understanding Of Stateful Data Streaming Supported By Apache Flink

Apache Flink – A 4G Data Processing Engine

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