Published February 2023 The Apache Pulsar Learning Hub offers free educational resources. It includes fundamentals of Pulsar, installation tutorial videos, and sample code. Go to the Pulsar Learning Hub The Pulsar Learning Hub is composed of three parts. Part I is an introduction to the structure of Pulsar. This series of videos will give you … Continue reading Free Apache Pulsar Learning and Installation Resources
Published January 2023 An OpenSearch Index is used to both organize and distribute data within a cluster. In this post we define both components of an Index and outline how to create, add to, delete, and reindex Indices in OpenSearch. We will also touch on querying, but querying OpenSearch is covered in more depth in … Continue reading How to Index OpenSearch
Published December 2022 Apache Kafka is not a traditional message queue. Kafka is a distributed messaging system that includes components of both a message queue and a publish-subscribe model. Kafka improves on the deficit of each of those traditional approaches allowing it to provide fault tolerant, high throughput stream processing. Traditional shared message queues are … Continue reading Is Kafka a message queue?
Updated January 2023 Anyone in charge of ensuring their company’s data pipeline has the following five priorities in mind: reliability, security, speed, cost, and ownership. In this article we discuss how enterprise managed OpenSearch provides peace of mind, especially having someone to call when a cluster fails in the middle of the night. And we … Continue reading Enterprise Managed OpenSearch
Published November 2022 Apache Pulsar has two layers, a serving layer and a storage layer. The Pulsar brokers carry out the data serving. The BookKeeper bookies provide the storage. In this article we will describe how Pulsar’s two-layer system works and review its benefits and drawbacks. Serving Layer: Role of Pulsar Brokers Data is sent … Continue reading What is Apache Pulsar’s Two-Layer System?
Published November 2022 Here we provide three simple ways to check which version of Elasticsearch is installed and running on your machine. The first uses the Kibana dev console, and the second two approaches use the command line. Let’s dive in. Check Elasticsearch Version Running Using Kibana Dev Console Perhaps the most convenient way to … Continue reading How to Check Elasticsearch Version
Updated January 2023 OpenSearch boolean queries find or match documents using boolean clauses. In this article we describe how to construct a boolean query, or bool query. We will also work through several example OpenSearch bool queries. OpenSearch Boolean Clauses The four boolean clauses used for bool queries are filter, must, must_not, and should. filter … Continue reading How to Query OpenSearch With Boolean Queries
Published October 2022 Here are two quick steps to check which version of Apache Kafka is running. Step 1: Change directories to the Kafka home directory. Step 2: Use command-line utilities to enter the following command: It will return the version running. Here the Kafka version running is 3.3.1.
Published October 2022 Apache Pulsar functions process simple tasks. Pulsar functions do not completely remove the need for separate technologies such as Apache Heron, Apache Storm, or Apache Flink, for complicated processing. However, often processing logic or computation is simple enough for it to be handled natively using Pulsar functions. Handling the computations natively within … Continue reading What are Apache Pulsar Functions
Published October 2022 In this article we provide succinct answers to common Apache Kafka consumer questions. You will learn the basics of how Kafka consumer groups work, how many consumers you can have per topic, and other important Kafka consumer facts. Answers to commonly asked questions about Kafka consumers Can a Kafka consumer read from multiple … Continue reading Kafka Consumer Basics
Published September 2022 Optimizing OpenSearch for shard size is an important component for achieving maximum performance from your cluster. OpenSearch shards enable parallelization of data processing across both a single node and multiple OpenSearch nodes. OpenSearch automatically manages the allocation of shards within the nodes. However, choosing the number of shards needed is up to … Continue reading OpenSearch Shard Optimization
Published September 2022 In this post we round up the most searched for OpenSearch terms and definitions. OpenSearch Node An OpenSearch node is a single OpenSearch process, and the minimum number of nodes for a highly available OpenSearch cluster is three. OpenSearch Cluster An OpenSearch cluster is one or more OpenSearch nodes with the same … Continue reading OpenSearch Terms and Definitions
Published September 2022 There are common questions that new clients have about Apache Pulsar support services. Below is a list of a few of the most common questions inquiring new clients have when they reach out. Part A: Technical Questions We are encountering Pulsar scaling issues. Can you help? We routinely scale and optimize Pulsar for … Continue reading Apache Pulsar Support FAQ
Published August 2022 OpenSearch includes a plugin for vector search. In this post, we introduce vector search and compare the different methods available. We will also point you in the right direction for example code. For personalized help, contact us to learn more about our OpenSearch support services. What is vector search? Here’s the … Continue reading Vector Search for OpenSearch
Updated January 2023 Pulsar and Kafka achieve the same result. They both guarantee messages reach their intended destination(s). Yet, there are important differences between the two message queues. These differences can make one of the technologies a better fit, depending on your use case. In this post we cover 8 ways in which Apache Kafka … Continue reading Kafka vs Pulsar
Published August 2022 Nearly all of our clients and a majority of companies are using the cloud for at least a portion of their infrastructure. It’s important for companies to plan for cloud outages to minimize the damage caused by them. In this post we will cover how to minimize damage and recover quickly after … Continue reading Preparing for a Cloud Outage
Updated January 2023 With OpenSearch originating as a fork from Elasticsearch, the two databases can appear to be near-identical to the unacquainted. However, they are unique, becoming more so with each new update. Here we will discuss how the two search engines compare when it comes to security, licensing, core features, documentation, community support, dashboards, … Continue reading OpenSearch vs. Elasticsearch
Published July 2022 Our team of engineers has been architecting, optimizing, and managing Elasticsearch for over 6 years. We’ve found that there are common questions that new clients have about Elasticsearch support services. Below is a list of a few of the most common questions inquiring new clients have when they reach out. Let us … Continue reading Elasticsearch Support Services FAQ
Published July 2022 It can be difficult to choose a managed Kafka service provider because they can all somehow appear so different and yet also so similar. Here we break down the 8 biggest factors to consider when comparing providers. 8 Considerations for Choosing a Managed Apache Kafka Provider #1 Preventative maintenance Preventative maintenance guided … Continue reading How to Choose a Managed Kafka Service Provider
Published July 2022 There are plenty of posts and documentation on the nitty gritty approaches for migrating to OpenSearch (i.e. rolling updates, snapshots, etc.). Start with the OpenSearch documentation for that. Here we are covering something much larger and more important: The plans and support that need to be in place to facilitate a successful … Continue reading Planning a Successful Migration to OpenSearch
Published July 2022 With companies revisiting their budgets to brace for a possible recession, now is the time to review your data storage costs and find places to reduce those fees without sacrificing performance. In this article we consolidate our top tips for saving money on data storage costs. From the top we want to … Continue reading How to Save Money on Data Storage Costs
Published June 2022 Apache Kafka is a highly reliable tool when configured correctly for your use case. It should be the piece of your data architecture that you can be sure will remain online. Here we put together eight important best practices to help shore up your Kafka implementation. 8 Tips to Prevent Kafka Downtime … Continue reading How to Prevent a Kafka Outage
Published June 27, 2022 Data engineering is the field dedicated to building data infrastructure to ingest, process, and store large amounts of data. This is a quickly growing field, with both the number of jobs in data engineering and the number of tools on the market steadily increasing. Despite the popularity of data engineering as … Continue reading Data Engineering Study
Published June 2022 Virtual CIOs provide the leadership and expertise to build, grow, and maintain reliable data architecture. They are often hired by midsized companies that are looking for a trusted authority to drive data architecture and the supporting team. Virtual CIOs are also referred to as vCIOs, fractional CIOs, part-time CIOs, and CIOs for … Continue reading What is a Virtual CIO?
Updated May 2022 OpenSearch is an open source search and analytics software. It’s a community led project with Amazon Web Services (AWS) leading the development. It was first created as a fork from Elasticsearch 7.10.2 and Kibana 7.10.2 in 2021. The OpenSearch search engine is simply referred to as OpenSearch, and the dashboard tool is … Continue reading What is OpenSearch?
Updated May 2022 If you found this post it’s likely because you got the Kafka member_id error. Let’s first cover why the error popped up and then go through two ways to resolve the error. Reason for the Kafka Member ID Error When a new consumer joins a group it enters with the member.id set … Continue reading How to fix the MEMBER_ID Error in Kafka
Updated January 2023 Companies are coming to us specifically for assistance with deploying and managing Apache Kafka on Kubernetes. With many teams already familiar with Kubernetes, it can sometimes be the best choice to spin up Kafka servers on Kubernetes alongside their other applications. Kafka on Kubernetes presents some challenges though. In this post we … Continue reading Kafka on Kubernetes
Updated July 2022 Elasticsearch is a distributed search and analytics engine. It is built on top of Apache Lucene. Elasticsearch was first released in 2010 by the company now known as Elastic. It was originally completely open source, but recent license changes have limited its usage. More on that below. Elasticsearch is part of a … Continue reading Elasticsearch Basics: What it is, Licensing, Languages, and Getting Help
Updated February 2023 Two of our team members had a vision to make Apache Pulsar accessible to everyone through a free online course. Our team members who are experienced with building highly available Apache Pulsar messaging platforms put together this video series that leads learners through installing, configuring, and running Pulsar. Visit the Pulsar Course … Continue reading Apache Pulsar Tutorial & Online Course
Updated January 2023 Boolean queries in Elasticsearch are a popular query type because of their versatility and ease of use. Boolean queries, or bool queries, find or match documents by using boolean clauses. For the vast majority of cases, the filtering clause will be used because it can be cached for faster search times. In … Continue reading How to Query Elasticsearch With Boolean Queries
Updated June 2022 One of the attractions of hosted Apache Pulsar is the peace of mind that a third party is responsible for ensuring uptime. However, that conclusion doesn’t consider what a company loses by using a third party hosted service. Fully managed Pulsar services, hosted directly on your internal environment (cloud or on-prem), still … Continue reading Hosted Apache Pulsar: Why managed Pulsar on your environment is a better choice
Updated March 2022 Kafka Connect is a free tool for efficiently moving data into and out of Apache Kafka. Kafka Connect simplifies streaming data while also improving scalability and reliability. Features of Kafka Connect Standardizes integrations with Kafka. Kafka Connect provides a shared framework for all Kafka connectors, which improves efficiency for connector development and … Continue reading What is Kafka Connect?
Updated January 2023 As discussed in a previous article, “What is Apache Pulsar?”, Pulsar is a two-layer system with Pulsar brokers acting as the serving layer and Apache BookKeeper bookies providing the persistent storage layer. In this post we will review BookKeeper’s role, important terminology, and an introduction to configuring Ledgers. Apache BookKeeper Basics BookKeeper … Continue reading BookKeeper for Pulsar
Updated July 2022 Apache Pulsar is a publish-subscribe distributed messaging system. When consumers subscribe to topics in Pulsar, there are four different types to choose from: Exclusive, Failover, Shared, and Key_Shared. In this article we will review the different subscription types and what factors to consider when choosing between them. If you are interested in … Continue reading Subscription Types in Apache Pulsar
Updated July 2022 Apache Pulsar is an open source, publish-subscribe messaging system. It’s unique because of its two-layer system where the serving and storage layers are separated. Pulsar runs with two supporting technologies, Apache BookKeeper and Apache ZooKeeper. The three technologies together provide a high throughput, low latency distributed messaging system. Pulsar Broker – Serving … Continue reading What is Apache Pulsar?
Updated July 2022 Kibana Query Syntax When querying Elasticsearch in Kibana you can either use the traditional Lucene query syntax or the newer Kibana Query Language (KQL). If you are using Kibana 7.0 or later, Kibana Query Language is included as a default. In this article we provide the basics for both approaches and provide … Continue reading How to Query Elasticsearch in Kibana
Updated December 2022 Both Apache Solr and Elasticsearch are popular open source* search engines built on top of Lucene. This article is intended to help readers learn more about the technologies in relation to one another to guide technology decisions. * Check out this article for information about recent Elasticsearch licensing changes. Elasticsearch is no … Continue reading Solr vs Elasticsearch
Updated January 2023 An Index in Elasticsearch is used to both organize and distribute data within a cluster. In this post we will define both components of an Index and then outline how to create, add to, delete, and reindex Indicies in Elasticsearch. We will also touch on querying, but Elasticsearch querying is covered in … Continue reading How to Index Elasticsearch
Updated July 2022 Apache Kafka is a distributed messaging system that implements pieces of the two traditional messaging models, Shared Message Queues and Publish-Subscribe. Both Shared Message Queues and Publish-Subscribe models present limitations for handling high throughput use cases. Apache Kafka provides fault tolerant, high throughput stream processing that can handle even the most complicated … Continue reading Kafka Uses Consumer Groups for Scaling Event Streaming
Updated February 2022 Apache Kafka‘s high throughput and high availability make its applications vast. Here we dive into eight Kafka case studies. These accounts are taken from work our Kafka solutions architects / Kafka consultants have done in the field with our clients. Medical Manufacturing Company automating the drug manufacturing process with multiple machines needs … Continue reading Kafka Case Studies
Updated July 2022 In this post we will compare Apache Kafka and the Confluent Kafka Platform, describing what they have in common and what sets them apart. What is Confluent Kafka and Apache Kafka? Apache Kafka is an open source message broker that provides high throughput, high availability, and low latency. Apache Kafka can be … Continue reading Comparing Confluent Kafka and Apache Kafka
Updated September 2022 Taking a break from Elasticsearch optimization posts to get back to the basics to define fundamental Elasticsearch concepts. Elasticsearch Terms and Definitions Elasticsearch Node. An Elasticsearch node is a single Elasticsearch process, and the minimum number of nodes for a highly available Elasticsearch cluster is three. Continue reading about Elasticsearch Nodes. Elasticsearch … Continue reading Elasticsearch Definitions
Updated July 2022 Taking a break from Kafka optimization posts to get back to the basics of Apache Kafka and define fundamental Kafka concepts. Kafka Definitions: A Primer for Apache Kafka Fundamentals Kafka Producer. A Kafka producer is a standalone application, or addition to your application, that sends data to Kafka broker(s). Kafka Broker. A … Continue reading Kafka Definitions
Updated December 2021 Kafka Consumer’s Role. The role of the Kafka consumer is to read data from Kafka. Kafka consumer optimization can help avoid errors and increase performance of your application. While the focus of this blog post is on the consumer, we will also review several broker configurations which affect the performance of consumers. Top … Continue reading Kafka Consumer Optimization
Updated January 2022 Apache Kafka is hugely popular because of its features that guarantee uptime, make it easy to scale, enable Kafka to handle high volumes, and much more. In this article we will discuss the Top 10 Apache Kafka features to help you evaluate if Kafka is the right technology for your company’s business … Continue reading Top 10 Apache Kafka Features That Drive Its Popularity
Updated April 2022 Kafka topics are the categories used to organize messages. Each topic has a name that is unique across the entire Kafka cluster. Messages are sent to and read from specific topics. In other words, producers write data to topics, and consumers read data from topics. Kafka topics are multi-subscriber. This means that … Continue reading What is a Kafka Topic?
In this post we challenge the misconception that managed Kafka services need to be hosted on third party platforms.
Updated September 2022 Kafka’s primary role in many data architecture designs is ensuring that no data is lost. Databases can fail. Servers can fail. Applications can fail. But a well designed Kafka deployment should provide 24/7, reliable, fault-tolerant message collection and processing. One way to ensure an expertly designed and managed Kafka deployment is to … Continue reading Uptime Guarantees for Managed Kafka as a Service
Updated December 2021 A critical component to ensuring Kafka uptime and maintaining peak performance is through monitoring. Open source monitoring of disk performance, memory usage, CPU, network traffic, and load allow you to identify abnormal metrics in real-time and address potential issues before a performance dip or outage occurs. In other words, monitoring Apache Kafka … Continue reading Open Source Monitoring for Kafka
Updated April 2021 There are a handful of providers offering Kafka as a Service. If you are in the market for managed Kafka you might be wondering what factors to consider when choosing a provider. In this post, we break down the five most important considerations. #1 Is the service fully managed? If the service … Continue reading 5 Factors to Consider When Choosing a Kafka as a Service Provider