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The Latest DevOps and CI/CD Topics

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Performance Tuning in Microservices
This article lists the 14 performance recommendations for developers of microservices to help when transforming from traditional Monolithic Architecture.
June 14, 2021
by Abhinav Pratap Singh
· 24,192 Views · 12 Likes
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Understanding the Lag in Your Kafka Cluster
Kafka powers compelling consumer experiences in the companies. Consumer lag is a big challenge in Kafka. Understand and address consumer lag in Kafka.
Updated June 14, 2021
by Rohit Choudhary
· 17,085 Views · 4 Likes
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Introduction to Spring Data Elasticsearch 4.1
Getting started with the latest version of Spring Data Elasticsearch 4.1 using Elasticsearch 7 as a NoSQL database.
June 13, 2021
by Arnošt Havelka DZone Core CORE
· 23,168 Views · 9 Likes
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Confluent’s Kafka REST Proxy, The Silk Route for Data Movement to Operational Kafka Cluster
In this article, I am going to detailing out the steps to integrate the prebuilt versions of Confluent REST Proxy with running a multi-broker Apache Kafka cluster.
June 13, 2021
by Gautam Goswami DZone Core CORE
· 20,403 Views · 3 Likes
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Interaction With Autonomous Database via Docker Container
In this article, I will show you to access the Autonomous Database service, one of the database services offered on Oracle Cloud infrastructure, through a Docker image.
June 12, 2021
by Emrah Mete
· 12,935 Views · 3 Likes
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Introduction to Feature Flags in CD
In this post, we'll discuss the problems and risks of CD without feature flags, how flags make it easier to implement CD, and more.
June 10, 2021
by Nick Rendall
· 12,026 Views · 2 Likes
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Client-Side Perf Testing Using Lighthouse CI With Puppeteer
Take a look at client-side performance testing using Lighthouse CI with Puppeteer.
June 9, 2021
by Harsha Chandnani
· 15,644 Views · 3 Likes
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From Architecture to an AWS Serverless POC: Architect's Journey
Solution architecture for a financial services client onboarding user journey and patterns to design and develop a Python microservice deployed as an AWS serverless application.
June 9, 2021
by David Shilman
· 11,196 Views · 8 Likes
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User-Friendly API Publishing and Testing With Retrofit
A developer-friendly approach to exporting public APIs is packaging DTOs and endpoint interfaces in an API jar file and using the Retrofit framework to create type-safe clients for integration testing.
June 9, 2021
by Jasper Sprengers
· 8,041 Views · 2 Likes
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Using PGBouncer With CockroachDB
In this article, see to wire PGBouncer to work with CockroachDB.
June 8, 2021
by Artem Ervits DZone Core CORE
· 10,782 Views · 4 Likes
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Deploy an ASP.NET Core Application in the IBM Cloud Code Engine
Turn your ASP.NET application into a serverless engine.
June 6, 2021
by Deepak Rai
· 10,679 Views · 2 Likes
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How To Use Kubernetes in AI Projects
What are the benefits of using Kubernetes in AI projects? Take a look at real-world use cases where Kubernetes helped optimize AI project performance and costs.
June 6, 2021
by Anton Logvinenko
· 15,376 Views · 4 Likes
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Introduction to Git Flow
Git Flow is an abstract idea of a Git workflow. It is an ideal workflow for release-based software and to maintain multiple versions in production.
June 4, 2021
by Mansi Babbar
· 13,248 Views · 21 Likes
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Get Started With Java Serverless Functions
Quarkus allows you to develop serverless workloads with familiar Java technology.
June 4, 2021
by Daniel Oh DZone Core CORE
· 13,548 Views · 7 Likes
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Optimize the Execution Time of Spring Integration Tests
This article covers a multitude of areas on real project data, including time-consuming data, optimization, and integration. Read below for a full tutorial!
June 2, 2021
by shaoyang liu
· 9,798 Views · 2 Likes
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Deploying CockroachDB on Kubernetes using OpenEBS LocalPV
CockroachDB is a cloud-native SQL database that features both scalability and consistency. The database is designed to withstand data center failures by deploying multiple instances of symmetric nodes in a cluster consisting of several machines, disks, and data centers. Kubernetes’ built-in capabilities to scale and survive node failures make it well suited to orchestrate CockroachDB’s databases. This is particularly for the reason that Kubernetes simplifies cluster management and helps maintain high-availability by replicating data across independent nodes. This guide focuses on how OpenEBS LocalPV devices can be used to persist storage for Kubernetes-Hosted CockroachDB clusters. Introduction to Distributed, Scaled-out Databases Ever growing demands for resilience, performance, scalability and ease of use have led to an explosion of choices for developers and data scientists in search of an open source database to address their needs. Databases are often characterized as either SQL databases, noted for their consistency guarantees with PostgreSQL and MariaDB considered to be ACID compliant (Atomic, Consistent, Isolated, Durable), or NoSQL databases which have been noted for their scalability and flexibility however not considered to be either ACID compliant or completely compatible with SQL. More recently Distributed, Scaled-out Databases were introduced that promise to avoid the trade-offs between SQL and NoSQL databases, allowing for the scalability of NoSQL DBs along with the ACID (Atomic, Consistent, Isolated, Durable) transactions, strong consistency, and relational schemas of SQL DBs. CockroachDB is a distributed database that is built on top of RocksDB as its transactional and key-value store. Cockroach DB supports both ACID transactions and vertical & horizontal scalability. With extensive geographical distribution, CockroachDB can maintain availability with controlled latency in case of disk, machine or even a data center failure. How CockroachDB works: CockroachDB is deployed in clusters consisting of multiple nodes. Each node is divided into five layers: The SQL Layer converts client queries to key-value entities by first parsing them against a YACC file then converting them into an abstract syntax tree. With this tree, the database will generate a network of plan nodes containing a key-value code. When the plan nodes are executed, they initiate communication with the transaction layer. The Transaction Layer then uses two-phase commits to implement the semantics of ACID transactions. These commits are executed across all nodes in the cluster. The commit involves posting write extents and transaction records, then executing read operations. Once a commit has been made at the transaction layer, a request is made to the respective node’s Distribution Layer. This layer then identifies the destination node for the request and forwards the request to its replication layer. The Replication Layer’s primary responsibility is creating multiple copies of data across cluster nodes. It also uses a raft algorithm to ensure consensus between different nodes holding similar copies of data. The Storage Layer uses RocksDB to store data as key-value pairs. Although CockroachDB can run on Mac, Linux, and Windows OS, production instances of CockroachDB are typically run on Linux Virtual machines or containers. The database can be orchestrated either on cloud or on-premises setup. For running stateful applications, orchestration tools like Kubernetes are considered perfect. Orchestrating CockroachDB with Kubernetes Clusters: Before we begin To understand how CockroachDB is orchestrated on Kubernetes, here are some Kubernetes terminology applicable to storage and stateful applications: A StatefulSet is a collection of Kubernetes PODs viewed as a single stateful unit with its own network identity. A StatefulSet is a stable Kubernetes object that always binds to the same persistent storage when it restarts. A Persistent Volume is a block-storage-based file system that is bound to a POD. A volume’s lifecycle is not tied to the POD to which it is attached, and every CockroachDB node can attach to the same persistent volume every time it restarts. A Certificate Signing Request is a request by a client to have their TLS certificate signed by the Certificate Authority built into Kubernetes by default. Role-Based Access Control (RBAC) is the system used by Kubernetes to administer access permissions in the cluster. Roles allow users to access certain resources within the cluster. To use the most up-to-date files, Kubernetes version 1.15 or higher is required to run CockroachDB clusters. The database can be deployed on any Kubernetes distribution, including a Local cluster (such as Minikube), Amazon AWS, EKS, Google GKE and GCE, among others. For persistence and replication, CockroachDB relies on external persistent volumes such as OpenEBS LocalPV. Installing CockroachDB Operators on OpenEBS LocalPV Devices When using OpenEBS with CockroachDB, a LocalPV is provisioned on the node where a CockroachDB POD is attached. The volume uses an unattached block device, which is used to store data. OpenEBS Dynamic LocalPV provisioner can create Kubernetes Local Persistent Volumes using block devices available on the node to persist data, hereafter referred to as OpenEBS LocalPV Device volumes. When compared to native Kubernetes Local Persistent Volumes, OpenEBS LocalPV Device volumes have the following advantages. Dynamic Volume provisioner as opposed to a Static Provisioner. Better management of the block devices used for creating LocalPVs by OpenEBS NDM. NDM provides capabilities like discovering block device properties, setting up device filters, metrics collection and the ability to detect if the block devices have moved across nodes. Once a volume claims a block device, no other application can use the device for storage. If there are limited block devices in other nodes, nodeSelectors can be used to provision storage for applications on particular cluster nodes. The recommended configuration for CockroachDB clusters is at least three nodes with one unclaimed Local SSD per node. This solution guide takes you through installing CockroachDB Kubernetes operators, and then configuring the cluster to use Local OpenEBS devices as the storage engines. The guide also highlights how to access the database for SQL queries, and finally demonstrates how to monitor the database using Prometheus and Grafana. Let us know how you use CockroachDB in production and if you have an interesting use case to share. Also, please check out other OpenEBS deployment guides on common Kubernetes stateful workloads at: Deploying Kafka on Kubernetes Deploying Elasticsearch on Kubernetes Deploying WordPress on DigitalOcean Kubernetes Deploying Magento on Kubernetes Deploying Percona on Kubernetes Deploying Cassandra on Kubernetes Deploying MinIO on Kubernetes Deploying Prometheus on Kubernetes This article has already been published on https://blog.mayadata.io/deploying-cockroachdb-on-kubernetes-using-openebs-localpv and authorised by MayaData for a republish.
May 31, 2021
by Sudip Sengupta DZone Core CORE
· 13,903 Views · 3 Likes
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Kustomize: A Tool for Kubernetes Configuration Management
Kustomize is an easy-to-use tool for Kubernetes configuration management. It is integrated with Kubectl.
May 30, 2021
by Taruvai Subramaniam
· 10,085 Views · 2 Likes
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Top Microservices Frameworks
Choose right framework for microservices architecture.
May 29, 2021
by Ravi Kiran Mallidi DZone Core CORE
· 36,282 Views · 26 Likes
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Azure Databricks: 14 Best Practices For a Developer
From the choice of programming language to Git integration, this article covers 14 recommended best practices for developers working with Azure Databricks.
May 29, 2021
by Siddharth Mohanty
· 28,528 Views · 5 Likes
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NGINX and HTTPs With Let’s Encrypt, Certbot, and Cron Dockerization In Production
Automatically create and renew website SSL certificates using the Let's Encrypt and its client certbot. Nginx server dockerization and crontab configuration.
Updated May 29, 2021
by Kunkka Li
· 70,647 Views · 4 Likes
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