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The Apache Spark + Alluxio stack is getting quite popular particularly for the unification of data access across S3 and HDFS. In addition, compute and storage are increasingly being separated causing larger latencies for queries. Alluxio is leveraged as compute-side virtual storage to improve performance. But to get the best performance, like any technology stack, you need to follow the best practices.
By Drew Koszewnik This is the story about how the Content Setup Engineering team used Hollow, a Netflix OSS technology, to re-architect and simplify an essential component in our content pipeline?—?delivering a large amount of business value in the process. The Context Each movie and show on the Netflix service is carefully curated to ensure an optimal viewing experience.
Reading Time: 8 minutes Whether your ecommerce business is 100% online or you supplement with bricks and mortar, your website is a critical revenue driver. When your website isn’t performing optimally, you risk not only your revenue but also your reputation as a trusted resource. It’s a given that you’re monitoring your site so it’s up and running and that you’re swiftly addressing issues when they arise.
Inspired Design Decisions: Pressing Matters. Inspired Design Decisions: Pressing Matters. Andrew Clarke. 2019-07-11T12:30:59+02:00. 2019-07-11T11:39:07+00:00. As I’d always been at the top of my class during high school, I headed to art college full of confidence that one day I’d be an accomplished painter. This over-confidence didn’t last long though, because when I arrived, I found myself surrounded by conceptual artists, filmmakers, painters, performance artists, printmakers, and sculptors, w
In our Big Shift world, the imperative of scalable learning is becoming increasingly urgent. If we’re smart about it, we have the potential to unleash the potential of exponential learning. As many of you know, I have spent over a decade studying the long-term forces that are re-shaping our global economy, something that I call the Big Shift. There are many ways of representing the Big Shift, but one dimension is the need to shift from institutional models driven by scalable efficiency to ones d
Dynatrace news. In my current work, I spend a lot of time with keptn – an Open Source Control Plane for Continuous Deployment and Automated Operations. I deployed keptn on a GKE cluster and it’s been running there for the past couple of weeks. I have been using it at my current tour through different conferences ( Devoxx , Confitura ) and meetups, ( Cloud Native , KraQA , Trojmiasto Java UG ) where I’ve promoted keptn.
Performance testing and engineering is always a niche area with many challenging objectives across the globe. The challenge of performance testing with performance engineering is far more complex and requires one to be multi-skilled to find problems/issues/defects. In the last few years, I have come across several interviews, discussions with client-facing groups and customers, and what they have in common is a high demand for performance engineers, not just performance testers.
Are you looking to get started with the world’s most popular open-source database, and wondering how you should setup your MySQL hosting ? So many default to Amazon RDS, when MySQL performs exceptionally well on Azure Cloud. While Microsoft Azure does offer a managed solution, Azure Database, the solution has some major limitations you should know about before migrating your MySQL deployments.
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Are you looking to get started with the world’s most popular open-source database, and wondering how you should setup your MySQL hosting ? So many default to Amazon RDS, when MySQL performs exceptionally well on Azure Cloud. While Microsoft Azure does offer a managed solution, Azure Database, the solution has some major limitations you should know about before migrating your MySQL deployments.
Who's Hiring? Triplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Make your job search O (1), not O ( n ). Apply here. Need excellent people? Advertise your job here! Cool Products and Services. PA File Sight - Actively protect servers from ransomware , audit file access to see who is deleting files , reading files or moving files, and detect file copy activity from the server.
Dynatrace news. Managing multi-customer environments at scale is a challenge that many Managed Service Providers (MSP) face today. Identity management and monitoring across customers and cloud provider accounts have become increasingly complex, making it harder to enforce performance and security policies. The newly launched Microsoft Azure Lighthouse offers capabilities for cross-customer management at scale for service providers to differentiate and benefit from greater efficiency and automati
One of my earliest jobs was as an admin for an MSP. We'd routinely generate alerts that weren't actionable, lacked context, and for most of our customers, were considered noise. From a monitoring perspective, it was bad. Customers didn't trust in the alerts they received and often resorted to having some additional monitoring product installed on their systems.
Software engineering for machine learning: a case study Amershi et al., ICSE’19. Previously on The Morning Paper we’ve looked at the spread of machine learning through Facebook and Google and some of the lessons learned together with processes and tools to address the challenges arising. Today it’s the turn of Microsoft. More specifically, we’ll be looking at the results of an internal study with over 500 participants designed to figure out how product development and software engineering
I have been looking forward to writing this blog post for months. MONTHS. Last year, I got together with one of my dev teams at SentryOne – they call themselves the SQL Injectors – to talk about the possibility of replicating Plan Explorer functionality inside of Azure Data Studio. After some discussion, we brought the concept to the leadership team, and set a plan in motion.
Dynatrace news. While not a new concept, the term “cloud” creates a lot of confusion because it means different things to different audiences. I’ve been speaking to customers over the last few months about our new cloud architecture for Synthetic testing locations and their confusion is clear. Hearing things like “Will you have more than one geographic location?
Performance engineering and load testing are critical parts of any modern software organization's toolset. In fact, it's increasingly common to see companies field dedicated load-testing teams and environments. Many companies that don't have such processes in place are quickly evolving in that direction.
Introduction In-memory technologies are one of the greatest ways to improve performance and combat contention in computing today. By removing disk-based storage and the challenge of copying data in and out of memory, query speeds in SQL Server can be improved by orders of magnitude. TempDB is one of the biggest sources of latency in […].
The ISO/IEC 9075:2016 standard (SQL:2016) defines a feature called nested window functions. This feature allows you to nest two kinds of window functions as an argument of a window aggregate function. The idea is to allow you to refer to either a row number, or to a value of an expression, at strategic markers in windowing elements. The markers give you access to the first or last row in the partition, the first or last row in the frame, the current outer row, and the current frame row.
Dynatrace news. Dynatrace monitors your full stack and offers you thousands of metrics with almost zero configuration. Just a single OneAgent per host is required to collect all relevant monitoring data, all the way down to specific lines of code. However, there are certain situations where you’d like to extend our Dynatrace out-of-the-box monitoring.
Now that we've officially launched Sensu Go and announced the EOL schedule for Sensu 1.x , I want to address some of the ways in which we're either ensuring backward compatibility between Sensu 1.x and Sensu Go or — in the case of standalone check definitions — are creating something even better. Photo by Mahkeo on Unsplash.
The ISO C++ committee now regularly receives many more proposals than we can/should accept. For the meeting that begins this coming Monday, we have about 300 active technical papers, most targeting post-C++20. I now regularly get asked, including again a few hours ago, “how do we know which of these customers actually want and will use? what is our data that we’ve prioritized them correctly?
The latest episode of The Polyglot Developer Podcast has just published, this time focusing on the use of callbacks, promises, and async / await, in JavaScript. This episode titled, Asynchronous JavaScript Development , is the twenty-ninth episode to appear on the show and it features Corbin Crutchley , an expert JavaScript developer and open source maintainer.
Dynatrace news. Welcome to the third edition of Dynatrace Partner Spotlight! This month we’re presenting ZigiWave – the company behind ZigiOps, the software that allows enterprises to share relevant data seamlessly between their management systems. Data management is becoming hard, as IT complexity grows. Expanding IT systems can lead to extreme data management challenges and major headaches for any organization.
Many testers often wonder whether AI (Artificial intelligence) will threaten their existence in the future. This topic becomes even more important in the context of today’s tech-driven world where a huge number of software companies are steadily adopting high-end technologies like AI and ML. In this post, we’ve tried to find out will AI be … The post Will AI Perform Testing?
Introduction SQL Server Always On Availability Groups provides HADR solutions for the SQL databases. Here HA refers to high availability and DR refers to disaster recovery. The priority of this feature is to keep the database highly available and then provide Disaster recovery. Due to this reason, if the secondary replica goes down in a […].
Dynatrace news. As one of the most widely used enterprise service buses, IBM Integration Bus helps enterprises to connect different types of applications by defining message flows between them. For instance, IIB can be used to integrate all the internal and external applications involved when a customer places an order. This can be a first check with the inventory management system to see if there are enough goods in stock.
Kubernetes’ popularity as the most-preferred open-source container-orchestration system has skyrocketed in the recent past. The overall container market is expected to cross USD 2.7 billion by 2020 with a CAGR of 40 percent. Three orchestrators spearhead this upward trend, namely Kubernetes, Mesos, and Docker Swarm. However, referring to the graph below, Kubernetes clearly leads the pack. source: [link] The automation and infrastructural capabilities of Kubernetes are transforming the DevOps spa
View-centric performance optimization for database-backed web applications Yang et al., ICSE 2019. The problem set-up in this paper discusses the importance of keeping web page load times low as a fundamental contributor to user satisfaction (See e.g. ‘ Why performance matters ’). Between client-side tools such as Google’s Lighthouse , back-end tools that can analyse ORM usage and database queries and point out issues such as N+1 selects, and the information provided by your favourite APM I was
SQL Server Always On Availability Groups feature provides high availability (HA) and disaster recovery solutions. We can add multiple databases in a single Always on Availability Group on SQL Server Enterprise edition. Before we add a database in the AG group, we need to use the following checklist. Checklist to add a database in SQL […].
Dynatrace news. License consumption notifications. In order to improve notifications scope and alert on license-related issues we have added Digital Experience Monitoring quota consumption notifications. When you consume at least 90% of your total quota you’ll be alerted with a in-product notification saying “You’ve used up X% of your DEM units for this environment.
TL;DR – Some modern Linux distributions use a newer method of identification which, when combined with DHCP can result in duplicate IP addresses when cloning VMs, even when the VMs have unique MAC addresses. To resolve, do the following ( remove file, run the systemd-machine-id-setup command, reboot): # rm /etc/machine-id. # systemd-machine-id-setup. # reboot.
Three key checklists and remedies for trustworthy analysis of online controlled experiments at scale Fabijan et al., ICSE 2019. Last time out we looked at machine learning at Microsoft , where we learned among other things that using an online controlled experiment (OCE) approach to rolling out changes to ML-centric software is important. Prior to that we learned in ‘ Automating chaos experiments in production ’ of the similarities between running a chaos experiment and many other online control
In this article, we will review how to setup SQL replication with publisher database in Always On availability groups so that replication continuous to sync even after failover to the secondary server in the availability group. The following are the steps involved in setting up SQL Server replication with publisher database in Always on Availability […].
Dynatrace news. From the earliest days of Dynatrace Real User Monitoring (RUM) functionality, we’ve continued to deliver on the promise of providing you with a 360-degree diagnostic view of your end users’ experience with your applications. Starting with web application monitoring in 2011, followed by support for mobile app monitoring , and our OpenKit for Real User Monitoring solution that was introduced in 2018, we’ve provided you with monitoring coverage across all digital c
“How fast is a website?” While it’s a simple question on the surface, it can be challenging to answer. In the past, the answer would be based on the load time of a page, but over the years, we have evolved our approach to site speed to incorporate new metrics, alone or in combination with existing metrics. To build fast sites and stay competitive, it is critical for people passionate about performance to stay informed about new metrics and the methodology behind them.
In the Flow Framework there are four flow items that provide value to the end-user of your product: Features (new business value). Defects (quality). Technical debt (removal of impediments to future delivery). Risk (security, governance, compliance). A software organization must devote time to each flow item as they are all crucial to a strong product.
HammerDB already has 2 interfaces with which to interface with the commands to build and test databases using the GUI interface or CLI. From HammerDB version 3.2 there is an additional interface that enables HammerDB to run as Web Service. This allows HammerDB to be driven with a REST type client using a HTTP interface to call and retrieve output from the CLI commands.
Dynatrace news. OneAgent. Java. Support for shaded Apache Axis2 clients (for example, the client packaged with Pega ). Support for tracing of asynchronous code execution within Spring integrations.NET. OneAgent SDK for.NET (version 1.5.0) now supports the tracing of incoming web requests. Node.js. Support for Node.js 12 (long-term support version). Go.
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